diff --git a/EXTERNAL_MODEL_RESULTS.json b/EXTERNAL_MODEL_RESULTS.json
index f12cb0baa5094811c01e9249462074eafe7cfbff..447633040d1984a85b93c2ff378217b9d88d57ac 100644
--- a/EXTERNAL_MODEL_RESULTS.json
+++ b/EXTERNAL_MODEL_RESULTS.json
@@ -1,627 +1,588 @@
{
- "gte-Qwen1.5-7B-instruct": {
+ "LLM2Vec-Meta-Llama-3-supervised": {
"BitextMining": {
"f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "gte-Qwen1.5-7B-instruct",
- "AmazonCounterfactualClassification (en)": 83.16,
- "AmazonPolarityClassification": 96.7,
- "AmazonReviewsClassification (en)": 62.17,
- "AmazonReviewsClassification (zh)": 52.95,
- "Banking77Classification": 81.68,
- "EmotionClassification": 54.53,
- "IFlyTek": 53.77,
- "ImdbClassification": 95.58,
- "JDReview": 88.2,
- "MTOPDomainClassification (en)": 95.75,
- "MTOPIntentClassification (en)": 84.26,
- "MassiveIntentClassification (zh-CN)": 76.25,
- "MassiveIntentClassification (en)": 78.47,
- "MassiveScenarioClassification (en)": 78.19,
- "MassiveScenarioClassification (zh-CN)": 77.26,
- "MultilingualSentiment": 77.42,
- "OnlineShopping": 94.48,
- "TNews": 51.24,
- "ToxicConversationsClassification": 78.75,
- "TweetSentimentExtractionClassification": 66.0,
- "Waimai": 88.63
+ "Model": "LLM2Vec-Meta-Llama-3-supervised",
+ "AmazonCounterfactualClassification (en)": 79.94,
+ "AmazonPolarityClassification": 86.07,
+ "AmazonReviewsClassification (en)": 46.84,
+ "Banking77Classification": 88.05,
+ "EmotionClassification": 51.2,
+ "ImdbClassification": 82.94,
+ "MTOPDomainClassification (en)": 96.14,
+ "MTOPIntentClassification (en)": 86.11,
+ "MassiveIntentClassification (en)": 79.8,
+ "MassiveScenarioClassification (en)": 81.52,
+ "ToxicConversationsClassification": 70.59,
+ "TweetSentimentExtractionClassification": 61.9
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "gte-Qwen1.5-7B-instruct",
- "ArxivClusteringP2P": 56.4,
- "ArxivClusteringS2S": 51.45,
- "BiorxivClusteringP2P": 49.01,
- "BiorxivClusteringS2S": 45.06,
- "CLSClusteringP2P": 47.21,
- "CLSClusteringS2S": 45.79,
- "MedrxivClusteringP2P": 44.37,
- "MedrxivClusteringS2S": 42.0,
- "RedditClustering": 73.37,
- "RedditClusteringP2P": 72.51,
- "StackExchangeClustering": 79.07,
- "StackExchangeClusteringP2P": 49.57,
- "ThuNewsClusteringP2P": 87.43,
- "ThuNewsClusteringS2S": 87.9,
- "TwentyNewsgroupsClustering": 51.31
+ "Model": "LLM2Vec-Meta-Llama-3-supervised",
+ "ArxivClusteringP2P": 44.27,
+ "ArxivClusteringS2S": 46.85,
+ "BiorxivClusteringP2P": 32.35,
+ "BiorxivClusteringS2S": 36.7,
+ "MedrxivClusteringP2P": 30.71,
+ "MedrxivClusteringS2S": 32.96,
+ "RedditClustering": 61.72,
+ "RedditClusteringP2P": 63.98,
+ "StackExchangeClustering": 72.74,
+ "StackExchangeClusteringP2P": 32.26,
+ "TwentyNewsgroupsClustering": 56.41
}
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "max_ap": [
{
- "Model": "gte-Qwen1.5-7B-instruct",
- "Cmnli": 91.81,
- "Ocnli": 85.22,
- "SprintDuplicateQuestions": 95.99,
- "TwitterSemEval2015": 79.36,
- "TwitterURLCorpus": 86.79
+ "Model": "LLM2Vec-Meta-Llama-3-supervised",
+ "SprintDuplicateQuestions": 95.09,
+ "TwitterSemEval2015": 81.73,
+ "TwitterURLCorpus": 86.56
+ },
+ {
+ "Model": "LLM2Vec-Meta-Llama-3-supervised",
+ "SprintDuplicateQuestions": 95.09,
+ "TwitterSemEval2015": 81.73,
+ "TwitterURLCorpus": 86.56
}
]
},
"Reranking": {
"map": [
{
- "Model": "gte-Qwen1.5-7B-instruct",
- "AskUbuntuDupQuestions": 66.0,
- "CMedQAv1": 86.37,
- "CMedQAv2": 87.41,
- "MindSmallReranking": 32.71,
- "SciDocsRR": 87.89,
- "StackOverflowDupQuestions": 53.93,
- "T2Reranking": 68.11
+ "Model": "LLM2Vec-Meta-Llama-3-supervised",
+ "AskUbuntuDupQuestions": 65.19,
+ "MindSmallReranking": 32.67,
+ "SciDocsRR": 86.05,
+ "StackOverflowDupQuestions": 54.82
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "gte-Qwen1.5-7B-instruct",
- "ArguAna": 62.65,
- "BrightRetrieval (stackoverflow)": 19.85,
- "BrightRetrieval (earth_science)": 36.22,
- "BrightRetrieval (leetcode)": 25.46,
- "BrightRetrieval (theoremqa_questions)": 26.97,
- "BrightRetrieval (economics)": 17.72,
- "BrightRetrieval (robotics)": 13.47,
- "BrightRetrieval (pony)": 9.79,
- "BrightRetrieval (aops)": 14.36,
- "BrightRetrieval (psychology)": 24.61,
- "BrightRetrieval (theoremqa_theorems)": 30.8,
- "BrightRetrieval (biology)": 30.92,
- "BrightRetrieval (sustainable_living)": 14.93,
- "CQADupstackRetrieval": 40.64,
- "ClimateFEVER": 44.0,
- "CmedqaRetrieval": 43.47,
- "CovidRetrieval": 80.87,
- "DBPedia": 48.04,
- "DuRetrieval": 86.01,
- "EcomRetrieval": 66.46,
- "FEVER": 93.35,
- "FiQA2018": 55.31,
- "HotpotQA": 72.25,
- "MMarcoRetrieval": 73.83,
- "MSMARCO": 41.68,
- "MedicalRetrieval": 61.33,
- "NFCorpus": 38.25,
- "NQ": 61.79,
- "QuoraRetrieval": 89.61,
- "SCIDOCS": 27.69,
- "SciFact": 75.31,
- "T2Retrieval": 83.58,
- "TRECCOVID": 72.72,
- "Touche2020": 20.3,
- "VideoRetrieval": 69.41
- }
- ],
- "recall_at_1": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "BrightRetrieval (economics)": 25.73,
- "BrightRetrieval (pony)": 1.32,
- "BrightRetrieval (robotics)": 21.29,
- "BrightRetrieval (biology)": 39.24,
- "BrightRetrieval (earth_science)": 36.13,
- "BrightRetrieval (stackoverflow)": 23.5,
- "BrightRetrieval (psychology)": 42.28,
- "BrightRetrieval (sustainable_living)": 33.1
+ "Model": "LLM2Vec-Meta-Llama-3-supervised",
+ "ArguAna": 62.78,
+ "CQADupstackRetrieval": 48.25,
+ "ClimateFEVER": 34.27,
+ "DBPedia": 48.34,
+ "FEVER": 90.2,
+ "FiQA2018": 55.33,
+ "HotpotQA": 71.76,
+ "MSMARCO": 43.24,
+ "NFCorpus": 41.83,
+ "NQ": 64.21,
+ "QuoraRetrieval": 87.16,
+ "SCIDOCS": 22.96,
+ "SciFact": 78.22,
+ "TRECCOVID": 80.34,
+ "Touche2020": 20.5
}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "gte-Qwen1.5-7B-instruct",
- "AFQMC": 58.47,
- "ATEC": 55.46,
- "BIOSSES": 81.12,
- "BQ": 77.59,
- "LCQMC": 76.29,
- "PAWSX": 50.22,
- "QBQTC": 31.82,
- "SICK-R": 79.15,
- "STS12": 76.52,
- "STS13": 88.63,
- "STS14": 83.32,
- "STS15": 87.5,
- "STS16": 86.39,
- "STS17 (en-en)": 87.79,
- "STS22 (en)": 66.4,
- "STS22 (zh)": 67.36,
- "STSB": 81.37,
- "STSBenchmark": 87.35
+ "Model": "LLM2Vec-Meta-Llama-3-supervised",
+ "BIOSSES": 84.92,
+ "SICK-R": 83.94,
+ "STS12": 79.27,
+ "STS13": 84.83,
+ "STS14": 82.94,
+ "STS15": 88.09,
+ "STS16": 86.54,
+ "STS17 (en-en)": 89.58,
+ "STS22 (en)": 67.67,
+ "STSBenchmark": 88.05
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "gte-Qwen1.5-7B-instruct",
- "SummEval": 31.46
+ "Model": "LLM2Vec-Meta-Llama-3-supervised",
+ "SummEval": 30.94
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
"InstructionRetrieval": {
"p-MRR": []
}
},
- "e5-mistral-7b-instruct-noinstruct": {
+ "msmarco-bert-co-condensor": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": []
+ "accuracy": [
+ {
+ "Model": "msmarco-bert-co-condensor",
+ "AmazonCounterfactualClassification (en)": 64.06,
+ "AmazonPolarityClassification": 66.88,
+ "AmazonReviewsClassification (en)": 34.85,
+ "Banking77Classification": 82.35,
+ "EmotionClassification": 41.91,
+ "ImdbClassification": 60.17,
+ "MTOPDomainClassification (en)": 91.34,
+ "MTOPIntentClassification (en)": 71.07,
+ "MassiveIntentClassification (en)": 70.4,
+ "MassiveScenarioClassification (en)": 73.73,
+ "ToxicConversationsClassification": 64.01,
+ "TweetSentimentExtractionClassification": 55.74
+ }
+ ]
},
"Clustering": {
- "v_measure": []
+ "v_measure": [
+ {
+ "Model": "msmarco-bert-co-condensor",
+ "ArxivClusteringP2P": 36.94,
+ "ArxivClusteringS2S": 29.03,
+ "BiorxivClusteringP2P": 32.35,
+ "BiorxivClusteringS2S": 28.16,
+ "MedrxivClusteringP2P": 30.23,
+ "MedrxivClusteringS2S": 27.01,
+ "RedditClustering": 48.04,
+ "RedditClusteringP2P": 53.53,
+ "StackExchangeClustering": 59.54,
+ "StackExchangeClusteringP2P": 30.48,
+ "TwentyNewsgroupsClustering": 38.68
+ }
+ ]
},
"PairClassification": {
- "ap": []
+ "max_ap": [
+ {
+ "Model": "msmarco-bert-co-condensor",
+ "SprintDuplicateQuestions": 96.09,
+ "TwitterSemEval2015": 65.95,
+ "TwitterURLCorpus": 83.17
+ },
+ {
+ "Model": "msmarco-bert-co-condensor",
+ "SprintDuplicateQuestions": 96.09,
+ "TwitterSemEval2015": 65.95,
+ "TwitterURLCorpus": 83.17
+ }
+ ]
},
"Reranking": {
- "map": []
- },
- "Retrieval": {
- "ndcg_at_10": [
+ "map": [
{
- "Model": "e5-mistral-7b-instruct-noinstruct",
- "ARCChallenge": 20.48,
- "AlphaNLI": 18.88,
- "HellaSwag": 32.25,
- "PIQA": 32.8,
- "Quail": 6.25,
- "RARbCode": 79.84,
- "RARbMath": 76.19,
- "SIQA": 5.08,
- "SpartQA": 10.87,
- "TempReasonL1": 3.04,
- "TempReasonL2Fact": 35.63,
- "TempReasonL2Pure": 9.32,
- "TempReasonL3Fact": 30.41,
- "TempReasonL3Pure": 14.39,
- "WinoGrande": 45.18
+ "Model": "msmarco-bert-co-condensor",
+ "AskUbuntuDupQuestions": 58.99,
+ "MindSmallReranking": 27.13,
+ "SciDocsRR": 72.78,
+ "StackOverflowDupQuestions": 48.48
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "msmarco-bert-co-condensor",
+ "ArguAna": 45.15,
+ "CQADupstackRetrieval": 27.72,
+ "ClimateFEVER": 16.96,
+ "DBPedia": 27.86,
+ "FEVER": 45.68,
+ "FiQA2018": 15.62,
+ "HotpotQA": 35.61,
+ "MSMARCO": 29.57,
+ "NFCorpus": 22.29,
+ "NQ": 29.85,
+ "QuoraRetrieval": 86.51,
+ "SCIDOCS": 10.13,
+ "SciFact": 52.31,
+ "TRECCOVID": 40.54,
+ "Touche2020": 8.57
}
]
},
"STS": {
- "spearman": []
+ "cosine_spearman": [
+ {
+ "Model": "msmarco-bert-co-condensor",
+ "BIOSSES": 77.32,
+ "SICK-R": 72.0,
+ "STS12": 68.19,
+ "STS13": 80.4,
+ "STS14": 74.02,
+ "STS15": 82.57,
+ "STS16": 79.78,
+ "STS17 (en-en)": 85.94,
+ "STS22 (en)": 67.54,
+ "STSBenchmark": 76.97
+ }
+ ]
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": [
+ {
+ "Model": "msmarco-bert-co-condensor",
+ "SummEval": 29.5
+ }
+ ]
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "unsup-simcse-bert-base-uncased": {
+ "LaBSE-en-ru": {
"BitextMining": {
- "f1": []
+ "f1": [
+ {
+ "Model": "LaBSE-en-ru",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.62
+ }
+ ]
},
"Classification": {
"accuracy": [
{
- "Model": "unsup-simcse-bert-base-uncased",
- "AmazonCounterfactualClassification (en)": 67.09,
- "AmazonPolarityClassification": 74.48,
- "AmazonReviewsClassification (en)": 33.85,
- "Banking77Classification": 73.55,
- "EmotionClassification": 42.22,
- "ImdbClassification": 69.63,
- "MTOPDomainClassification (en)": 81.71,
- "MTOPIntentClassification (en)": 59.23,
- "MassiveIntentClassification (en)": 59.84,
- "MassiveScenarioClassification (en)": 66.25,
- "ToxicConversationsClassification": 68.82,
- "TweetSentimentExtractionClassification": 53.36
+ "Model": "LaBSE-en-ru",
+ "GeoreviewClassification (rus-Cyrl)": 40.89,
+ "HeadlineClassification (rus-Cyrl)": 68.75,
+ "InappropriatenessClassification (rus-Cyrl)": 58.48,
+ "KinopoiskClassification (rus-Cyrl)": 49.85,
+ "MassiveIntentClassification (swa-Latn)": 19.98,
+ "MassiveIntentClassification (aze-Latn)": 19.52,
+ "MassiveIntentClassification (tur-Latn)": 24.12,
+ "MassiveIntentClassification (cmo-Hans)": 3.96,
+ "MassiveIntentClassification (amh-Ethi)": 2.76,
+ "MassiveIntentClassification (kan-Knda)": 2.86,
+ "MassiveIntentClassification (hin-Deva)": 3.29,
+ "MassiveIntentClassification (tgl-Latn)": 27.08,
+ "MassiveIntentClassification (tha-Thai)": 4.0,
+ "MassiveIntentClassification (swe-Latn)": 32.01,
+ "MassiveIntentClassification (deu-Latn)": 35.14,
+ "MassiveIntentClassification (spa-Latn)": 37.67,
+ "MassiveIntentClassification (por-Latn)": 39.84,
+ "MassiveIntentClassification (jpn-Jpan)": 4.78,
+ "MassiveIntentClassification (fin-Latn)": 31.11,
+ "MassiveIntentClassification (kat-Geor)": 2.87,
+ "MassiveIntentClassification (slv-Latn)": 35.66,
+ "MassiveIntentClassification (rus-Cyrl)": 60.53,
+ "MassiveIntentClassification (ita-Latn)": 43.32,
+ "MassiveIntentClassification (tel-Telu)": 2.72,
+ "MassiveIntentClassification (afr-Latn)": 30.59,
+ "MassiveIntentClassification (isl-Latn)": 25.61,
+ "MassiveIntentClassification (fas-Arab)": 3.71,
+ "MassiveIntentClassification (vie-Latn)": 23.0,
+ "MassiveIntentClassification (ben-Beng)": 3.35,
+ "MassiveIntentClassification (hye-Armn)": 2.8,
+ "MassiveIntentClassification (pol-Latn)": 31.3,
+ "MassiveIntentClassification (cym-Latn)": 26.59,
+ "MassiveIntentClassification (jav-Latn)": 26.84,
+ "MassiveIntentClassification (mon-Cyrl)": 35.97,
+ "MassiveIntentClassification (en)": 60.48,
+ "MassiveIntentClassification (msa-Latn)": 27.82,
+ "MassiveIntentClassification (nob-Latn)": 35.78,
+ "MassiveIntentClassification (heb-Hebr)": 2.33,
+ "MassiveIntentClassification (khm-Khmr)": 4.6,
+ "MassiveIntentClassification (nld-Latn)": 34.66,
+ "MassiveIntentClassification (ind-Latn)": 33.31,
+ "MassiveIntentClassification (mal-Mlym)": 2.63,
+ "MassiveIntentClassification (tam-Taml)": 2.22,
+ "MassiveIntentClassification (mya-Mymr)": 3.57,
+ "MassiveIntentClassification (urd-Arab)": 3.36,
+ "MassiveIntentClassification (dan-Latn)": 38.66,
+ "MassiveIntentClassification (cmo-Hant)": 5.29,
+ "MassiveIntentClassification (ron-Latn)": 37.45,
+ "MassiveIntentClassification (lav-Latn)": 23.92,
+ "MassiveIntentClassification (fra-Latn)": 40.29,
+ "MassiveIntentClassification (ell-Grek)": 11.14,
+ "MassiveIntentClassification (sqi-Latn)": 35.84,
+ "MassiveIntentClassification (hun-Latn)": 26.74,
+ "MassiveIntentClassification (kor-Kore)": 2.69,
+ "MassiveIntentClassification (ara-Arab)": 5.19,
+ "MassiveScenarioClassification (swa-Latn)": 25.61,
+ "MassiveScenarioClassification (aze-Latn)": 24.48,
+ "MassiveScenarioClassification (tur-Latn)": 31.38,
+ "MassiveScenarioClassification (cmo-Hans)": 9.98,
+ "MassiveScenarioClassification (amh-Ethi)": 7.59,
+ "MassiveScenarioClassification (kan-Knda)": 8.73,
+ "MassiveScenarioClassification (hin-Deva)": 8.77,
+ "MassiveScenarioClassification (tgl-Latn)": 35.12,
+ "MassiveScenarioClassification (tha-Thai)": 8.69,
+ "MassiveScenarioClassification (swe-Latn)": 35.83,
+ "MassiveScenarioClassification (deu-Latn)": 41.72,
+ "MassiveScenarioClassification (spa-Latn)": 43.33,
+ "MassiveScenarioClassification (por-Latn)": 44.62,
+ "MassiveScenarioClassification (jpn-Jpan)": 9.51,
+ "MassiveScenarioClassification (fin-Latn)": 33.79,
+ "MassiveScenarioClassification (kat-Geor)": 7.32,
+ "MassiveScenarioClassification (slv-Latn)": 37.6,
+ "MassiveScenarioClassification (rus-Cyrl)": 65.15,
+ "MassiveScenarioClassification (ita-Latn)": 47.28,
+ "MassiveScenarioClassification (tel-Telu)": 7.53,
+ "MassiveScenarioClassification (afr-Latn)": 37.27,
+ "MassiveScenarioClassification (isl-Latn)": 30.32,
+ "MassiveScenarioClassification (fas-Arab)": 6.83,
+ "MassiveScenarioClassification (vie-Latn)": 28.92,
+ "MassiveScenarioClassification (ben-Beng)": 8.57,
+ "MassiveScenarioClassification (hye-Armn)": 8.91,
+ "MassiveScenarioClassification (pol-Latn)": 33.75,
+ "MassiveScenarioClassification (cym-Latn)": 30.38,
+ "MassiveScenarioClassification (jav-Latn)": 33.94,
+ "MassiveScenarioClassification (mon-Cyrl)": 41.53,
+ "MassiveScenarioClassification (en)": 65.43,
+ "MassiveScenarioClassification (msa-Latn)": 36.28,
+ "MassiveScenarioClassification (nob-Latn)": 42.43,
+ "MassiveScenarioClassification (heb-Hebr)": 8.64,
+ "MassiveScenarioClassification (khm-Khmr)": 9.99,
+ "MassiveScenarioClassification (nld-Latn)": 41.47,
+ "MassiveScenarioClassification (ind-Latn)": 39.05,
+ "MassiveScenarioClassification (mal-Mlym)": 7.24,
+ "MassiveScenarioClassification (tam-Taml)": 7.71,
+ "MassiveScenarioClassification (mya-Mymr)": 9.94,
+ "MassiveScenarioClassification (urd-Arab)": 9.16,
+ "MassiveScenarioClassification (dan-Latn)": 44.69,
+ "MassiveScenarioClassification (cmo-Hant)": 10.48,
+ "MassiveScenarioClassification (ron-Latn)": 44.55,
+ "MassiveScenarioClassification (lav-Latn)": 26.26,
+ "MassiveScenarioClassification (fra-Latn)": 45.08,
+ "MassiveScenarioClassification (ell-Grek)": 19.46,
+ "MassiveScenarioClassification (sqi-Latn)": 40.9,
+ "MassiveScenarioClassification (hun-Latn)": 33.92,
+ "MassiveScenarioClassification (kor-Kore)": 7.37,
+ "MassiveScenarioClassification (ara-Arab)": 12.43,
+ "RuReviewsClassification (rus-Cyrl)": 58.01,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.8,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 40.36
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "unsup-simcse-bert-base-uncased",
- "ArxivClusteringP2P": 32.61,
- "ArxivClusteringS2S": 24.68,
- "BiorxivClusteringP2P": 24.9,
- "BiorxivClusteringS2S": 19.55,
- "MedrxivClusteringP2P": 23.6,
- "MedrxivClusteringS2S": 21.97,
- "RedditClustering": 32.18,
- "RedditClusteringP2P": 45.14,
- "StackExchangeClustering": 43.07,
- "StackExchangeClusteringP2P": 28.5,
- "TwentyNewsgroupsClustering": 23.21
+ "Model": "LaBSE-en-ru",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 51.89,
+ "MLSUMClusteringP2P (rus-Cyrl)": 37.87,
+ "MLSUMClusteringS2S (rus-Cyrl)": 41.24,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.48,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.16
}
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "max_ap": [
{
- "Model": "unsup-simcse-bert-base-uncased",
- "SprintDuplicateQuestions": 69.41,
- "TwitterSemEval2015": 60.21,
- "TwitterURLCorpus": 81.37
+ "Model": "LaBSE-en-ru",
+ "OpusparcusPC (rus-Cyrl)": 87.18,
+ "TERRa (rus-Cyrl)": 55.61
+ },
+ {
+ "Model": "LaBSE-en-ru",
+ "OpusparcusPC (rus-Cyrl)": 87.18,
+ "TERRa (rus-Cyrl)": 55.61
}
]
},
"Reranking": {
"map": [
{
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- "AskUbuntuDupQuestions": 51.57,
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+ "Model": "LaBSE-en-ru",
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- "BrightRetrieval (biology)": 19.49,
- "BrightRetrieval (earth_science)": 26.63,
- "BrightRetrieval (robotics)": 16.7
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- "BrightRetrieval (pony)": 2.0,
- "BrightRetrieval (economics)": 24.27,
- "BrightRetrieval (robotics)": 17.33
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+ "RuSTSBenchmarkSTS (rus-Cyrl)": 73.32,
+ "STS22 (deu-Latn)": 38.9,
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+ "STS22 (deu-Latn_fra-Latn)": 59.4,
+ "STS22 (deu-Latn_pol-Latn)": 39.48,
+ "STS22 (pol-Latn)": 32.74,
+ "STS22 (tur-Latn)": 55.04,
+ "STS22 (spa-Latn_eng-Latn)": 70.8,
+ "STS22 (rus-Cyrl)": 58.53,
+ "STS22 (ita-Latn)": 68.58,
+ "STS22 (fra-Latn_pol-Latn)": 61.98,
+ "STS22 (spa-Latn_ita-Latn)": 66.83,
+ "STS22 (cmn-Hans_eng-Latn)": 24.98,
+ "STS22 (ara-Arab)": 31.85,
+ "STS22 (cmn-Hans)": 35.1,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 73.02
}
]
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- "spearman": []
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"Summarization": {
- "spearman": []
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- "InstructionRetrieval": {
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- "Classification": {
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- },
- "Clustering": {
- "v_measure": []
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- "PairClassification": {
- "ap": []
- },
- "Reranking": {
- "map": []
+ "cosine_spearman": []
},
- "Retrieval": {
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- "Model": "instructor-large",
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- "BrightRetrieval (leetcode)": 20.0,
- "BrightRetrieval (earth_science)": 21.52,
- "BrightRetrieval (theoremqa_questions)": 20.07
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- ],
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+ "accuracy": [
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- "BrightRetrieval (stackoverflow)": 14.53,
- "BrightRetrieval (pony)": 3.94,
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- "BrightRetrieval (psychology)": 21.29,
- "BrightRetrieval (robotics)": 12.87,
- "BrightRetrieval (biology)": 24.11
+ "Model": "LaBSE-en-ru",
+ "CEDRClassification (rus-Cyrl)": 40.75,
+ "SensitiveTopicsClassification (rus-Cyrl)": 21.79
}
]
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- "STS": {
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- "Summarization": {
- "spearman": []
- },
"InstructionRetrieval": {
"p-MRR": []
}
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- "flaubert_base_uncased": {
+ "LLM2Vec-Llama-2-supervised": {
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"Classification": {
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{
- "Model": "flaubert_base_uncased",
- "AmazonReviewsClassification (fr)": 23.52,
- "MTOPDomainClassification (fr)": 27.74,
- "MTOPIntentClassification (fr)": 8.61,
- "MasakhaNEWSClassification (fra)": 62.61,
- "MassiveIntentClassification (fr)": 6.24,
- "MassiveScenarioClassification (fr)": 10.98
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "AmazonCounterfactualClassification (en)": 82.22,
+ "AmazonPolarityClassification": 89.69,
+ "AmazonReviewsClassification (en)": 48.47,
+ "Banking77Classification": 88.17,
+ "EmotionClassification": 51.71,
+ "ImdbClassification": 85.78,
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+ "MTOPIntentClassification (en)": 82.81,
+ "MassiveIntentClassification (en)": 78.06,
+ "MassiveScenarioClassification (en)": 81.35,
+ "ToxicConversationsClassification": 71.01,
+ "TweetSentimentExtractionClassification": 61.11
}
]
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- "MLSUMClusteringP2P": 33.22,
- "MLSUMClusteringS2S": 14.9,
- "MasakhaNEWSClusteringP2P (fra)": 28.49,
- "MasakhaNEWSClusteringS2S (fra)": 22.58
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "ArxivClusteringP2P": 43.14,
+ "ArxivClusteringS2S": 42.38,
+ "BiorxivClusteringP2P": 35.88,
+ "BiorxivClusteringS2S": 34.81,
+ "MedrxivClusteringP2P": 32.23,
+ "MedrxivClusteringS2S": 31.37,
+ "RedditClustering": 61.1,
+ "RedditClusteringP2P": 64.52,
+ "StackExchangeClustering": 67.98,
+ "StackExchangeClusteringP2P": 33.2,
+ "TwentyNewsgroupsClustering": 51.04
}
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "max_ap": [
{
- "Model": "flaubert_base_uncased",
- "OpusparcusPC (fr)": 82.0,
- "PawsXPairClassification (fr)": 52.78
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "SprintDuplicateQuestions": 96.83,
+ "TwitterSemEval2015": 80.7,
+ "TwitterURLCorpus": 86.56
+ },
+ {
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "SprintDuplicateQuestions": 96.83,
+ "TwitterSemEval2015": 80.7,
+ "TwitterURLCorpus": 86.56
}
]
},
"Reranking": {
"map": [
{
- "Model": "flaubert_base_uncased",
- "AlloprofReranking": 34.55,
- "SyntecReranking": 57.18
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "AskUbuntuDupQuestions": 63.13,
+ "MindSmallReranking": 31.34,
+ "SciDocsRR": 84.03,
+ "StackOverflowDupQuestions": 51.02
}
]
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- "AlloprofRetrieval": 1.72,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.51,
- "SyntecRetrieval": 22.33,
- "XPQARetrieval (fr)": 9.09
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "ArguAna": 56.53,
+ "CQADupstackRetrieval": 45.94,
+ "ClimateFEVER": 30.7,
+ "DBPedia": 48.42,
+ "FEVER": 89.93,
+ "FiQA2018": 51.28,
+ "HotpotQA": 72.99,
+ "MSMARCO": 41.46,
+ "NFCorpus": 40.33,
+ "NQ": 61.24,
+ "QuoraRetrieval": 85.59,
+ "SCIDOCS": 21.05,
+ "SciFact": 77.3,
+ "TRECCOVID": 79.25,
+ "Touche2020": 16.92
}
]
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"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "flaubert_base_uncased",
- "SICKFr": 41.9,
- "STS22 (fr)": 55.15,
- "STSBenchmarkMultilingualSTS (fr)": 33.41
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "BIOSSES": 82.13,
+ "SICK-R": 83.01,
+ "STS12": 78.85,
+ "STS13": 86.84,
+ "STS14": 84.04,
+ "STS15": 88.72,
+ "STS16": 86.79,
+ "STS17 (en-en)": 90.63,
+ "STS22 (en)": 67.55,
+ "STSBenchmark": 88.72
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "flaubert_base_uncased",
- "SummEvalFr": 29.43
+ "Model": "LLM2Vec-Llama-2-supervised",
+ "SummEval": 28.49
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
"InstructionRetrieval": {
"p-MRR": []
}
},
- "USER-bge-m3": {
- "BitextMining": {
- "f1": [
- {
- "Model": "USER-bge-m3",
- "Tatoeba (rus-Cyrl_eng-Latn)": 93.52
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "USER-bge-m3",
- "GeoreviewClassification (rus-Cyrl)": 50.98,
- "HeadlineClassification (rus-Cyrl)": 70.09,
- "InappropriatenessClassification (rus-Cyrl)": 60.76,
- "KinopoiskClassification (rus-Cyrl)": 63.33,
- "MassiveIntentClassification (rus-Cyrl)": 68.85,
- "MassiveScenarioClassification (rus-Cyrl)": 72.9,
- "RuReviewsClassification (rus-Cyrl)": 68.52,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 57.67,
- "RuSciBenchOECDClassification (rus-Cyrl)": 44.2
- }
- ]
- },
- "Clustering": {
- "v_measure": [
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- "Model": "USER-bge-m3",
- "GeoreviewClusteringP2P (rus-Cyrl)": 62.79,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 53.11,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.93
- }
- ]
- },
- "PairClassification": {
- "ap": [],
- "cosine_ap": [
- {
- "Model": "USER-bge-m3",
- "OpusparcusPC (rus-Cyrl)": 90.73,
- "TERRa (rus-Cyrl)": 64.99
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "USER-bge-m3",
- "RuBQReranking (rus-Cyrl)": 73.08
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "USER-bge-m3",
- "RiaNewsRetrieval (rus-Cyrl)": 83.53,
- "RuBQRetrieval (rus-Cyrl)": 70.03
- }
- ]
- },
- "STS": {
- "spearman": [],
- "cosine_spearman": [
- {
- "Model": "USER-bge-m3",
- "RUParaPhraserSTS (rus-Cyrl)": 76.36,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 83.35,
- "STS22 (rus-Cyrl)": 66.42,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.96
- }
- ]
- },
- "Summarization": {
- "spearman": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "LLM2Vec-Sheared-Llama-supervised": {
+ "LLM2Vec-Sheared-Llama-supervised": {
"BitextMining": {
"f1": []
},
@@ -663,8 +624,13 @@
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "max_ap": [
+ {
+ "Model": "LLM2Vec-Sheared-Llama-supervised",
+ "SprintDuplicateQuestions": 96.25,
+ "TwitterSemEval2015": 76.14,
+ "TwitterURLCorpus": 86.23
+ },
{
"Model": "LLM2Vec-Sheared-Llama-supervised",
"SprintDuplicateQuestions": 96.25,
@@ -707,8 +673,7 @@
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
"Model": "LLM2Vec-Sheared-Llama-supervised",
"BIOSSES": 85.88,
@@ -725,300 +690,317 @@
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
"Model": "LLM2Vec-Sheared-Llama-supervised",
"SummEval": 30.01
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
"InstructionRetrieval": {
"p-MRR": []
}
},
- "LaBSE-ru-turbo": {
+ "Cohere-embed-multilingual-light-v3.0": {
"BitextMining": {
- "f1": [
- {
- "Model": "LaBSE-ru-turbo",
- "Tatoeba (rus-Cyrl_eng-Latn)": 93.22
- }
- ]
+ "f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "LaBSE-ru-turbo",
- "GeoreviewClassification (rus-Cyrl)": 46.04,
- "HeadlineClassification (rus-Cyrl)": 69.98,
- "InappropriatenessClassification (rus-Cyrl)": 61.39,
- "KinopoiskClassification (rus-Cyrl)": 53.59,
- "MassiveIntentClassification (rus-Cyrl)": 66.08,
- "MassiveScenarioClassification (rus-Cyrl)": 71.13,
- "RuReviewsClassification (rus-Cyrl)": 64.58,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.67,
- "RuSciBenchOECDClassification (rus-Cyrl)": 43.58
+ "Model": "Cohere-embed-multilingual-light-v3.0",
+ "AmazonReviewsClassification (fr)": 38.6,
+ "MTOPDomainClassification (fr)": 80.79,
+ "MTOPIntentClassification (fr)": 50.01,
+ "MasakhaNEWSClassification (fra)": 82.58,
+ "MassiveIntentClassification (fr)": 56.31,
+ "MassiveScenarioClassification (fr)": 59.5
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "LaBSE-ru-turbo",
- "GeoreviewClusteringP2P (rus-Cyrl)": 64.55,
- "MLSUMClusteringP2P (rus-Cyrl)": 45.7,
- "MLSUMClusteringS2S (rus-Cyrl)": 42.93,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.64,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48
+ "Model": "Cohere-embed-multilingual-light-v3.0",
+ "AlloProfClusteringP2P": 61.96,
+ "AlloProfClusteringS2S": 31.36,
+ "HALClusteringS2S": 17.31,
+ "MLSUMClusteringP2P": 42.8,
+ "MLSUMClusteringS2S": 32.72,
+ "MasakhaNEWSClusteringP2P (fra)": 56.81,
+ "MasakhaNEWSClusteringS2S (fra)": 29.41
}
]
},
"PairClassification": {
- "ap": [],
- "cosine_ap": [
+ "max_ap": [
{
- "Model": "LaBSE-ru-turbo",
- "OpusparcusPC (rus-Cyrl)": 89.32,
- "TERRa (rus-Cyrl)": 57.81
+ "Model": "Cohere-embed-multilingual-light-v3.0",
+ "OpusparcusPC (fr)": 90.92,
+ "PawsXPairClassification (fr)": 57.32
+ },
+ {
+ "Model": "Cohere-embed-multilingual-light-v3.0",
+ "OpusparcusPC (fr)": 90.92,
+ "PawsXPairClassification (fr)": 57.35
}
]
},
"Reranking": {
"map": [
{
- "Model": "LaBSE-ru-turbo",
- "RuBQReranking (rus-Cyrl)": 68.65
+ "Model": "Cohere-embed-multilingual-light-v3.0",
+ "AlloprofReranking": 51.6,
+ "SyntecReranking": 88.03
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LaBSE-ru-turbo",
- "RiaNewsRetrieval (rus-Cyrl)": 69.36,
- "RuBQRetrieval (rus-Cyrl)": 65.71
+ "Model": "Cohere-embed-multilingual-light-v3.0",
+ "AlloprofRetrieval": 35.39,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 23.0,
+ "SyntecRetrieval": 76.88,
+ "XPQARetrieval (fr)": 45.23
}
]
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"STS": {
- "spearman": [],
"cosine_spearman": [
{
- "Model": "LaBSE-ru-turbo",
- "RUParaPhraserSTS (rus-Cyrl)": 72.97,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 81.77,
- "STS22 (rus-Cyrl)": 62.89,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
+ "Model": "Cohere-embed-multilingual-light-v3.0",
+ "SICKFr": 75.5,
+ "STS22 (fr)": 82.8,
+ "STSBenchmarkMultilingualSTS (fr)": 76.48
}
]
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": [
+ {
+ "Model": "Cohere-embed-multilingual-light-v3.0",
+ "SummEvalFr": 31.4
+ }
+ ]
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "luotuo-bert-medium": {
+ "bert-base-multilingual-uncased": {
"BitextMining": {
"f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "luotuo-bert-medium",
- "AmazonReviewsClassification (zh)": 34.46,
- "IFlyTek": 41.75,
- "JDReview": 79.68,
- "MassiveIntentClassification (zh-CN)": 57.47,
- "MassiveScenarioClassification (zh-CN)": 65.32,
- "MultilingualSentiment": 61.21,
- "OnlineShopping": 84.3,
- "TNews": 45.22,
- "Waimai": 79.57
+ "Model": "bert-base-multilingual-uncased",
+ "AmazonReviewsClassification (fr)": 29.02,
+ "MTOPDomainClassification (fr)": 64.49,
+ "MTOPIntentClassification (fr)": 39.4,
+ "MasakhaNEWSClassification (fra)": 75.69,
+ "MassiveIntentClassification (fr)": 38.01,
+ "MassiveScenarioClassification (fr)": 43.63
}
]
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"Clustering": {
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- "CLSClusteringP2P": 37.01,
- "CLSClusteringS2S": 33.46,
- "ThuNewsClusteringP2P": 58.83,
- "ThuNewsClusteringS2S": 48.26
+ "Model": "bert-base-multilingual-uncased",
+ "AlloProfClusteringP2P": 60.66,
+ "AlloProfClusteringS2S": 35.05,
+ "HALClusteringS2S": 20.9,
+ "MLSUMClusteringP2P": 43.5,
+ "MLSUMClusteringS2S": 30.99,
+ "MasakhaNEWSClusteringP2P (fra)": 49.71,
+ "MasakhaNEWSClusteringS2S (fra)": 42.23
}
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
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{
- "Model": "luotuo-bert-medium",
- "Cmnli": 72.55,
- "Ocnli": 60.7
+ "Model": "bert-base-multilingual-uncased",
+ "OpusparcusPC (fr)": 87.43,
+ "PawsXPairClassification (fr)": 53.22
+ },
+ {
+ "Model": "bert-base-multilingual-uncased",
+ "OpusparcusPC (fr)": 87.53,
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}
]
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- "CMedQAv2": 58.88,
- "MMarcoReranking": 14.55,
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+ "AlloprofReranking": 38.85,
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- "MMarcoRetrieval": 55.31,
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- "VideoRetrieval": 38.04
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+ "AlloprofRetrieval": 5.51,
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+ "MintakaRetrieval (fr)": 2.87,
+ "SyntecRetrieval": 34.95,
+ "XPQARetrieval (fr)": 26.12
}
]
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- "STSB": 73.22
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+ "SICKFr": 58.26,
+ "STS22 (fr)": 56.47,
+ "STSBenchmarkMultilingualSTS (fr)": 54.97
}
]
},
"Summarization": {
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+ "cosine_spearman": [
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+ "Model": "bert-base-multilingual-uncased",
+ "SummEvalFr": 30.72
+ }
+ ]
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "LLM2Vec-Mistral-unsupervised": {
+ "bge-m3": {
"BitextMining": {
- "f1": []
- },
+ "f1": [
+ {
+ "Model": "bge-m3",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.42
+ }
+ ]
+ },
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- "AmazonPolarityClassification": 85.29,
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- "MassiveIntentClassification (en)": 76.65,
- "MassiveScenarioClassification (en)": 79.99,
- "ToxicConversationsClassification": 70.71,
- "TweetSentimentExtractionClassification": 60.9
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+ "GeoreviewClassification (rus-Cyrl)": 48.27,
+ "HeadlineClassification (rus-Cyrl)": 70.32,
+ "InappropriatenessClassification (rus-Cyrl)": 59.87,
+ "KinopoiskClassification (rus-Cyrl)": 58.23,
+ "MassiveIntentClassification (rus-Cyrl)": 68.75,
+ "MassiveScenarioClassification (rus-Cyrl)": 73.42,
+ "RuReviewsClassification (rus-Cyrl)": 66.91,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.81,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 42.57
}
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- "RedditClusteringP2P": 62.08,
- "StackExchangeClustering": 67.34,
- "StackExchangeClusteringP2P": 34.5,
- "TwentyNewsgroupsClustering": 30.26
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+ "GeoreviewClusteringP2P (rus-Cyrl)": 63.09,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.83,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 43.21
}
]
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- "SprintDuplicateQuestions": 91.3,
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+ "OpusparcusPC (rus-Cyrl)": 89.64,
+ "TERRa (rus-Cyrl)": 60.6
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+ "Model": "bge-m3",
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}
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- "AskUbuntuDupQuestions": 58.6,
- "MindSmallReranking": 29.73,
- "SciDocsRR": 77.81,
- "StackOverflowDupQuestions": 49.8
+ "Model": "bge-m3",
+ "MIRACLReranking (rus-Cyrl)": 65.38
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+ "Model": "bge-m3",
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- "SCIDOCS": 15.35,
- "SciFact": 68.68,
- "TRECCOVID": 55.67,
- "Touche2020": 6.54
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+ "ARCChallenge": 9.02,
+ "AlphaNLI": 24.73,
+ "HellaSwag": 25.67,
+ "LEMBNarrativeQARetrieval": 45.76,
+ "LEMBQMSumRetrieval": 35.54,
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+ "Quail": 7.51,
+ "RARbCode": 38.8,
+ "RARbMath": 69.19,
+ "RiaNewsRetrieval (rus-Cyrl)": 82.99,
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+ "SIQA": 4.89,
+ "SpartQA": 7.49,
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+ "TempReasonL2Pure": 0.68,
+ "TempReasonL3Fact": 30.05,
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+ "WinoGrande": 41.72
+ },
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+ "Model": "bge-m3",
+ "LEMBNeedleRetrieval": 40.25,
+ "LEMBPasskeyRetrieval": 46.0
}
]
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+ "cosine_spearman": [
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- "STS17 (en-en)": 85.58,
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}
]
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"Summarization": {
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- "cos_sim_spearman": [
+ "cosine_spearman": []
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+ "MultilabelClassification": {
+ "accuracy": [
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- "Model": "LLM2Vec-Mistral-unsupervised",
- "SummEval": 30.19
+ "Model": "bge-m3",
+ "CEDRClassification (rus-Cyrl)": 43.47,
+ "SensitiveTopicsClassification (rus-Cyrl)": 26.25
}
]
},
@@ -1026,5527 +1008,2187 @@
"p-MRR": []
}
},
- "udever-bloom-560m": {
+ "e5-small": {
"BitextMining": {
- "f1": []
+ "f1": [
+ {
+ "Model": "e5-small",
+ "BornholmBitextMining": 40.27
+ }
+ ]
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"Classification": {
"accuracy": [
{
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- "AmazonReviewsClassification (fr)": 26.85,
- "MTOPDomainClassification (fr)": 34.99,
- "MTOPIntentClassification (fr)": 15.76,
- "MasakhaNEWSClassification (fra)": 67.94,
- "MassiveIntentClassification (fr)": 15.09,
- "MassiveScenarioClassification (fr)": 21.67
+ "Model": "e5-small",
+ "AngryTweetsClassification": 43.6,
+ "DKHateClassification": 57.57,
+ "DanishPoliticalCommentsClassification": 28.37,
+ "LccSentimentClassification": 40.27,
+ "MassiveIntentClassification (da)": 41.89,
+ "MassiveIntentClassification (nb)": 40.25,
+ "MassiveIntentClassification (sv)": 40.07,
+ "MassiveScenarioClassification (da)": 49.93,
+ "MassiveScenarioClassification (nb)": 48.58,
+ "MassiveScenarioClassification (sv)": 47.06,
+ "NoRecClassification": 41.84,
+ "NordicLangClassification": 53.47,
+ "NorwegianParliament": 56.57,
+ "ScalaDaClassification": 50.15,
+ "ScalaNbClassification": 50.03
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]
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- "AlloProfClusteringP2P": 53.57,
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- "HALClusteringS2S": 7.68,
- "MLSUMClusteringP2P": 36.43,
- "MLSUMClusteringS2S": 25.26,
- "MasakhaNEWSClusteringP2P (fra)": 37.57,
- "MasakhaNEWSClusteringS2S (fra)": 20.58
+ "Model": "e5-small",
+ "BiorxivClusteringP2P": 36.1,
+ "BiorxivClusteringS2S": 31.51,
+ "MedrxivClusteringP2P": 31.31,
+ "MedrxivClusteringS2S": 28.32,
+ "RedditClustering": 43.27,
+ "RedditClusteringP2P": 57.22,
+ "StackExchangeClustering": 59.6,
+ "StackExchangeClusteringP2P": 30.82,
+ "TwentyNewsgroupsClustering": 37.65
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]
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"PairClassification": {
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- "Model": "udever-bloom-560m",
- "OpusparcusPC (fr)": 82.1,
- "PawsXPairClassification (fr)": 59.69
- }
- ]
+ "max_ap": []
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"Reranking": {
- "map": [
- {
- "Model": "udever-bloom-560m",
- "AlloprofReranking": 28.75,
- "SyntecReranking": 50.88
- }
- ]
+ "map": []
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"Retrieval": {
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- "Model": "udever-bloom-560m",
- "AlloprofRetrieval": 1.98,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.48,
- "SyntecRetrieval": 24.45,
- "XPQARetrieval (fr)": 12.98
- }
- ]
+ "ndcg_at_10": []
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"STS": {
- "spearman": [],
- "cos_sim_spearman": [
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- "Model": "udever-bloom-560m",
- "SICKFr": 54.54,
- "STS22 (fr)": 61.35,
- "STSBenchmarkMultilingualSTS (fr)": 36.78
- }
- ]
+ "cosine_spearman": []
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"Summarization": {
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- "cos_sim_spearman": [
- {
- "Model": "udever-bloom-560m",
- "SummEvalFr": 23.63
- }
- ]
+ "cosine_spearman": []
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+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "bert-base-25lang-cased": {
+ "jina-embeddings-v2-base-en": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": [
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- "Model": "bert-base-25lang-cased",
- "AmazonReviewsClassification (fr)": 29.39,
- "MTOPDomainClassification (fr)": 63.63,
- "MTOPIntentClassification (fr)": 37.86,
- "MasakhaNEWSClassification (fra)": 63.91,
- "MassiveIntentClassification (fr)": 37.3,
- "MassiveScenarioClassification (fr)": 44.47
- }
- ]
+ "accuracy": []
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- "Model": "bert-base-25lang-cased",
- "AlloProfClusteringP2P": 53.49,
- "AlloProfClusteringS2S": 43.1,
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- "MLSUMClusteringS2S": 31.94,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
- {
- "Model": "bert-base-25lang-cased",
- "OpusparcusPC (fr)": 86.79,
- "PawsXPairClassification (fr)": 53.39
- }
- ]
+ "max_ap": []
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"Reranking": {
- "map": [
- {
- "Model": "bert-base-25lang-cased",
- "AlloprofReranking": 36.25,
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- }
- ]
+ "map": []
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"Retrieval": {
"ndcg_at_10": [
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- "AlloprofRetrieval": 1.6,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 3.55,
- "SyntecRetrieval": 18.95,
- "XPQARetrieval (fr)": 18.46
+ "Model": "jina-embeddings-v2-base-en",
+ "LEMBNarrativeQARetrieval": 37.89,
+ "LEMBQMSumRetrieval": 38.87,
+ "LEMBSummScreenFDRetrieval": 93.48,
+ "LEMBWikimQARetrieval": 73.99
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+ {
+ "Model": "jina-embeddings-v2-base-en",
+ "LEMBNeedleRetrieval": 54.25,
+ "LEMBPasskeyRetrieval": 50.25
}
]
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"STS": {
- "spearman": [],
- "cos_sim_spearman": [
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- "Model": "bert-base-25lang-cased",
- "SICKFr": 58.76,
- "STS22 (fr)": 38.77,
- "STSBenchmarkMultilingualSTS (fr)": 52.25
- }
- ]
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"Summarization": {
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- "cos_sim_spearman": [
- {
- "Model": "bert-base-25lang-cased",
- "SummEvalFr": 28.84
- }
- ]
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "bge-small-zh-v1.5": {
+ "use-cmlm-multilingual": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "bge-small-zh-v1.5",
- "AmazonReviewsClassification (zh)": 35.91,
- "IFlyTek": 45.49,
- "JDReview": 80.04,
- "MassiveIntentClassification (zh-CN)": 63.95,
- "MassiveScenarioClassification (zh-CN)": 70.8,
- "MultilingualSentiment": 63.06,
- "OnlineShopping": 85.05,
- "TNews": 48.15,
- "Waimai": 83.18
- }
- ]
+ "accuracy": []
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-small-zh-v1.5",
- "CLSClusteringP2P": 38.14,
- "CLSClusteringS2S": 35.14,
- "ThuNewsClusteringP2P": 54.22,
- "ThuNewsClusteringS2S": 49.22
+ "Model": "use-cmlm-multilingual",
+ "BlurbsClusteringP2P": 29.63,
+ "BlurbsClusteringS2S": 15.24,
+ "TenKGnadClusteringP2P": 37.1,
+ "TenKGnadClusteringS2S": 25.64
}
]
},
"PairClassification": {
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- "cos_sim_ap": [
- {
- "Model": "bge-small-zh-v1.5",
- "Cmnli": 76.24,
- "Ocnli": 64.57
- }
- ]
+ "max_ap": []
},
"Reranking": {
- "map": [
- {
- "Model": "bge-small-zh-v1.5",
- "CMedQAv1": 77.4,
- "CMedQAv2": 79.86,
- "MMarcoReranking": 20.5,
- "T2Reranking": 65.9
- }
- ]
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"Retrieval": {
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- "CmedqaRetrieval": 35.11,
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- "MMarcoRetrieval": 63.48,
- "MedicalRetrieval": 49.8,
- "T2Retrieval": 76.43,
- "VideoRetrieval": 66.19
- }
- ]
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"STS": {
- "spearman": [],
- "cos_sim_spearman": [
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- "Model": "bge-small-zh-v1.5",
- "AFQMC": 33.42,
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- "LCQMC": 72.19,
- "PAWSX": 9.26,
- "QBQTC": 35.29,
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- "STSB": 76.73
- }
- ]
+ "cosine_spearman": []
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"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "gelectra-large": {
+ "deberta-v1-base": {
"BitextMining": {
- "f1": []
+ "f1": [
+ {
+ "Model": "deberta-v1-base",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 13.21
+ }
+ ]
},
"Classification": {
- "accuracy": []
+ "accuracy": [
+ {
+ "Model": "deberta-v1-base",
+ "GeoreviewClassification (rus-Cyrl)": 40.19,
+ "HeadlineClassification (rus-Cyrl)": 78.75,
+ "InappropriatenessClassification (rus-Cyrl)": 61.33,
+ "KinopoiskClassification (rus-Cyrl)": 48.78,
+ "MassiveIntentClassification (rus-Cyrl)": 61.32,
+ "MassiveScenarioClassification (rus-Cyrl)": 64.71,
+ "RuReviewsClassification (rus-Cyrl)": 55.66,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.53,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 41.34
+ }
+ ]
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"Clustering": {
"v_measure": [
{
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- "BlurbsClusteringP2P": 13.96,
- "BlurbsClusteringS2S": 7.57,
- "TenKGnadClusteringP2P": 11.49,
- "TenKGnadClusteringS2S": 3.91
+ "Model": "deberta-v1-base",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 58.79,
+ "MLSUMClusteringP2P (rus-Cyrl)": 47.33,
+ "MLSUMClusteringS2S (rus-Cyrl)": 44.6,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 36.66,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 33.31
}
]
},
"PairClassification": {
- "ap": []
+ "max_ap": [
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+ "Model": "deberta-v1-base",
+ "OpusparcusPC (rus-Cyrl)": 83.31,
+ "TERRa (rus-Cyrl)": 53.78
+ },
+ {
+ "Model": "deberta-v1-base",
+ "OpusparcusPC (rus-Cyrl)": 83.69,
+ "TERRa (rus-Cyrl)": 56.49
+ }
+ ]
},
"Reranking": {
- "map": []
+ "map": [
+ {
+ "Model": "deberta-v1-base",
+ "RuBQReranking (rus-Cyrl)": 34.01
+ }
+ ]
},
"Retrieval": {
- "ndcg_at_10": []
+ "ndcg_at_10": [
+ {
+ "Model": "deberta-v1-base",
+ "RiaNewsRetrieval (rus-Cyrl)": 4.84,
+ "RuBQRetrieval (rus-Cyrl)": 10.15
+ }
+ ]
},
"STS": {
- "spearman": []
+ "cosine_spearman": [
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+ "Model": "deberta-v1-base",
+ "RUParaPhraserSTS (rus-Cyrl)": 54.03,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 58.47,
+ "STS22 (rus-Cyrl)": 47.67,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 58.45
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},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
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+ "MultilabelClassification": {
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+ "Model": "deberta-v1-base",
+ "CEDRClassification (rus-Cyrl)": 34.14,
+ "SensitiveTopicsClassification (rus-Cyrl)": 23.67
+ }
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},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "text-similarity-curie-001": {
+ "rubert-tiny2": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": []
+ "accuracy": [
+ {
+ "Model": "rubert-tiny2",
+ "GeoreviewClassification (rus-Cyrl)": 39.64,
+ "HeadlineClassification (rus-Cyrl)": 74.19,
+ "InappropriatenessClassification (rus-Cyrl)": 58.57,
+ "KinopoiskClassification (rus-Cyrl)": 49.06,
+ "MassiveIntentClassification (rus-Cyrl)": 50.83,
+ "MassiveScenarioClassification (rus-Cyrl)": 59.15,
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- "MassiveScenarioClassification (fr)": 74.29
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- "MassiveIntentClassification (vi)": 22.81,
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- "RedditClusteringP2P": 64.71,
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- "StackOverflowDupQuestions": 53.46
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]
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"STS": {
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+ "STS22 (de-fr)": 55.72,
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"Summarization": {
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+ "MultilabelClassification": {
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- "BornholmBitextMining": 40.15
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+ "NorwegianParliament": 62.58,
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+ "MultilabelClassification": {
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- "RedditClusteringP2P": 61.11,
- "StackExchangeClustering": 69.95,
- "StackExchangeClusteringP2P": 32.73,
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+ "CLSClusteringS2S": 40.33,
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+ "ThuNewsClusteringS2S": 63.75
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- "Model": "gtr-t5-xl",
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+ "Cmnli": 90.77,
+ "Ocnli": 85.44
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+ "Model": "OpenSearch-text-hybrid",
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}
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- "AskUbuntuDupQuestions": 63.08,
- "MindSmallReranking": 31.5,
- "SciDocsRR": 76.49,
- "StackOverflowDupQuestions": 52.79
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+ "CMedQAv1": 88.99,
+ "CMedQAv2": 89.6,
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+ "T2Reranking": 66.38
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- "SCIDOCS": 15.71,
- "SciFact": 64.2,
- "TRECCOVID": 60.09,
- "Touche2020": 25.26
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+ "CmedqaRetrieval": 46.56,
+ "CovidRetrieval": 84.03,
+ "DuRetrieval": 87.85,
+ "EcomRetrieval": 68.79,
+ "MMarcoRetrieval": 79.93,
+ "MedicalRetrieval": 65.92,
+ "T2Retrieval": 86.76,
+ "VideoRetrieval": 75.43
}
]
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"STS": {
- "spearman": [],
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- "Model": "gtr-t5-xl",
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- "STS12": 69.11,
- "STS13": 81.82,
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- "STS17 (en-ar)": -3.22,
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- "STS17 (en-tr)": 17.17,
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- "STS22 (de-fr)": 55.72,
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- "STS22 (fr)": 79.43,
- "STS22 (fr-pl)": 61.98,
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- "STS22 (pl)": 33.74,
- "STS22 (pl-en)": 60.18,
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- "STS22 (tr)": 55.79,
- "STS22 (zh)": 31.16,
- "STS22 (zh-en)": 28.85,
- "STSBenchmark": 77.65
+ "Model": "OpenSearch-text-hybrid",
+ "AFQMC": 59.11,
+ "ATEC": 58.19,
+ "BQ": 71.07,
+ "LCQMC": 78.27,
+ "PAWSX": 44.98,
+ "QBQTC": 38.69,
+ "STS22 (zh)": 66.53,
+ "STSB": 82.8
}
]
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- "spearman": [],
- "cos_sim_spearman": [
- {
- "Model": "gtr-t5-xl",
- "SummEval": 30.21
- }
- ]
+ "cosine_spearman": []
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+ "MultilabelClassification": {
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},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "text-search-curie-001": {
+ "e5-mistral-7b-instruct-noinstruct": {
"BitextMining": {
"f1": []
},
@@ -6557,7 +3199,7 @@
"v_measure": []
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
@@ -6565,204 +3207,307 @@
"Retrieval": {
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{
- "Model": "text-search-curie-001",
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- "SCIDOCS": 17.74,
- "SciFact": 74.35,
- "TRECCOVID": 56.14,
- "Touche2020": 30.9
+ "Model": "e5-mistral-7b-instruct-noinstruct",
+ "ARCChallenge": 20.48,
+ "AlphaNLI": 18.88,
+ "HellaSwag": 32.25,
+ "PIQA": 32.8,
+ "Quail": 6.25,
+ "RARbCode": 79.84,
+ "RARbMath": 76.19,
+ "SIQA": 5.08,
+ "SpartQA": 10.87,
+ "TempReasonL1": 3.04,
+ "TempReasonL2Fact": 35.63,
+ "TempReasonL2Pure": 9.32,
+ "TempReasonL3Fact": 30.41,
+ "TempReasonL3Pure": 14.39,
+ "WinoGrande": 45.18
}
]
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "voyage-2": {
+ "dfm-encoder-large-v1": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "dfm-encoder-large-v1",
+ "BornholmBitextMining": 11.65
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "dfm-encoder-large-v1",
+ "AngryTweetsClassification": 53.8,
+ "DKHateClassification": 60.09,
+ "DanishPoliticalCommentsClassification": 36.6,
+ "LccSentimentClassification": 57.33,
+ "MassiveIntentClassification (da)": 60.55,
+ "MassiveIntentClassification (nb)": 52.49,
+ "MassiveIntentClassification (sv)": 49.74,
+ "MassiveScenarioClassification (da)": 64.16,
+ "MassiveScenarioClassification (nb)": 54.59,
+ "MassiveScenarioClassification (sv)": 50.1,
+ "NoRecClassification": 48.3,
+ "NordicLangClassification": 77.68,
+ "NorwegianParliament": 58.78,
+ "ScalaDaClassification": 63.08,
+ "ScalaNbClassification": 58.95
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": []
+ },
+ "PairClassification": {
+ "max_ap": []
+ },
+ "Reranking": {
+ "map": []
+ },
+ "Retrieval": {
+ "ndcg_at_10": []
+ },
+ "STS": {
+ "cosine_spearman": []
+ },
+ "Summarization": {
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
+ },
+ "InstructionRetrieval": {
+ "p-MRR": []
+ }
+ },
+ "text-embedding-3-large-256": {
"BitextMining": {
"f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "voyage-2",
- "AmazonReviewsClassification (fr)": 37.26,
- "MTOPDomainClassification (fr)": 79.79,
- "MTOPIntentClassification (fr)": 45.62,
- "MasakhaNEWSClassification (fra)": 80.19,
- "MassiveIntentClassification (fr)": 53.7,
- "MassiveScenarioClassification (fr)": 62.46
+ "Model": "text-embedding-3-large-256",
+ "AmazonCounterfactualClassification (en)": 73.96,
+ "AmazonPolarityClassification": 91.32,
+ "AmazonReviewsClassification (en)": 46.03,
+ "Banking77Classification": 83.19,
+ "EmotionClassification": 45.8,
+ "ImdbClassification": 85.93,
+ "MTOPDomainClassification (en)": 92.76,
+ "MTOPIntentClassification (en)": 70.45,
+ "MassiveIntentClassification (en)": 71.12,
+ "MassiveScenarioClassification (en)": 75.56,
+ "ToxicConversationsClassification": 68.52,
+ "TweetSentimentExtractionClassification": 58.98
}
]
},
"Clustering": {
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- "MLSUMClusteringP2P": 45.08,
- "MLSUMClusteringS2S": 38.77,
- "MasakhaNEWSClusteringP2P (fra)": 48.54,
- "MasakhaNEWSClusteringS2S (fra)": 36.33
+ "Model": "text-embedding-3-large-256",
+ "ArxivClusteringP2P": 47.05,
+ "ArxivClusteringS2S": 42.59,
+ "BiorxivClusteringP2P": 35.43,
+ "BiorxivClusteringS2S": 33.86,
+ "MedrxivClusteringP2P": 32.1,
+ "MedrxivClusteringS2S": 31.15,
+ "RedditClustering": 60.18,
+ "RedditClusteringP2P": 64.71,
+ "StackExchangeClustering": 71.23,
+ "StackExchangeClusteringP2P": 35.95,
+ "TwentyNewsgroupsClustering": 54.24
}
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "max_ap": [
{
- "Model": "voyage-2",
- "OpusparcusPC (fr)": 89.76,
- "PawsXPairClassification (fr)": 58.96
+ "Model": "text-embedding-3-large-256",
+ "SprintDuplicateQuestions": 89.02,
+ "TwitterSemEval2015": 76.56,
+ "TwitterURLCorpus": 87.09
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-2",
- "AlloprofReranking": 63.54,
- "SyntecReranking": 82.65
+ "Model": "text-embedding-3-large-256",
+ "AskUbuntuDupQuestions": 64.61,
+ "MindSmallReranking": 29.63,
+ "SciDocsRR": 84.25,
+ "StackOverflowDupQuestions": 53.46
}
]
},
"Retrieval": {
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- "MintakaRetrieval (fr)": 15.51,
- "SyntecRetrieval": 75.83,
- "XPQARetrieval (fr)": 67.07
+ "Model": "text-embedding-3-large-256",
+ "ArguAna": 55.6,
+ "CQADupstackRetrieval": 42.28,
+ "ClimateFEVER": 25.8,
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+ "FEVER": 84.57,
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+ "MSMARCO": 37.93,
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+ "NQ": 56.64,
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+ "SciFact": 73.1,
+ "TRECCOVID": 76.24,
+ "Touche2020": 22.31
}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "voyage-2",
- "SICKFr": 68.51,
- "STS22 (fr)": 70.51,
- "STSBenchmarkMultilingualSTS (fr)": 76.43
+ "Model": "text-embedding-3-large-256",
+ "BIOSSES": 84.87,
+ "SICK-R": 79.18,
+ "STS12": 71.98,
+ "STS13": 85.52,
+ "STS14": 80.5,
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+ "STS17 (en-en)": 88.11,
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+ "STSBenchmark": 82.34
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "voyage-2",
- "SummEvalFr": 30.88
+ "Model": "text-embedding-3-large-256",
+ "SummEval": 29.92
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
"InstructionRetrieval": {
"p-MRR": []
}
},
- "sentence-camembert-base": {
+ "bge-large-zh-v1.5": {
"BitextMining": {
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},
"Classification": {
"accuracy": [
{
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- "AmazonReviewsClassification (fr)": 36.03,
- "MTOPDomainClassification (fr)": 77.1,
- "MTOPIntentClassification (fr)": 43.44,
- "MasakhaNEWSClassification (fra)": 70.36,
- "MassiveIntentClassification (fr)": 51.59,
- "MassiveScenarioClassification (fr)": 61.28
+ "Model": "bge-large-zh-v1.5",
+ "AmazonReviewsClassification (zh)": 41.38,
+ "IFlyTek": 48.74,
+ "JDReview": 85.14,
+ "MassiveIntentClassification (zh-CN)": 68.84,
+ "MassiveScenarioClassification (zh-CN)": 74.7,
+ "MultilingualSentiment": 72.97,
+ "OnlineShopping": 91.43,
+ "TNews": 52.1,
+ "Waimai": 86.9
}
]
},
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- "HALClusteringS2S": 20.22,
- "MLSUMClusteringP2P": 35.98,
- "MLSUMClusteringS2S": 27.05,
- "MasakhaNEWSClusteringP2P (fra)": 36.03,
- "MasakhaNEWSClusteringS2S (fra)": 30.77
+ "Model": "bge-large-zh-v1.5",
+ "CLSClusteringP2P": 41.44,
+ "CLSClusteringS2S": 38.33,
+ "ThuNewsClusteringP2P": 59.61,
+ "ThuNewsClusteringS2S": 56.58
}
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "max_ap": [
{
- "Model": "sentence-camembert-base",
- "OpusparcusPC (fr)": 92.05,
- "PawsXPairClassification (fr)": 57.44
+ "Model": "bge-large-zh-v1.5",
+ "Cmnli": 85.27,
+ "Ocnli": 77.94
+ },
+ {
+ "Model": "bge-large-zh-v1.5",
+ "Cmnli": 85.29,
+ "Ocnli": 77.96
}
]
},
"Reranking": {
"map": [
{
- "Model": "sentence-camembert-base",
- "AlloprofReranking": 48.68,
- "SyntecReranking": 79.75
+ "Model": "bge-large-zh-v1.5",
+ "CMedQAv1": 83.45,
+ "CMedQAv2": 85.44,
+ "MMarcoReranking": 28.74,
+ "T2Reranking": 65.74
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "sentence-camembert-base",
- "AlloprofRetrieval": 21.94,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 13.36,
- "SyntecRetrieval": 68.62,
- "XPQARetrieval (fr)": 57.92
+ "Model": "bge-large-zh-v1.5",
+ "CmedqaRetrieval": 42.57,
+ "CovidRetrieval": 73.35,
+ "DuRetrieval": 86.32,
+ "EcomRetrieval": 65.33,
+ "MMarcoRetrieval": 79.23,
+ "MedicalRetrieval": 59.59,
+ "T2Retrieval": 83.99,
+ "VideoRetrieval": 73.32
}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "sentence-camembert-base",
- "SICKFr": 74.18,
- "STS22 (fr)": 77.54,
- "STSBenchmarkMultilingualSTS (fr)": 81.64
+ "Model": "bge-large-zh-v1.5",
+ "AFQMC": 44.36,
+ "ATEC": 49.54,
+ "BQ": 62.94,
+ "LCQMC": 74.33,
+ "PAWSX": 33.92,
+ "QBQTC": 37.29,
+ "STS22 (zh)": 68.94,
+ "STSB": 78.7
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
- {
- "Model": "sentence-camembert-base",
- "SummEvalFr": 28.77
- }
- ]
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "text-search-davinci-001": {
+ "flan-t5-base": {
"BitextMining": {
"f1": []
},
@@ -6773,2044 +3518,2205 @@
"v_measure": []
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
},
"Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "text-search-davinci-001",
- "ArguAna": 43.5,
- "ClimateFEVER": 22.3,
- "FEVER": 77.5,
- "FiQA2018": 51.2,
- "HotpotQA": 68.8,
- "NFCorpus": 40.7,
- "QuoraRetrieval": 63.8,
- "SciFact": 75.4,
- "TRECCOVID": 64.9,
- "Touche2020": 29.1
- }
- ]
+ "ndcg_at_10": []
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
- "p-MRR": []
+ "p-MRR": [
+ {
+ "Model": "flan-t5-base",
+ "Core17InstructionRetrieval": -3.31,
+ "News21InstructionRetrieval": -0.12,
+ "Robust04InstructionRetrieval": 5.35
+ }
+ ]
}
},
- "bert-base-15lang-cased": {
+ "Cohere-embed-english-v3.0-instruct": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "bert-base-15lang-cased",
- "AmazonReviewsClassification (fr)": 29.35,
- "MTOPDomainClassification (fr)": 63.7,
- "MTOPIntentClassification (fr)": 37.85,
- "MasakhaNEWSClassification (fra)": 63.89,
- "MassiveIntentClassification (fr)": 37.28,
- "MassiveScenarioClassification (fr)": 44.47
- }
- ]
+ "accuracy": []
},
"Clustering": {
- "v_measure": [
- {
- "Model": "bert-base-15lang-cased",
- "AlloProfClusteringP2P": 53.16,
- "AlloProfClusteringS2S": 43.43,
- "HALClusteringS2S": 20.26,
- "MLSUMClusteringP2P": 41.22,
- "MLSUMClusteringS2S": 31.88,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
- {
- "Model": "bert-base-15lang-cased",
- "OpusparcusPC (fr)": 86.78,
- "PawsXPairClassification (fr)": 53.38
- }
- ]
+ "max_ap": []
},
"Reranking": {
- "map": [
- {
- "Model": "bert-base-15lang-cased",
- "AlloprofReranking": 36.21,
- "SyntecReranking": 53.25
- }
- ]
+ "map": []
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bert-base-15lang-cased",
- "AlloprofRetrieval": 1.61,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 3.55,
- "SyntecRetrieval": 18.95,
- "XPQARetrieval (fr)": 18.35
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- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 62.27,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 54.13
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- "XPQARetrieval (cmn-Hans_eng-Latn)": 56.43
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- "STSBenchmarkMultilingualSTS (ita-Latn)": 84.43,
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+ "BrightRetrieval (economics)": 20.18,
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+ "BrightRetrieval (biology)": 18.98,
+ "BrightRetrieval (stackoverflow)": 16.47,
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+ "BrightRetrieval (pony)": 1.77,
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+ "BrightRetrieval (aops)": 6.46,
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]
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- "Model": "e5-mistral-7b-instruct",
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- "Model": "e5-mistral-7b-instruct",
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- "Core17InstructionRetrieval": 3.76,
- "News21InstructionRetrieval": 0.74,
- "Robust04InstructionRetrieval": -6.35
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]
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- "Model": "norbert3-large",
- "BornholmBitextMining": 2.9
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- ]
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- "MassiveIntentClassification (nb)": 47.42,
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- "NorwegianParliament": 58.85,
- "ScalaDaClassification": 60.72,
- "ScalaNbClassification": 66.79
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- ]
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"Clustering": {
"v_measure": []
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"PairClassification": {
- "ap": []
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"Reranking": {
"map": []
},
"Retrieval": {
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+ "Model": "dragon-plus",
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"f1": []
},
"Classification": {
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+ "MassiveScenarioClassification (en)": 76.74,
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]
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- "STSBenchmarkMultilingualSTS (por-Latn)": 84.0,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 83.36,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 83.56,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 81.46,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.45,
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- "STSBenchmarkMultilingualSTS (en)": 86.82,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 84.09,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.98
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+ "LCQMC (cmn-Hans)": 63.96,
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+ "STS22 (en)": 62.07,
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+ "STS22 (spa-Latn_eng-Latn)": 67.33,
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+ "STS22 (pol-Latn_eng-Latn)": 69.02,
+ "STS22 (deu-Latn_fra-Latn)": 51.73,
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+ "STS22 (ara-Arab)": 46.2,
+ "STS22 (deu-Latn_pol-Latn)": 44.22,
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+ "STS22 (tur-Latn)": 53.39,
+ "STS22 (rus-Cyrl)": 57.08,
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+ "STS22 (spa-Latn_ita-Latn)": 47.67,
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+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 80.47,
+ "STSBenchmarkMultilingualSTS (en)": 84.42,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 78.87,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 79.54,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 78.29,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 79.9,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 80.16,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 80.39,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.32
},
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- "STS17 (en-de)": 83.28,
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- "STS17 (en-tr)": 74.9,
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- "STS17 (es-es)": 85.14,
- "STS17 (fr-en)": 81.17,
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- "STS17 (ko-ko)": 83.41,
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- "STS22 (pl)": 33.64,
- "STS22 (fr)": 74.3,
- "STSBenchmark": 86.82,
- "STSBenchmarkMultilingualSTS (fr)": 84.69
+ "Model": "paraphrase-multilingual-MiniLM-L12-v2",
+ "BIOSSES": 74.18,
+ "CDSC-R": 88.98,
+ "SICK-R": 79.61,
+ "SICK-R-PL": 68.77,
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+ "STS17 (ko-ko)": 77.03,
+ "STS17 (nl-en)": 81.71,
+ "STS22 (pl)": 33.73,
+ "STS22 (fr)": 70.55,
+ "STSBenchmark": 84.42,
+ "STSBenchmarkMultilingualSTS (fr)": 79.9
}
]
},
"Summarization": {
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"cosine_spearman": [
{
- "Model": "paraphrase-multilingual-mpnet-base-v2",
- "SummEval": 31.57,
- "SummEvalFr (fra-Latn)": 29.47
+ "Model": "paraphrase-multilingual-MiniLM-L12-v2",
+ "SummEval": 30.67,
+ "SummEvalFr (fra-Latn)": 29.2
},
{
- "Model": "paraphrase-multilingual-mpnet-base-v2",
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+ "Model": "paraphrase-multilingual-MiniLM-L12-v2",
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+ "SummEvalFr (fra-Latn)": 29.2
},
{
- "Model": "paraphrase-multilingual-mpnet-base-v2",
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- "SummEvalFr": 29.47
+ "Model": "paraphrase-multilingual-MiniLM-L12-v2",
+ "SummEval": 30.67,
+ "SummEvalFr": 29.2
+ }
+ ]
+ },
+ "MultilabelClassification": {
+ "accuracy": [
+ {
+ "Model": "paraphrase-multilingual-MiniLM-L12-v2",
+ "CEDRClassification (rus-Cyrl)": 37.76,
+ "SensitiveTopicsClassification (rus-Cyrl)": 24.84
}
]
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"InstructionRetrieval": {
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- "Core17InstructionRetrieval": -0.04,
- "News21InstructionRetrieval": 0.61,
- "Robust04InstructionRetrieval": -3.99
+ "Model": "paraphrase-multilingual-MiniLM-L12-v2",
+ "Core17InstructionRetrieval": -0.62,
+ "News21InstructionRetrieval": -0.37,
+ "Robust04InstructionRetrieval": -2.94
}
]
}
},
- "electra-small-swedish-cased-discriminator": {
+ "electra-small-nordic": {
"BitextMining": {
"f1": [
{
- "Model": "electra-small-swedish-cased-discriminator",
- "BornholmBitextMining": 0.85
+ "Model": "electra-small-nordic",
+ "BornholmBitextMining": 1.44
}
]
},
"Classification": {
"accuracy": [
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- "Model": "electra-small-swedish-cased-discriminator",
- "AngryTweetsClassification": 40.52,
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- "NordicLangClassification": 44.53,
- "NorwegianParliament": 52.44,
- "ScalaDaClassification": 51.66,
- "ScalaNbClassification": 52.41
+ "Model": "electra-small-nordic",
+ "AngryTweetsClassification": 47.91,
+ "DKHateClassification": 59.45,
+ "DanishPoliticalCommentsClassification": 31.89,
+ "LccSentimentClassification": 47.93,
+ "MassiveIntentClassification (da)": 26.3,
+ "MassiveIntentClassification (nb)": 24.6,
+ "MassiveIntentClassification (sv)": 27.58,
+ "MassiveScenarioClassification (da)": 28.93,
+ "MassiveScenarioClassification (nb)": 27.3,
+ "MassiveScenarioClassification (sv)": 29.93,
+ "NoRecClassification": 45.44,
+ "NordicLangClassification": 57.82,
+ "NorwegianParliament": 53.25,
+ "ScalaDaClassification": 70.41,
+ "ScalaNbClassification": 75.28
}
]
},
@@ -8818,7 +5724,7 @@
"v_measure": []
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
@@ -8827,16 +5733,19 @@
"ndcg_at_10": []
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "bm25s": {
+ "cross-en-de-roberta-sentence-transformer": {
"BitextMining": {
"f1": []
},
@@ -8844,889 +5753,1104 @@
"accuracy": []
},
"Clustering": {
- "v_measure": []
+ "v_measure": [
+ {
+ "Model": "cross-en-de-roberta-sentence-transformer",
+ "BlurbsClusteringP2P": 30.82,
+ "BlurbsClusteringS2S": 12.69,
+ "TenKGnadClusteringP2P": 23.5,
+ "TenKGnadClusteringS2S": 10.94
+ }
+ ]
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
},
"Retrieval": {
- "ndcg_at_10": [
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- "Model": "bm25s",
- "ArguAna": 49.28,
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- "ClimateFEVER": 13.62,
- "DBPedia": 29.91,
- "FEVER": 48.09,
- "FiQA2018": 25.14,
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- "NFCorpus": 32.08,
- "NQ": 28.5,
- "QuoraRetrieval": 80.42,
- "SCIDOCS": 15.78,
- "SciFact": 68.7,
- "TRECCOVID": 62.31,
- "Touche2020": 33.05
- }
- ]
+ "ndcg_at_10": []
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "instructor-xl": {
+ "sentence-t5-xxl": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": []
- },
- "Clustering": {
- "v_measure": []
- },
- "PairClassification": {
- "ap": []
- },
- "Reranking": {
- "map": []
- },
- "Retrieval": {
- "ndcg_at_10": [
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- "Model": "instructor-xl",
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- "BrightRetrieval (robotics)": 17.39,
- "BrightRetrieval (economics)": 22.81,
- "BrightRetrieval (stackoverflow)": 19.06,
- "BrightRetrieval (leetcode)": 27.5,
- "BrightRetrieval (theoremqa_questions)": 14.59,
- "BrightRetrieval (psychology)": 27.43,
- "BrightRetrieval (biology)": 21.91,
- "BrightRetrieval (theoremqa_theorems)": 6.22,
- "BrightRetrieval (earth_science)": 34.35,
- "BrightRetrieval (sustainable_living)": 18.82,
- "BrightRetrieval (pony)": 5.02
- }
- ],
- "recall_at_1": [
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- "Model": "instructor-xl",
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- "BrightRetrieval (biology)": 22.01,
- "BrightRetrieval (sustainable_living)": 20.14,
- "BrightRetrieval (pony)": 5.93,
- "BrightRetrieval (psychology)": 20.5,
- "BrightRetrieval (robotics)": 12.87,
- "BrightRetrieval (economics)": 14.08,
- "BrightRetrieval (earth_science)": 32.04
- }
- ]
- },
- "STS": {
- "spearman": []
- },
- "Summarization": {
- "spearman": []
- },
- "InstructionRetrieval": {
- "p-MRR": [
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{
- "Model": "instructor-xl",
- "Core17InstructionRetrieval": 0.69,
- "News21InstructionRetrieval": -0.9,
- "Robust04InstructionRetrieval": -8.08
+ "Model": "sentence-t5-xxl",
+ "AmazonCounterfactualClassification (en)": 77.07,
+ "AmazonPolarityClassification": 92.79,
+ "AmazonReviewsClassification (en)": 48.93,
+ "AmazonReviewsClassification (fr)": 46.09,
+ "Banking77Classification": 82.31,
+ "EmotionClassification": 48.57,
+ "ImdbClassification": 90.23,
+ "MTOPDomainClassification (en)": 92.49,
+ "MTOPDomainClassification (fr)": 86.2,
+ "MTOPIntentClassification (en)": 68.33,
+ "MTOPIntentClassification (fr)": 58.33,
+ "MasakhaNEWSClassification (fra)": 79.1,
+ "MassiveIntentClassification (en)": 73.44,
+ "MassiveIntentClassification (fr)": 65.91,
+ "MassiveScenarioClassification (en)": 74.82,
+ "MassiveScenarioClassification (fr)": 68.53,
+ "ToxicConversationsClassification": 70.04,
+ "TweetSentimentExtractionClassification": 62.01
}
]
- }
- },
- "text-embedding-3-large-instruct": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": []
},
"Clustering": {
- "v_measure": []
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- "PairClassification": {
- "ap": []
- },
- "Reranking": {
- "map": []
- },
- "Retrieval": {
- "ndcg_at_10": [
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- "Model": "text-embedding-3-large-instruct",
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- "HellaSwag": 31.4,
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- "TempReasonL1": 2.07,
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- "TempReasonL2Pure": 11.04,
- "TempReasonL3Fact": 37.04,
- "TempReasonL3Pure": 15.51,
- "WinoGrande": 33.92
+ "Model": "sentence-t5-xxl",
+ "AlloProfClusteringP2P": 60.98,
+ "AlloProfClusteringS2S": 43.5,
+ "ArxivClusteringP2P": 42.89,
+ "ArxivClusteringS2S": 33.47,
+ "BiorxivClusteringP2P": 36.53,
+ "BiorxivClusteringS2S": 28.66,
+ "BlurbsClusteringP2P": 39.91,
+ "BlurbsClusteringS2S": 15.94,
+ "HALClusteringS2S": 21.4,
+ "MLSUMClusteringP2P": 42.24,
+ "MLSUMClusteringS2S": 35.25,
+ "MasakhaNEWSClusteringP2P (fra)": 61.15,
+ "MasakhaNEWSClusteringS2S (fra)": 38.24,
+ "MedrxivClusteringP2P": 32.09,
+ "MedrxivClusteringS2S": 26.82,
+ "RedditClustering": 58.99,
+ "RedditClusteringP2P": 64.46,
+ "StackExchangeClustering": 70.78,
+ "StackExchangeClusteringP2P": 35.25,
+ "TenKGnadClusteringP2P": 43.43,
+ "TenKGnadClusteringS2S": 19.69,
+ "TwentyNewsgroupsClustering": 50.93
}
]
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- "spearman": []
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- "Summarization": {
- "spearman": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
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- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": []
- },
- "Clustering": {
- "v_measure": []
- },
"PairClassification": {
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+ "max_ap": [
+ {
+ "Model": "sentence-t5-xxl",
+ "OpusparcusPC (fr)": 93.94,
+ "PawsXPairClassification (fr)": 63.98,
+ "SprintDuplicateQuestions": 88.89,
+ "TwitterSemEval2015": 80.28,
+ "TwitterURLCorpus": 86.01
+ },
+ {
+ "Model": "sentence-t5-xxl",
+ "OpusparcusPC (fr)": 93.94,
+ "PawsXPairClassification (fr)": 64.01,
+ "SprintDuplicateQuestions": 88.91,
+ "TwitterSemEval2015": 80.28,
+ "TwitterURLCorpus": 86.01
+ }
+ ]
},
"Reranking": {
- "map": []
+ "map": [
+ {
+ "Model": "sentence-t5-xxl",
+ "AlloprofReranking": 68.36,
+ "AskUbuntuDupQuestions": 66.16,
+ "MindSmallReranking": 30.6,
+ "SciDocsRR": 76.09,
+ "StackOverflowDupQuestions": 52.85,
+ "SyntecReranking": 85.15
+ }
+ ]
},
"Retrieval": {
"ndcg_at_10": [
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- "TempReasonL2Pure": 2.1,
- "TempReasonL3Fact": 17.59,
- "TempReasonL3Pure": 5.99,
- "WinoGrande": 10.31
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+ "AlloprofRetrieval": 45.75,
+ "ArguAna": 39.85,
+ "BSARDRetrieval": 3.33,
+ "CQADupstackRetrieval": 44.65,
+ "ClimateFEVER": 14.63,
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+ "FEVER": 51.2,
+ "FiQA2018": 46.68,
+ "HotpotQA": 42.14,
+ "MSMARCO": 27.67,
+ "MintakaRetrieval (fr)": 34.93,
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+ "SciFact": 55.38,
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+ "TRECCOVID": 59.48,
+ "Touche2020": 21.65,
+ "XPQARetrieval (fr)": 56.2
}
]
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"STS": {
- "spearman": []
+ "cosine_spearman": [
+ {
+ "Model": "sentence-t5-xxl",
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+ "STS22 (en)": 65.33,
+ "STS22 (fr)": 76.8,
+ "STSBenchmark": 84.01,
+ "STSBenchmarkMultilingualSTS (fr)": 81.24
+ }
+ ]
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": [
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+ "Model": "sentence-t5-xxl",
+ "SummEval": 30.08,
+ "SummEvalFr": 30.39
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+ ]
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+ "MultilabelClassification": {
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},
"InstructionRetrieval": {
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}
},
- "text-embedding-3-small": {
+ "nb-bert-base": {
"BitextMining": {
- "f1": []
+ "f1": [
+ {
+ "Model": "nb-bert-base",
+ "BornholmBitextMining": 9.88
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+ ]
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"Classification": {
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- "TempReasonL3Fact": 22.09,
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- "accuracy": []
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- "TenKGnadClusteringS2S": 34.97
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"Retrieval": {
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- "flan-t5-large": {
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"f1": []
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+ "MasakhaNEWSClassification (fra)": 83.06,
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+ {
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- "sbert_large_mt_nlu_ru": {
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+ "MassiveScenarioClassification (ka)": 39.08,
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+ "STS17 (fr-en)": 79.28,
+ "STS17 (it-en)": 80.82,
+ "STS17 (ko-ko)": 76.4,
+ "STS17 (nl-en)": 80.51,
+ "STS22 (ar)": 49.04,
+ "STS22 (de)": 35.73,
+ "STS22 (de-en)": 47.51,
+ "STS22 (de-fr)": 60.76,
+ "STS22 (de-pl)": 36.09,
+ "STS22 (en)": 62.88,
+ "STS22 (es)": 59.34,
+ "STS22 (es-en)": 68.96,
+ "STS22 (es-it)": 63.28,
+ "STS22 (fr)": 76.41,
+ "STS22 (fr-pl)": 61.98,
+ "STS22 (it)": 65.1,
+ "STS22 (pl)": 34.58,
+ "STS22 (pl-en)": 71.33,
+ "STS22 (ru)": 52.4,
+ "STS22 (tr)": 54.07,
+ "STS22 (zh)": 54.32,
+ "STS22 (zh-en)": 61.75,
+ "STSBenchmark": 80.75,
+ "STSBenchmarkMultilingualSTS (fr)": 77.49
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "bert-base-10lang-cased",
- "SummEvalFr": 29.06
+ "Model": "distiluse-base-multilingual-cased-v2",
+ "SummEvalFr": 28.12
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
"InstructionRetrieval": {
"p-MRR": []
}
},
- "all-mpnet-base-v2-instruct": {
+ "gte-Qwen2-7B-instruct": {
"BitextMining": {
"f1": []
},
@@ -9737,7 +6861,7 @@
"v_measure": []
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
@@ -9745,1005 +6869,1756 @@
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "all-mpnet-base-v2-instruct",
- "ARCChallenge": 10.35,
- "AlphaNLI": 1.96,
- "HellaSwag": 13.01,
- "PIQA": 27.18,
- "Quail": 3.02,
- "RARbCode": 48.95,
- "RARbMath": 69.21,
- "SIQA": 1.29,
- "SpartQA": 1.01,
- "TempReasonL1": 1.52,
- "TempReasonL2Fact": 7.28,
- "TempReasonL2Pure": 1.03,
- "TempReasonL3Fact": 7.03,
- "TempReasonL3Pure": 5.16,
- "WinoGrande": 9.66
+ "Model": "gte-Qwen2-7B-instruct",
+ "BrightRetrieval (earth_science)": 40.66,
+ "BrightRetrieval (sustainable_living)": 20.82,
+ "BrightRetrieval (theoremqa_theorems)": 34.22,
+ "BrightRetrieval (aops)": 15.1,
+ "BrightRetrieval (economics)": 16.18,
+ "BrightRetrieval (pony)": 1.25,
+ "BrightRetrieval (stackoverflow)": 13.95,
+ "BrightRetrieval (leetcode)": 31.07,
+ "BrightRetrieval (biology)": 32.09,
+ "BrightRetrieval (theoremqa_questions)": 29.9,
+ "BrightRetrieval (robotics)": 12.82,
+ "BrightRetrieval (psychology)": 26.58
+ }
+ ],
+ "recall_at_1": [
+ {
+ "Model": "gte-Qwen2-7B-instruct",
+ "BrightRetrieval (psychology)": 46.73,
+ "BrightRetrieval (biology)": 34.87,
+ "BrightRetrieval (sustainable_living)": 31.28,
+ "BrightRetrieval (robotics)": 10.89,
+ "BrightRetrieval (pony)": 1.17,
+ "BrightRetrieval (earth_science)": 38.36,
+ "BrightRetrieval (stackoverflow)": 16.67,
+ "BrightRetrieval (economics)": 27.67
+ }
+ ]
+ },
+ "STS": {
+ "cosine_spearman": []
+ },
+ "Summarization": {
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
+ },
+ "InstructionRetrieval": {
+ "p-MRR": []
+ }
+ },
+ "GritLM-7B": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "GritLM-7B",
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+ "Tatoeba (vie-Latn_eng-Latn)": 96.18,
+ "Tatoeba (cym-Latn_eng-Latn)": 75.08,
+ "Tatoeba (xho-Latn_eng-Latn)": 42.31,
+ "Tatoeba (uzb-Latn_eng-Latn)": 59.94,
+ "Tatoeba (gsw-Latn_eng-Latn)": 59.66,
+ "Tatoeba (mal-Mlym_eng-Latn)": 52.3,
+ "Tatoeba (ben-Beng_eng-Latn)": 78.41,
+ "Tatoeba (spa-Latn_eng-Latn)": 98.62,
+ "Tatoeba (arq-Arab_eng-Latn)": 43.42,
+ "Tatoeba (hin-Deva_eng-Latn)": 93.86,
+ "Tatoeba (yue-Hant_eng-Latn)": 88.43,
+ "Tatoeba (nld-Latn_eng-Latn)": 96.35,
+ "Tatoeba (hun-Latn_eng-Latn)": 94.2,
+ "Tatoeba (tha-Thai_eng-Latn)": 92.55,
+ "Tatoeba (ber-Tfng_eng-Latn)": 7.88,
+ "Tatoeba (cor-Latn_eng-Latn)": 10.97,
+ "Tatoeba (kab-Latn_eng-Latn)": 3.21,
+ "Tatoeba (mon-Cyrl_eng-Latn)": 38.62,
+ "Tatoeba (pes-Arab_eng-Latn)": 90.25,
+ "Tatoeba (ind-Latn_eng-Latn)": 93.53,
+ "Tatoeba (fry-Latn_eng-Latn)": 73.7,
+ "Tatoeba (dan-Latn_eng-Latn)": 95.6,
+ "Tatoeba (ron-Latn_eng-Latn)": 94.53,
+ "Tatoeba (dsb-Latn_eng-Latn)": 69.41,
+ "Tatoeba (nds-Latn_eng-Latn)": 82.66,
+ "Tatoeba (jav-Latn_eng-Latn)": 40.36,
+ "Tatoeba (ast-Latn_eng-Latn)": 86.35,
+ "Tatoeba (lfn-Latn_eng-Latn)": 79.93,
+ "Tatoeba (mkd-Cyrl_eng-Latn)": 88.68,
+ "Tatoeba (kzj-Latn_eng-Latn)": 12.2,
+ "Tatoeba (ido-Latn_eng-Latn)": 82.17,
+ "Tatoeba (eus-Latn_eng-Latn)": 44.09,
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+ "Tatoeba (orv-Cyrl_eng-Latn)": 63.76,
+ "Tatoeba (zsm-Latn_eng-Latn)": 93.39,
+ "Tatoeba (mar-Deva_eng-Latn)": 68.94,
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+ "Tatoeba (hsb-Latn_eng-Latn)": 79.62,
+ "Tatoeba (ile-Latn_eng-Latn)": 91.1,
+ "Tatoeba (ara-Arab_eng-Latn)": 89.5,
+ "Tatoeba (yid-Hebr_eng-Latn)": 31.64,
+ "Tatoeba (swh-Latn_eng-Latn)": 64.97,
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+ "Tatoeba (pms-Latn_eng-Latn)": 70.24,
+ "Tatoeba (kat-Geor_eng-Latn)": 58.44,
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+ "Tatoeba (tzl-Latn_eng-Latn)": 62.95,
+ "Tatoeba (awa-Deva_eng-Latn)": 70.28,
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+ "Tatoeba (bre-Latn_eng-Latn)": 19.19,
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+ "Tatoeba (gla-Latn_eng-Latn)": 65.28,
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+ "Tatoeba (est-Latn_eng-Latn)": 69.22,
+ "Tatoeba (aze-Latn_eng-Latn)": 82.05,
+ "Tatoeba (nov-Latn_eng-Latn)": 78.53,
+ "Tatoeba (ina-Latn_eng-Latn)": 96.35,
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+ "Tatoeba (swg-Latn_eng-Latn)": 73.87,
+ "Tatoeba (ceb-Latn_eng-Latn)": 45.91,
+ "Tatoeba (cat-Latn_eng-Latn)": 94.15,
+ "Tatoeba (nob-Latn_eng-Latn)": 98.0,
+ "Tatoeba (gle-Latn_eng-Latn)": 71.65,
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+ "Tatoeba (srp-Cyrl_eng-Latn)": 94.23,
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]
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- },
- "Summarization": {
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- },
- "InstructionRetrieval": {
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- }
- },
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- },
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- "MassiveIntentClassification (zh-CN)": 66.96,
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- "MultilingualSentiment": 73.7,
- "OnlineShopping": 91.66,
- "TNews": 52.05,
- "Waimai": 86.83
+ "Model": "GritLM-7B",
+ "AllegroReviews (pol-Latn)": 56.77,
+ "AmazonCounterfactualClassification (en-ext)": 79.61,
+ "AmazonCounterfactualClassification (en)": 80.54,
+ "AmazonCounterfactualClassification (deu-Latn)": 74.94,
+ "AmazonCounterfactualClassification (jpn-Jpan)": 81.6,
+ "AmazonPolarityClassification": 96.64,
+ "AmazonReviewsClassification (en)": 59.91,
+ "AmazonReviewsClassification (deu-Latn)": 58.21,
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+ "AmazonReviewsClassification (fra-Latn)": 54.43,
+ "AmazonReviewsClassification (jpn-Jpan)": 54.51,
+ "AmazonReviewsClassification (cmn-Hans)": 51.01,
+ "AngryTweetsClassification (dan-Latn)": 65.35,
+ "Banking77Classification": 84.44,
+ "CBD (pol-Latn)": 77.23,
+ "DanishPoliticalCommentsClassification (dan-Latn)": 41.28,
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+ "HeadlineClassification (rus-Cyrl)": 85.66,
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+ "KinopoiskClassification (rus-Cyrl)": 64.25,
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+ "MTOPDomainClassification (deu-Latn)": 93.51,
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+ "MTOPDomainClassification (fra-Latn)": 92.25,
+ "MTOPDomainClassification (hin-Deva)": 85.26,
+ "MTOPDomainClassification (tha-Thai)": 83.35,
+ "MTOPIntentClassification (en)": 81.23,
+ "MTOPIntentClassification (deu-Latn)": 79.28,
+ "MTOPIntentClassification (spa-Latn)": 81.2,
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+ "MTOPIntentClassification (hin-Deva)": 63.66,
+ "MTOPIntentClassification (tha-Thai)": 69.59,
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+ "MasakhaNEWSClassification (eng)": 80.47,
+ "MasakhaNEWSClassification (fra-Latn)": 81.35,
+ "MasakhaNEWSClassification (hau-Latn)": 75.4,
+ "MasakhaNEWSClassification (ibo-Latn)": 74.18,
+ "MasakhaNEWSClassification (lin-Latn)": 77.43,
+ "MasakhaNEWSClassification (lug-Latn)": 72.38,
+ "MasakhaNEWSClassification (orm-Ethi)": 79.02,
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+ "MasakhaNEWSClassification (run-Latn)": 80.81,
+ "MasakhaNEWSClassification (sna-Latn)": 87.29,
+ "MasakhaNEWSClassification (som-Latn)": 65.82,
+ "MasakhaNEWSClassification (swa-Latn)": 75.06,
+ "MasakhaNEWSClassification (tir-Ethi)": 35.07,
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+ "MasakhaNEWSClassification (yor-Latn)": 83.82,
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+ "MassiveIntentClassification (jav-Latn)": 55.89,
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+ "MassiveIntentClassification (urd-Arab)": 59.32,
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+ "MassiveIntentClassification (hun-Latn)": 70.42,
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+ "MassiveIntentClassification (cym-Latn)": 53.51,
+ "MassiveIntentClassification (jpn-Jpan)": 75.19,
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+ "MassiveIntentClassification (fin-Latn)": 67.91,
+ "MassiveIntentClassification (aze-Latn)": 62.1,
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+ "MassiveIntentClassification (ron-Latn)": 70.1,
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+ "MassiveIntentClassification (ben-Beng)": 57.82,
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+ "MassiveScenarioClassification (en)": 80.37,
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+ "MassiveScenarioClassification (ita-Latn)": 77.88,
+ "MassiveScenarioClassification (kor-Kore)": 75.95,
+ "MassiveScenarioClassification (cmo-Hans)": 78.47,
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+ "MassiveScenarioClassification (kan-Knda)": 55.06,
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+ "MassiveScenarioClassification (amh-Ethi)": 44.74,
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+ "MassiveScenarioClassification (cmo-Hant)": 75.14,
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+ "MassiveScenarioClassification (mon-Cyrl)": 51.04,
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+ "MassiveScenarioClassification (urd-Arab)": 65.78,
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+ "MassiveScenarioClassification (afr-Latn)": 72.84,
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+ "MassiveScenarioClassification (tur-Latn)": 71.9,
+ "MassiveScenarioClassification (ara-Arab)": 67.23,
+ "MassiveScenarioClassification (pol-Latn)": 76.25,
+ "MassiveScenarioClassification (ron-Latn)": 72.54,
+ "MassiveScenarioClassification (jav-Latn)": 62.33,
+ "MassiveScenarioClassification (dan-Latn)": 76.98,
+ "MassiveScenarioClassification (lav-Latn)": 61.54,
+ "MassiveScenarioClassification (kat-Geor)": 54.44,
+ "MultilingualSentiment (cmn-Hans)": 75.51,
+ "NoRecClassification (nob-Latn)": 56.05,
+ "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 69.36,
+ "OnlineShopping (cmn-Hans)": 93.09,
+ "PAC (pol-Latn)": 67.05,
+ "PolEmo2.0-IN (pol-Latn)": 83.5,
+ "PolEmo2.0-OUT (pol-Latn)": 62.55,
+ "RuReviewsClassification (rus-Cyrl)": 68.58,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 64.56,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 51.2,
+ "TNews (cmn-Hans)": 51.99,
+ "ToxicConversationsClassification": 68.81,
+ "TweetSentimentExtractionClassification": 66.26,
+ "Waimai (cmn-Hans)": 87.91
}
]
},
"Clustering": {
"v_measure": [
{
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- "CLSClusteringP2P": 41.23,
- "CLSClusteringS2S": 40.04,
- "ThuNewsClusteringP2P": 62.03,
- "ThuNewsClusteringS2S": 56.75
+ "Model": "GritLM-7B",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 74.06,
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- "Tatoeba (ceb-Latn_eng-Latn)": 8.05,
- "Tatoeba (lat-Latn_eng-Latn)": 19.47,
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- "Tatoeba (gsw-Latn_eng-Latn)": 25.74,
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- "Tatoeba (bre-eng)": 5.56,
- "Tatoeba (bul-eng)": 92.65,
- "Tatoeba (cat-eng)": 94.42,
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- "Tatoeba (cha-eng)": 15.98,
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- "Tatoeba (cor-eng)": 3.42,
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- "Tatoeba (cym-eng)": 13.25,
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- "Tatoeba (eus-eng)": 23.18,
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- "Tatoeba (fry-eng)": 31.13,
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- "Tatoeba (hrv-eng)": 95.98,
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- "Tatoeba (ile-eng)": 57.71,
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- "Tatoeba (kur-eng)": 46.94,
- "Tatoeba (kzj-eng)": 6.24,
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- "Tatoeba (por-eng)": 92.13,
- "Tatoeba (ron-eng)": 95.3,
- "Tatoeba (rus-eng)": 91.87,
- "Tatoeba (slk-eng)": 95.15,
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- "Tatoeba (spa-eng)": 95.42,
- "Tatoeba (sqi-eng)": 98.17,
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- "Tatoeba (yid-eng)": 14.38,
- "Tatoeba (yue-eng)": 71.45,
- "Tatoeba (zsm-eng)": 95.31
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+ "AFQMC (cmn-Hans)": 35.59,
+ "ATEC (cmn-Hans)": 40.89,
+ "BIOSSES": 86.32,
+ "BQ (cmn-Hans)": 49.18,
+ "CDSC-R (pol-Latn)": 93.38,
+ "LCQMC (cmn-Hans)": 75.52,
+ "PAWSX (cmn-Hans)": 16.4,
+ "RUParaPhraserSTS (rus-Cyrl)": 74.37,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 81.07,
+ "SICK-R": 83.13,
+ "SICK-R-PL (pol-Latn)": 76.45,
+ "SICKFr (fra-Latn)": 80.25,
+ "STS12": 77.34,
+ "STS13": 85.04,
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+ "STS15": 88.13,
+ "STS16": 86.24,
+ "STS17 (ita-Latn_eng-Latn)": 88.43,
+ "STS17 (nld-Latn_eng-Latn)": 88.29,
+ "STS17 (eng-Latn_tur-Latn)": 77.48,
+ "STS17 (fra-Latn_eng-Latn)": 87.9,
+ "STS17 (eng-Latn_deu-Latn)": 88.93,
+ "STS17 (ara-Arab)": 79.26,
+ "STS17 (kor-Hang)": 78.74,
+ "STS17 (eng-Latn_ara-Arab)": 74.46,
+ "STS17 (en-en)": 90.14,
+ "STS17 (spa-Latn_eng-Latn)": 87.47,
+ "STS17 (spa-Latn)": 87.12,
+ "STSB (cmn-Hans)": 78.12,
+ "STSBenchmark": 85.64,
+ "STSBenchmarkMultilingualSTS (en)": 85.65,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 81.96,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 80.21,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 80.84,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 80.37,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 82.81,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 80.98,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 82.08,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 81.69,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.73
}
]
},
- "Classification": {
+ "Summarization": {
+ "cosine_spearman": [
+ {
+ "Model": "GritLM-7B",
+ "SummEval": 30.39
+ },
+ {
+ "Model": "GritLM-7B",
+ "SummEval": 30.39
+ }
+ ]
+ },
+ "MultilabelClassification": {
"accuracy": [
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- "AllegroReviews": 30.88,
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- "AmazonCounterfactualClassification (en)": 71.57,
- "AmazonCounterfactualClassification (deu-Latn)": 68.36,
- "AmazonCounterfactualClassification (jpn-Jpan)": 63.37,
- "AmazonCounterfactualClassification (de)": 68.35,
- "AmazonCounterfactualClassification (ja)": 63.45,
- "AmazonPolarityClassification": 69.21,
- "AmazonReviewsClassification (en)": 35.11,
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- "AmazonReviewsClassification (spa-Latn)": 37.49,
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- "AmazonReviewsClassification (cmn-Hans)": 35.24,
- "AmazonReviewsClassification (de)": 35.91,
- "AmazonReviewsClassification (es)": 37.49,
- "AmazonReviewsClassification (fr)": 35.3,
- "AmazonReviewsClassification (ja)": 33.24,
- "AmazonReviewsClassification (zh)": 35.26,
- "AngryTweetsClassification (dan-Latn)": 50.9,
- "Banking77Classification": 79.77,
- "CBD (pol-Latn)": 57.71,
- "CBD": 57.68,
- "DanishPoliticalCommentsClassification (dan-Latn)": 37.58,
- "EmotionClassification": 42.37,
- "GeoreviewClassification (rus-Cyrl)": 38.24,
- "HeadlineClassification (rus-Cyrl)": 68.3,
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- "ImdbClassification": 60.46,
- "InappropriatenessClassification (rus-Cyrl)": 58.18,
- "JDReview (cmn-Hans)": 70.26,
- "KinopoiskClassification (rus-Cyrl)": 41.45,
- "LccSentimentClassification (dan-Latn)": 54.53,
- "MTOPDomainClassification (en)": 87.06,
- "MTOPDomainClassification (deu-Latn)": 79.21,
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- "MTOPDomainClassification (fra-Latn)": 78.64,
- "MTOPDomainClassification (hin-Deva)": 81.36,
- "MTOPDomainClassification (tha-Thai)": 79.97,
- "MTOPDomainClassification (de)": 79.2,
- "MTOPDomainClassification (es)": 83.04,
- "MTOPDomainClassification (fr)": 78.63,
- "MTOPDomainClassification (hi)": 81.36,
- "MTOPDomainClassification (th)": 79.99,
- "MTOPIntentClassification (en)": 65.52,
- "MTOPIntentClassification (deu-Latn)": 54.21,
- "MTOPIntentClassification (spa-Latn)": 60.3,
- "MTOPIntentClassification (fra-Latn)": 54.01,
- "MTOPIntentClassification (hin-Deva)": 59.92,
- "MTOPIntentClassification (tha-Thai)": 61.97,
- "MTOPIntentClassification (de)": 54.23,
- "MTOPIntentClassification (es)": 60.28,
- "MTOPIntentClassification (fr)": 54.05,
- "MTOPIntentClassification (hi)": 59.9,
- "MTOPIntentClassification (th)": 61.96,
- "MasakhaNEWSClassification (amh-Ethi)": 64.28,
- "MasakhaNEWSClassification (eng)": 74.7,
- "MasakhaNEWSClassification (fra-Latn)": 71.68,
- "MasakhaNEWSClassification (hau-Latn)": 47.96,
- "MasakhaNEWSClassification (ibo-Latn)": 42.46,
- "MasakhaNEWSClassification (lin-Latn)": 59.26,
- "MasakhaNEWSClassification (lug-Latn)": 42.29,
- "MasakhaNEWSClassification (orm-Ethi)": 34.98,
- "MasakhaNEWSClassification (pcm-Latn)": 89.54,
- "MasakhaNEWSClassification (run-Latn)": 47.2,
- "MasakhaNEWSClassification (sna-Latn)": 57.56,
- "MasakhaNEWSClassification (som-Latn)": 34.8,
- "MasakhaNEWSClassification (swa-Latn)": 46.05,
- "MasakhaNEWSClassification (tir-Ethi)": 27.94,
- "MasakhaNEWSClassification (xho-Latn)": 44.81,
- "MasakhaNEWSClassification (yor-Latn)": 52.92,
- "MasakhaNEWSClassification (fra)": 76.09,
- "MassiveIntentClassification (deu-Latn)": 50.71,
- "MassiveIntentClassification (heb-Hebr)": 52.55,
- "MassiveIntentClassification (tha-Thai)": 58.92,
- "MassiveIntentClassification (swa-Latn)": 29.56,
- "MassiveIntentClassification (cmo-Hant)": 58.74,
- "MassiveIntentClassification (vie-Latn)": 56.62,
- "MassiveIntentClassification (kor-Kore)": 50.36,
- "MassiveIntentClassification (en)": 66.89,
- "MassiveIntentClassification (hye-Armn)": 51.6,
- "MassiveIntentClassification (tgl-Latn)": 33.67,
- "MassiveIntentClassification (nld-Latn)": 59.52,
- "MassiveIntentClassification (urd-Arab)": 52.79,
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- "MassiveIntentClassification (amh-Ethi)": 36.77,
- "MassiveIntentClassification (kat-Geor)": 43.03,
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- "MassiveIntentClassification (kan-Knda)": 41.0,
- "MassiveIntentClassification (cym-Latn)": 26.13,
- "MassiveIntentClassification (lav-Latn)": 54.72,
- "MassiveIntentClassification (sqi-Latn)": 56.6,
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- "MassiveIntentClassification (ben-Beng)": 35.38,
- "MassiveIntentClassification (hin-Deva)": 58.37,
- "MassiveIntentClassification (hun-Latn)": 60.44,
- "MassiveIntentClassification (nob-Latn)": 55.52,
- "MassiveIntentClassification (mon-Cyrl)": 51.77,
- "MassiveIntentClassification (slv-Latn)": 57.35,
- "MassiveIntentClassification (tur-Latn)": 59.91,
- "MassiveIntentClassification (fra-Latn)": 60.24,
- "MassiveIntentClassification (ind-Latn)": 59.9,
- "MassiveIntentClassification (mya-Mymr)": 52.03,
- "MassiveIntentClassification (cmo-Hans)": 62.0,
- "MassiveIntentClassification (pol-Latn)": 59.48,
- "MassiveIntentClassification (spa-Latn)": 59.7,
- "MassiveIntentClassification (jpn-Jpan)": 60.9,
- "MassiveIntentClassification (tam-Taml)": 36.82,
- "MassiveIntentClassification (ell-Grek)": 58.7,
- "MassiveIntentClassification (ara-Arab)": 45.15,
- "MassiveIntentClassification (por-Latn)": 61.29,
- "MassiveIntentClassification (jav-Latn)": 32.37,
- "MassiveIntentClassification (afr-Latn)": 45.87,
- "MassiveIntentClassification (rus-Cyrl)": 59.06,
- "MassiveIntentClassification (tel-Telu)": 40.77,
- "MassiveIntentClassification (aze-Latn)": 47.43,
- "MassiveIntentClassification (isl-Latn)": 30.87,
- "MassiveIntentClassification (mal-Mlym)": 42.44,
- "MassiveIntentClassification (ron-Latn)": 58.44,
- "MassiveIntentClassification (khm-Khmr)": 40.04,
- "MassiveIntentClassification (fas-Arab)": 61.03,
- "MassiveIntentClassification (dan-Latn)": 57.75,
- "MassiveIntentClassification (swe-Latn)": 59.43,
- "MassiveIntentClassification (pl)": 59.43,
- "MassiveIntentClassification (fr)": 57.52,
- "MassiveScenarioClassification (cmo-Hans)": 67.45,
- "MassiveScenarioClassification (ben-Beng)": 41.17,
- "MassiveScenarioClassification (swa-Latn)": 34.86,
- "MassiveScenarioClassification (spa-Latn)": 65.07,
- "MassiveScenarioClassification (tur-Latn)": 66.53,
- "MassiveScenarioClassification (ara-Arab)": 51.71,
- "MassiveScenarioClassification (fin-Latn)": 63.74,
- "MassiveScenarioClassification (aze-Latn)": 52.09,
- "MassiveScenarioClassification (mon-Cyrl)": 57.07,
- "MassiveScenarioClassification (khm-Khmr)": 46.95,
- "MassiveScenarioClassification (ron-Latn)": 64.2,
- "MassiveScenarioClassification (heb-Hebr)": 59.22,
- "MassiveScenarioClassification (en)": 71.54,
- "MassiveScenarioClassification (amh-Ethi)": 41.89,
- "MassiveScenarioClassification (cmo-Hant)": 65.72,
- "MassiveScenarioClassification (kor-Kore)": 55.71,
- "MassiveScenarioClassification (slv-Latn)": 64.01,
- "MassiveScenarioClassification (kan-Knda)": 45.72,
- "MassiveScenarioClassification (dan-Latn)": 66.87,
- "MassiveScenarioClassification (tgl-Latn)": 37.39,
- "MassiveScenarioClassification (deu-Latn)": 57.4,
- "MassiveScenarioClassification (isl-Latn)": 37.55,
- "MassiveScenarioClassification (sqi-Latn)": 64.34,
- "MassiveScenarioClassification (ind-Latn)": 66.17,
- "MassiveScenarioClassification (cym-Latn)": 31.71,
- "MassiveScenarioClassification (hun-Latn)": 66.57,
- "MassiveScenarioClassification (nld-Latn)": 65.53,
- "MassiveScenarioClassification (jav-Latn)": 38.62,
- "MassiveScenarioClassification (hye-Armn)": 56.11,
- "MassiveScenarioClassification (tha-Thai)": 67.05,
- "MassiveScenarioClassification (afr-Latn)": 53.63,
- "MassiveScenarioClassification (mya-Mymr)": 59.09,
- "MassiveScenarioClassification (fas-Arab)": 65.89,
- "MassiveScenarioClassification (jpn-Jpan)": 66.49,
- "MassiveScenarioClassification (kat-Geor)": 50.66,
- "MassiveScenarioClassification (vie-Latn)": 60.73,
- "MassiveScenarioClassification (tam-Taml)": 42.63,
- "MassiveScenarioClassification (ell-Grek)": 66.14,
- "MassiveScenarioClassification (swe-Latn)": 67.14,
- "MassiveScenarioClassification (lav-Latn)": 59.82,
- "MassiveScenarioClassification (rus-Cyrl)": 65.25,
- "MassiveScenarioClassification (ita-Latn)": 65.01,
- "MassiveScenarioClassification (msa-Latn)": 61.73,
- "MassiveScenarioClassification (por-Latn)": 65.83,
- "MassiveScenarioClassification (urd-Arab)": 60.41,
- "MassiveScenarioClassification (pol-Latn)": 65.04,
- "MassiveScenarioClassification (nob-Latn)": 64.25,
- "MassiveScenarioClassification (hin-Deva)": 65.23,
- "MassiveScenarioClassification (tel-Telu)": 46.49,
- "MassiveScenarioClassification (fra-Latn)": 66.09,
- "MassiveScenarioClassification (mal-Mlym)": 47.73,
- "MassiveScenarioClassification (pl)": 65.04,
- "MassiveScenarioClassification (fr)": 64.52,
- "MultilingualSentiment (cmn-Hans)": 61.9,
- "NoRecClassification (nob-Latn)": 46.7,
- "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 42.52,
- "OnlineShopping (cmn-Hans)": 84.89,
- "PAC (pol-Latn)": 65.75,
- "PAC": 65.76,
- "PolEmo2.0-IN (pol-Latn)": 57.76,
- "PolEmo2.0-IN": 57.76,
- "PolEmo2.0-OUT (pol-Latn)": 28.66,
- "PolEmo2.0-OUT": 28.7,
- "RuReviewsClassification (rus-Cyrl)": 58.88,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.19,
- "RuSciBenchOECDClassification (rus-Cyrl)": 41.41,
- "TNews (cmn-Hans)": 39.19,
- "ToxicConversationsClassification": 66.07,
- "TweetSentimentExtractionClassification": 56.12,
- "Waimai (cmn-Hans)": 82.27
+ "Model": "GritLM-7B",
+ "CEDRClassification (rus-Cyrl)": 42.68,
+ "SensitiveTopicsClassification (rus-Cyrl)": 28.52
+ }
+ ]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": [
+ {
+ "Model": "GritLM-7B",
+ "Core17InstructionRetrieval": 6.7,
+ "News21InstructionRetrieval": 1.22,
+ "Robust04InstructionRetrieval": 2.44
+ }
+ ]
+ }
+ },
+ "all-MiniLM-L6-v2": {
+ "BitextMining": {
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+ {
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+ "BornholmBitextMining (dan-Latn)": 29.68,
+ "Tatoeba (gle-Latn_eng-Latn)": 2.75,
+ "Tatoeba (ell-Grek_eng-Latn)": 0.1,
+ "Tatoeba (heb-Hebr_eng-Latn)": 0.22,
+ "Tatoeba (mon-Cyrl_eng-Latn)": 0.38,
+ "Tatoeba (lat-Latn_eng-Latn)": 5.04,
+ "Tatoeba (csb-Latn_eng-Latn)": 3.78,
+ "Tatoeba (dsb-Latn_eng-Latn)": 2.9,
+ "Tatoeba (tel-Telu_eng-Latn)": 0.46,
+ "Tatoeba (ara-Arab_eng-Latn)": 0.0,
+ "Tatoeba (lfn-Latn_eng-Latn)": 4.55,
+ "Tatoeba (bul-Cyrl_eng-Latn)": 0.21,
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+ }
+ ]
+ },
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+ "TwitterURLCorpus": 84.7
+ },
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- "CodeSearchNetCCRetrieval (ruby-Code)": 43.84,
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- "CodeSearchNetCCRetrieval (php-Code)": 16.3,
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- "XPQARetrieval (fra-Latn_eng-Latn)": 43.08,
- "XPQARetrieval (hin-Deva_hin-Deva)": 52.09,
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- "XPQARetrieval (jpn-Hira_jpn-Hira)": 51.57,
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- "XPQARetrieval (jpn-Hira_eng-Latn)": 44.93,
- "XPQARetrieval (kor-Hang_kor-Hang)": 21.36,
- "XPQARetrieval (eng-Latn_kor-Hang)": 21.51,
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- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
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- "LEMBPasskeyRetrieval": 8.25
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- "STS22 (tur-Latn)": 53.39,
- "STS22 (rus-Cyrl)": 57.08,
- "STS22 (cmn-Hans)": 58.75,
- "STS22 (spa-Latn_ita-Latn)": 47.67,
- "STS22 (deu-Latn_eng-Latn)": 52.65,
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- "STSBenchmarkMultilingualSTS (cmn-Hans)": 80.47,
- "STSBenchmarkMultilingualSTS (en)": 84.42,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 78.87,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 79.54,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 78.29,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 79.9,
- "STSBenchmarkMultilingualSTS (por-Latn)": 80.16,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 80.39,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.32
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- "STS17 (en-ar)": 81.22,
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- "STS22 (pl)": 33.73,
- "STS22 (fr)": 70.55,
- "STSBenchmark": 84.42,
- "STSBenchmarkMultilingualSTS (fr)": 79.9
+ "Model": "nomic-embed-text-v1.5-512",
+ "BIOSSES": 83.3,
+ "SICK-R": 79.27,
+ "STS12": 78.3,
+ "STS13": 85.81,
+ "STS14": 81.38,
+ "STS15": 86.79,
+ "STS16": 84.56,
+ "STS17 (en-en)": 87.25,
+ "STS22 (en)": 65.24,
+ "STSBenchmark": 85.14
}
]
},
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- "spearman": [],
"cosine_spearman": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "SummEval": 30.67,
- "SummEvalFr (fra-Latn)": 29.2
+ "Model": "nomic-embed-text-v1.5-512",
+ "SummEval": 30.47
+ }
+ ]
+ },
+ "MultilabelClassification": {
+ "accuracy": []
+ },
+ "InstructionRetrieval": {
+ "p-MRR": []
+ }
+ },
+ "GritLM-7B-noinstruct": {
+ "BitextMining": {
+ "f1": []
+ },
+ "Classification": {
+ "accuracy": []
+ },
+ "Clustering": {
+ "v_measure": []
+ },
+ "PairClassification": {
+ "max_ap": []
+ },
+ "Reranking": {
+ "map": []
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "GritLM-7B-noinstruct",
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+ "AlphaNLI": 29.56,
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+ "TempReasonL2Fact": 48.25,
+ "TempReasonL2Pure": 8.98,
+ "TempReasonL3Fact": 34.11,
+ "TempReasonL3Pure": 12.44,
+ "WinoGrande": 52.12
+ }
+ ]
+ },
+ "STS": {
+ "cosine_spearman": []
+ },
+ "Summarization": {
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
+ },
+ "InstructionRetrieval": {
+ "p-MRR": []
+ }
+ },
+ "LaBSE-ru-turbo": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "LaBSE-ru-turbo",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.22
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "LaBSE-ru-turbo",
+ "GeoreviewClassification (rus-Cyrl)": 46.04,
+ "HeadlineClassification (rus-Cyrl)": 69.98,
+ "InappropriatenessClassification (rus-Cyrl)": 61.39,
+ "KinopoiskClassification (rus-Cyrl)": 53.59,
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+ "MassiveScenarioClassification (rus-Cyrl)": 71.13,
+ "RuReviewsClassification (rus-Cyrl)": 64.58,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.67,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.58
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "LaBSE-ru-turbo",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 64.55,
+ "MLSUMClusteringP2P (rus-Cyrl)": 45.7,
+ "MLSUMClusteringS2S (rus-Cyrl)": 42.93,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.64,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48
+ }
+ ]
+ },
+ "PairClassification": {
+ "max_ap": [
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+ "Model": "LaBSE-ru-turbo",
+ "OpusparcusPC (rus-Cyrl)": 89.32,
+ "TERRa (rus-Cyrl)": 57.81
},
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "SummEval": 30.67,
- "SummEvalFr (fra-Latn)": 29.2
+ "Model": "LaBSE-ru-turbo",
+ "OpusparcusPC (rus-Cyrl)": 89.32,
+ "TERRa (rus-Cyrl)": 57.81
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "LaBSE-ru-turbo",
+ "MIRACLReranking (rus-Cyrl)": 57.44
},
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "SummEval": 30.67,
- "SummEvalFr": 29.2
+ "Model": "LaBSE-ru-turbo",
+ "RuBQReranking (rus-Cyrl)": 68.65
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "LaBSE-ru-turbo",
+ "MIRACLRetrieval (rus-Cyrl)": 55.97,
+ "RiaNewsRetrieval (rus-Cyrl)": 69.36,
+ "RuBQRetrieval (rus-Cyrl)": 65.71
+ }
+ ]
+ },
+ "STS": {
+ "cosine_spearman": [
+ {
+ "Model": "LaBSE-ru-turbo",
+ "RUParaPhraserSTS (rus-Cyrl)": 72.97,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 81.77,
+ "STS22 (rus-Cyrl)": 62.89,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
}
]
},
- "InstructionRetrieval": {
- "p-MRR": [
+ "Summarization": {
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "Core17InstructionRetrieval": -0.62,
- "News21InstructionRetrieval": -0.37,
- "Robust04InstructionRetrieval": -2.94
+ "Model": "LaBSE-ru-turbo",
+ "CEDRClassification (rus-Cyrl)": 45.11,
+ "SensitiveTopicsClassification (rus-Cyrl)": 27.52
}
]
+ },
+ "InstructionRetrieval": {
+ "p-MRR": []
}
},
- "silver-retriever-base-v1": {
+ "contriever-instruct": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": [
- {
- "Model": "silver-retriever-base-v1",
- "AllegroReviews": 33.35,
- "CBD": 68.51,
- "MassiveIntentClassification (pl)": 66.63,
- "MassiveScenarioClassification (pl)": 69.97,
- "PAC": 66.26,
- "PolEmo2.0-IN": 63.52,
- "PolEmo2.0-OUT": 44.7
- }
- ]
+ "accuracy": []
},
"Clustering": {
- "v_measure": [
- {
- "Model": "silver-retriever-base-v1",
- "8TagsClustering": 31.49
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
- {
- "Model": "silver-retriever-base-v1",
- "CDSC-E": 67.35,
- "PPC": 85.33,
- "PSC": 98.46,
- "SICK-E-PL": 58.19
- }
- ]
+ "max_ap": []
},
"Reranking": {
"map": []
@@ -10751,197 +8626,204 @@
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "silver-retriever-base-v1",
- "ArguAna-PL": 44.12,
- "DBPedia-PL": 26.32,
- "FiQA-PL": 24.95,
- "HotpotQA-PL": 45.13,
- "MSMARCO-PL": 25.47,
- "NFCorpus-PL": 28.55,
- "NQ-PL": 37.9,
- "Quora-PL": 77.98,
- "SCIDOCS-PL": 10.9,
- "SciFact-PL": 54.44,
- "TRECCOVID-PL": 46.98
+ "Model": "contriever-instruct",
+ "ARCChallenge": 7.63,
+ "AlphaNLI": 27.09,
+ "PIQA": 21.73,
+ "Quail": 4.92,
+ "RARbCode": 7.12,
+ "RARbMath": 21.83,
+ "SIQA": 0.88,
+ "SpartQA": 10.56,
+ "TempReasonL1": 1.8,
+ "TempReasonL2Fact": 22.03,
+ "TempReasonL2Pure": 0.94,
+ "TempReasonL3Fact": 20.82,
+ "TempReasonL3Pure": 7.15,
+ "WinoGrande": 26.3
}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
- {
- "Model": "silver-retriever-base-v1",
- "CDSC-R": 89.09,
- "SICK-R-PL": 67.26,
- "STS22 (pl)": 38.69
- }
- ]
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "Cohere-embed-multilingual-light-v3.0": {
+ "mistral-7b-instruct-v0.2": {
"BitextMining": {
"f1": []
},
"Classification": {
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- }
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- }
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+ "cosine_spearman": []
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+ "MultilabelClassification": {
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@@ -11486,651 +9368,1821 @@
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@@ -12138,30 +11190,38 @@
"accuracy": []
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+ "LEMBSummScreenFDRetrieval": 92.97,
+ "LEMBWikimQARetrieval": 73.75
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+ "Model": "nomic-embed-text-v1",
+ "LEMBNeedleRetrieval": 39.5,
+ "LEMBPasskeyRetrieval": 44.75
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@@ -12209,8 +11269,13 @@
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{
"Model": "LLM2Vec-Llama-2-unsupervised",
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@@ -12253,8 +11318,7 @@
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+ "cosine_spearman": [
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@@ -12271,868 +11335,1171 @@
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+ "STSBenchmarkMultilingualSTS (en)": 85.64,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85,
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+ "STSBenchmarkMultilingualSTS (por-Latn)": 67.16,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33
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{
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- "PawsXPairClassification (fr)": 51.89
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}
]
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+ "Model": "multilingual-e5-base",
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}
]
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}
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- "Model": "bge-m3",
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- "RuSciBenchOECDClassification (rus-Cyrl)": 42.57
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+ "MTOPIntentClassification (fr)": 37.86,
+ "MasakhaNEWSClassification (fra)": 63.91,
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+ {
+ "Model": "bert-base-25lang-cased",
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}
]
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"map": [
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}
]
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}
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]
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}
]
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]
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}
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- ]
+ "bge-m3-instruct": {
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"Reranking": {
"map": []
},
"Retrieval": {
- "ndcg_at_10": []
+ "ndcg_at_10": [
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+ "WinoGrande": 35.33
+ }
+ ]
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"STS": {
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"Summarization": {
- "spearman": []
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+ "MultilabelClassification": {
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}
},
- "text2vec-large-chinese": {
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}
]
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- "ThuNewsClusteringS2S": 26.14
+ "Model": "bert-base-uncased",
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+ "BiorxivClusteringS2S": 24.77,
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+ "MedrxivClusteringS2S": 23.6,
+ "RedditClustering": 27.24,
+ "RedditClusteringP2P": 43.32,
+ "StackExchangeClustering": 43.58,
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+ "TwentyNewsgroupsClustering": 23.35
}
]
},
"PairClassification": {
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+ "Model": "bert-base-uncased",
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- "CMedQAv2": 60.41,
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- "T2Reranking": 64.82
+ "Model": "bert-base-uncased",
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+ "MindSmallReranking": 28.37,
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}
]
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- "MMarcoRetrieval": 45.96,
- "MedicalRetrieval": 30.93,
- "T2Retrieval": 50.52,
- "VideoRetrieval": 42.65
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+ "ArguAna": 28.29,
+ "CQADupstackRetrieval": 5.51,
+ "ClimateFEVER": 5.41,
+ "DBPedia": 4.13,
+ "FEVER": 3.3,
+ "FiQA2018": 2.19,
+ "HotpotQA": 8.26,
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+ "NFCorpus": 4.3,
+ "NQ": 2.62,
+ "QuoraRetrieval": 61.03,
+ "SCIDOCS": 2.82,
+ "SciFact": 13.34,
+ "TRECCOVID": 14.74,
+ "Touche2020": 0.97
}
]
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"STS": {
- "spearman": [],
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- "Model": "text2vec-large-chinese",
- "AFQMC": 24.51,
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- "LCQMC": 69.16,
- "PAWSX": 14.55,
- "QBQTC": 29.51,
- "STS22 (zh)": 65.94,
- "STSB": 79.45
+ "Model": "bert-base-uncased",
+ "BIOSSES": 54.7,
+ "SICK-R": 58.65,
+ "STS12": 30.87,
+ "STS13": 59.89,
+ "STS14": 47.73,
+ "STS15": 60.29,
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+ "STS17 (en-en)": 64.1,
+ "STS22 (en)": 56.37,
+ "STSBenchmark": 47.29
}
]
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"Summarization": {
- "spearman": []
+ "cosine_spearman": [
+ {
+ "Model": "bert-base-uncased",
+ "SummEval": 29.82
+ }
+ ]
+ },
+ "MultilabelClassification": {
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"InstructionRetrieval": {
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}
},
- "gottbert-base": {
+ "gelectra-large": {
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"f1": []
},
@@ -13142,16 +12509,16 @@
"Clustering": {
"v_measure": [
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- "Model": "gottbert-base",
- "BlurbsClusteringP2P": 34.49,
- "BlurbsClusteringS2S": 8.37,
- "TenKGnadClusteringP2P": 33.66,
- "TenKGnadClusteringS2S": 9.34
+ "Model": "gelectra-large",
+ "BlurbsClusteringP2P": 13.96,
+ "BlurbsClusteringS2S": 7.57,
+ "TenKGnadClusteringP2P": 11.49,
+ "TenKGnadClusteringS2S": 3.91
}
]
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
@@ -13160,415 +12527,467 @@
"ndcg_at_10": []
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
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}
},
- "rubert-base-cased": {
+ "sentence-t5-large": {
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{
- "Model": "rubert-base-cased",
- "Tatoeba (rus-Cyrl_eng-Latn)": 16.76
- }
- ]
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- "Classification": {
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- "Model": "rubert-base-cased",
- "GeoreviewClassification (rus-Cyrl)": 37.22,
- "HeadlineClassification (rus-Cyrl)": 75.23,
- "InappropriatenessClassification (rus-Cyrl)": 57.34,
- "KinopoiskClassification (rus-Cyrl)": 49.91,
- "MassiveIntentClassification (rus-Cyrl)": 53.02,
- "MassiveScenarioClassification (rus-Cyrl)": 56.79,
- "RuReviewsClassification (rus-Cyrl)": 50.74,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 48.03,
- "RuSciBenchOECDClassification (rus-Cyrl)": 36.13
- }
- ]
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- "MLSUMClusteringP2P (rus-Cyrl)": 41.42,
- "MLSUMClusteringS2S (rus-Cyrl)": 40.52,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 28.29,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 26.67
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- "TERRa (rus-Cyrl)": 52.12
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- "RuBQRetrieval (rus-Cyrl)": 9.52
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- "RuSTSBenchmarkSTS (rus-Cyrl)": 53.95,
- "STS22 (rus-Cyrl)": 34.98,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 53.76
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- },
- "InstructionRetrieval": {
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- }
- },
- "gtr-t5-large": {
- "BitextMining": {
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]
},
"Clustering": {
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- "RedditClusteringP2P": 61.67,
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- "StackExchangeClusteringP2P": 33.21,
- "TwentyNewsgroupsClustering": 51.64
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}
]
},
"PairClassification": {
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- "cos_sim_ap": [
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}
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]
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"map": []
@@ -13577,1877 +12996,1826 @@
"ndcg_at_10": []
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
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+ "MultilabelClassification": {
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}
},
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- "f1": []
+ "f1": [
+ {
+ "Model": "rubert-base-cased",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 16.76
+ }
+ ]
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"Classification": {
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+ "Model": "rubert-base-cased",
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+ "MassiveIntentClassification (rus-Cyrl)": 53.02,
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+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 48.03,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 36.13
+ }
+ ]
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"Clustering": {
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+ "v_measure": [
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+ "Model": "rubert-base-cased",
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+ "MLSUMClusteringP2P (rus-Cyrl)": 41.42,
+ "MLSUMClusteringS2S (rus-Cyrl)": 40.52,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 28.29,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 26.67
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+ "TERRa (rus-Cyrl)": 52.12
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+ "Model": "rubert-base-cased",
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+ {
+ "Model": "rubert-base-cased",
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- "BrightRetrieval (aops)": 15.1,
- "BrightRetrieval (economics)": 16.18,
- "BrightRetrieval (pony)": 1.25,
- "BrightRetrieval (stackoverflow)": 13.95,
- "BrightRetrieval (leetcode)": 31.07,
- "BrightRetrieval (biology)": 32.09,
- "BrightRetrieval (theoremqa_questions)": 29.9,
- "BrightRetrieval (robotics)": 12.82,
- "BrightRetrieval (psychology)": 26.58
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- ],
- "recall_at_1": [
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- "BrightRetrieval (earth_science)": 38.36,
- "BrightRetrieval (stackoverflow)": 16.67,
- "BrightRetrieval (economics)": 27.67
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+ "RuBQRetrieval (rus-Cyrl)": 9.52
}
]
},
"STS": {
- "spearman": []
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}
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- "MasakhaNEWSClassification (fra)": 55.64,
- "MassiveIntentClassification (fr)": 16.41,
- "MassiveScenarioClassification (fr)": 22.72
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- "MasakhaNEWSClusteringS2S (fra)": 24.68
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}
]
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+ {
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{
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]
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]
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}
]
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}
},
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]
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}
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- "RedditClusteringP2P": 64.86,
- "StackExchangeClustering": 74.16,
- "StackExchangeClusteringP2P": 45.1,
- "TwentyNewsgroupsClustering": 66.62
- }
- ]
+ "v_measure": []
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- "ap": [],
- "cos_sim_ap": [
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- "Model": "voyage-large-2-instruct",
- "SprintDuplicateQuestions": 94.5,
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- "TwitterURLCorpus": 86.9
- }
- ]
+ "max_ap": []
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"Reranking": {
- "map": [
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- "Model": "voyage-large-2-instruct",
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- "MindSmallReranking": 30.97,
- "SciDocsRR": 89.34,
- "StackOverflowDupQuestions": 55.11
- }
- ]
+ "map": []
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"Retrieval": {
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- "BrightRetrieval (earth_science)": 25.09,
- "BrightRetrieval (leetcode)": 30.6,
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- "BrightRetrieval (pony)": 1.48,
- "BrightRetrieval (theoremqa_theorems)": 11.1,
- "BrightRetrieval (biology)": 23.55,
- "BrightRetrieval (stackoverflow)": 15.03,
- "CQADupstackRetrieval": 46.6,
- "ClimateFEVER": 32.65,
- "DBPedia": 46.03,
- "FEVER": 91.47,
- "FiQA2018": 59.76,
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- "MSMARCO": 40.6,
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- "SCIDOCS": 24.32,
- "SciFact": 79.99,
- "TRECCOVID": 85.07,
- "Touche2020": 39.16
- }
- ],
- "recall_at_1": [
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- "BrightRetrieval (economics)": 26.7,
- "BrightRetrieval (sustainable_living)": 31.1,
- "BrightRetrieval (earth_science)": 35.35
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+ "LEMBNarrativeQARetrieval": 25.31,
+ "LEMBQMSumRetrieval": 23.83,
+ "LEMBSummScreenFDRetrieval": 74.67,
+ "LEMBWikimQARetrieval": 55.85
+ },
+ {
+ "Model": "e5-base",
+ "LEMBNeedleRetrieval": 28.5,
+ "LEMBPasskeyRetrieval": 33.25
}
]
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"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": []
+ },
+ "Summarization": {
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+ },
+ "MultilabelClassification": {
+ "accuracy": []
+ },
+ "InstructionRetrieval": {
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+ }
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- "STS17 (en-en)": 90.06,
- "STS22 (en)": 66.32,
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+ "Model": "multilingual-e5-small",
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+ "Model": "distilrubert-small-cased-conversational",
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+ "RuSciBenchOECDClassification (rus-Cyrl)": 37.65
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+ "Model": "distilrubert-small-cased-conversational",
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- "STS22 (zh)": 65.64,
- "STS22 (pl)": 34.66,
- "STSB": 81.08,
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}
]
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- "Model": "multilingual-e5-large",
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+ "Model": "allenai-specter",
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}
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- "NordicLangClassification": 77.68,
- "NorwegianParliament": 58.78,
- "ScalaDaClassification": 63.08,
- "ScalaNbClassification": 58.95
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+ "AmazonCounterfactualClassification (en)": 61.85,
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}
]
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@@ -15455,197 +14823,224 @@
"v_measure": []
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
- "map": []
+ "map": [
+ {
+ "Model": "titan-embed-text-v1",
+ "SciDocsRR": 88.87
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"Retrieval": {
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+ "ndcg_at_10": [
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+ "MSMARCO": 35.19,
+ "NQ": 51.08,
+ "SciFact": 73.5,
+ "TRECCOVID": 54.74
+ }
+ ]
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"STS": {
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+ "BIOSSES": 84.17,
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+ "STS17 (en-en)": 80.9,
+ "STSBenchmark": 74.85
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+ ]
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"Summarization": {
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+ "MultilabelClassification": {
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"p-MRR": []
}
},
- "deberta-v1-base": {
+ "bge-large-en-v1.5-instruct": {
"BitextMining": {
- "f1": [
- {
- "Model": "deberta-v1-base",
- "Tatoeba (rus-Cyrl_eng-Latn)": 13.21
- }
- ]
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"Classification": {
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- "KinopoiskClassification (rus-Cyrl)": 48.78,
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- "RuReviewsClassification (rus-Cyrl)": 55.66,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.53,
- "RuSciBenchOECDClassification (rus-Cyrl)": 41.34
- }
- ]
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- "GeoreviewClusteringP2P (rus-Cyrl)": 58.79,
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- "MLSUMClusteringS2S (rus-Cyrl)": 44.6,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 36.66,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 33.31
- }
- ]
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- "Model": "deberta-v1-base",
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- "TERRa (rus-Cyrl)": 53.78
- }
- ]
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"Reranking": {
- "map": [
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- "Model": "deberta-v1-base",
- "RuBQReranking (rus-Cyrl)": 34.01
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- ]
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- "RiaNewsRetrieval (rus-Cyrl)": 4.84,
- "RuBQRetrieval (rus-Cyrl)": 10.15
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+ "ARCChallenge": 8.86,
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}
]
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- "Model": "deberta-v1-base",
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- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 58.45
- }
- ]
+ "cosine_spearman": []
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"Summarization": {
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+ "MultilabelClassification": {
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"InstructionRetrieval": {
"p-MRR": []
}
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+ "nomic-embed-text-v1.5-256": {
"BitextMining": {
"f1": []
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"Classification": {
"accuracy": [
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- "MasakhaNEWSClassification (fra)": 81.4,
- "MassiveIntentClassification (fr)": 62.83,
- "MassiveScenarioClassification (fr)": 69.71
+ "Model": "nomic-embed-text-v1.5-256",
+ "AmazonCounterfactualClassification (en)": 72.94,
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+ "AmazonReviewsClassification (en)": 45.73,
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+ "ImdbClassification": 83.99,
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+ "MassiveIntentClassification (en)": 71.76,
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+ "TweetSentimentExtractionClassification": 59.2
}
]
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- "HALClusteringS2S": 26.17,
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- "MLSUMClusteringS2S": 42.74,
- "MasakhaNEWSClusteringP2P (fra)": 48.13,
- "MasakhaNEWSClusteringS2S (fra)": 39.62
+ "Model": "nomic-embed-text-v1.5-256",
+ "ArxivClusteringP2P": 44.82,
+ "ArxivClusteringS2S": 35.32,
+ "BiorxivClusteringP2P": 38.19,
+ "BiorxivClusteringS2S": 31.83,
+ "MedrxivClusteringP2P": 34.08,
+ "MedrxivClusteringS2S": 30.98,
+ "RedditClustering": 54.92,
+ "RedditClusteringP2P": 60.23,
+ "StackExchangeClustering": 61.81,
+ "StackExchangeClusteringP2P": 34.03,
+ "TwentyNewsgroupsClustering": 48.56
}
]
},
"PairClassification": {
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- "cos_sim_ap": [
+ "max_ap": [
{
- "Model": "mistral-embed",
- "OpusparcusPC (fr)": 92.61,
- "PawsXPairClassification (fr)": 62.02
+ "Model": "nomic-embed-text-v1.5-256",
+ "SprintDuplicateQuestions": 92.31,
+ "TwitterSemEval2015": 73.61,
+ "TwitterURLCorpus": 86.34
+ },
+ {
+ "Model": "nomic-embed-text-v1.5-256",
+ "SprintDuplicateQuestions": 92.31,
+ "TwitterSemEval2015": 73.61,
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}
]
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"Reranking": {
"map": [
{
- "Model": "mistral-embed",
- "AlloprofReranking": 72.36,
- "SyntecReranking": 88.57
+ "Model": "nomic-embed-text-v1.5-256",
+ "AskUbuntuDupQuestions": 61.34,
+ "MindSmallReranking": 30.04,
+ "SciDocsRR": 79.4,
+ "StackOverflowDupQuestions": 49.95
}
]
},
"Retrieval": {
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- "AlloprofRetrieval": 56.84,
- "BSARDRetrieval": 2.48,
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- "LeCaRDv2": 61.12,
- "LegalBenchConsumerContractsQA": 80.8,
- "LegalBenchCorporateLobbying": 94.11,
- "LegalQuAD": 47.17,
- "LegalSummarization": 67.39,
- "MintakaRetrieval (fr)": 21.73,
- "SyntecRetrieval": 78.77,
- "XPQARetrieval (fr)": 74.24
+ "Model": "nomic-embed-text-v1.5-256",
+ "ArguAna": 45.44,
+ "CQADupstackRetrieval": 37.61,
+ "ClimateFEVER": 39.63,
+ "DBPedia": 39.42,
+ "FEVER": 84.4,
+ "FiQA2018": 35.0,
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+ "NQ": 57.1,
+ "QuoraRetrieval": 87.65,
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+ "SciFact": 68.24,
+ "TRECCOVID": 80.65,
+ "Touche2020": 28.49
}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "mistral-embed",
- "SICKFr": 76.21,
- "STS22 (fr)": 82.74,
- "STSBenchmarkMultilingualSTS (fr)": 79.72
+ "Model": "nomic-embed-text-v1.5-256",
+ "BIOSSES": 81.58,
+ "SICK-R": 79.24,
+ "STS12": 78.16,
+ "STS13": 86.01,
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+ "STS17 (en-en)": 86.44,
+ "STS22 (en)": 65.14,
+ "STSBenchmark": 84.8
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "mistral-embed",
- "SummEvalFr": 31.47
+ "Model": "nomic-embed-text-v1.5-256",
+ "SummEval": 30.05
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
"InstructionRetrieval": {
"p-MRR": []
}
@@ -15822,8 +15217,7 @@
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "max_ap": [
{
"Model": "sentence-t5-base",
"OpusparcusPC (fr)": 89.4,
@@ -15831,6 +15225,14 @@
"SprintDuplicateQuestions": 91.23,
"TwitterSemEval2015": 78.25,
"TwitterURLCorpus": 86.05
+ },
+ {
+ "Model": "sentence-t5-base",
+ "OpusparcusPC (fr)": 89.41,
+ "PawsXPairClassification (fr)": 55.43,
+ "SprintDuplicateQuestions": 91.23,
+ "TwitterSemEval2015": 78.25,
+ "TwitterURLCorpus": 86.05
}
]
},
@@ -15875,8 +15277,7 @@
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
"Model": "sentence-t5-base",
"BIOSSES": 75.89,
@@ -15922,993 +15323,929 @@
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
- {
- "Model": "sentence-t5-base",
- "SummEval": 31.39,
- "SummEvalFr": 30.01
- }
- ]
+ "cosine_spearman": [
+ {
+ "Model": "sentence-t5-base",
+ "SummEval": 31.39,
+ "SummEvalFr": 30.01
+ }
+ ]
+ },
+ "MultilabelClassification": {
+ "accuracy": []
+ },
+ "InstructionRetrieval": {
+ "p-MRR": []
+ }
+ },
+ "udever-bloom-560m": {
+ "BitextMining": {
+ "f1": []
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "udever-bloom-560m",
+ "AmazonReviewsClassification (fr)": 26.85,
+ "MTOPDomainClassification (fr)": 34.99,
+ "MTOPIntentClassification (fr)": 15.76,
+ "MasakhaNEWSClassification (fra)": 67.94,
+ "MassiveIntentClassification (fr)": 15.09,
+ "MassiveScenarioClassification (fr)": 21.67
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "udever-bloom-560m",
+ "AlloProfClusteringP2P": 53.57,
+ "AlloProfClusteringS2S": 22.13,
+ "HALClusteringS2S": 7.68,
+ "MLSUMClusteringP2P": 36.43,
+ "MLSUMClusteringS2S": 25.26,
+ "MasakhaNEWSClusteringP2P (fra)": 37.57,
+ "MasakhaNEWSClusteringS2S (fra)": 20.58
+ }
+ ]
+ },
+ "PairClassification": {
+ "max_ap": [
+ {
+ "Model": "udever-bloom-560m",
+ "OpusparcusPC (fr)": 82.1,
+ "PawsXPairClassification (fr)": 59.69
+ },
+ {
+ "Model": "udever-bloom-560m",
+ "OpusparcusPC (fr)": 85.87,
+ "PawsXPairClassification (fr)": 61.99
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
+ {
+ "Model": "udever-bloom-560m",
+ "AlloprofReranking": 28.75,
+ "SyntecReranking": 50.88
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "udever-bloom-560m",
+ "AlloprofRetrieval": 1.98,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 0.48,
+ "SyntecRetrieval": 24.45,
+ "XPQARetrieval (fr)": 12.98
+ }
+ ]
+ },
+ "STS": {
+ "cosine_spearman": [
+ {
+ "Model": "udever-bloom-560m",
+ "SICKFr": 54.54,
+ "STS22 (fr)": 61.35,
+ "STSBenchmarkMultilingualSTS (fr)": 36.78
+ }
+ ]
+ },
+ "Summarization": {
+ "cosine_spearman": [
+ {
+ "Model": "udever-bloom-560m",
+ "SummEvalFr": 23.63
+ }
+ ]
+ },
+ "MultilabelClassification": {
+ "accuracy": []
+ },
+ "InstructionRetrieval": {
+ "p-MRR": []
+ }
+ },
+ "norbert3-large": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "norbert3-large",
+ "BornholmBitextMining": 2.9
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
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+ "Model": "norbert3-large",
+ "AngryTweetsClassification": 49.04,
+ "DKHateClassification": 62.71,
+ "DanishPoliticalCommentsClassification": 33.53,
+ "LccSentimentClassification": 46.93,
+ "MassiveIntentClassification (da)": 45.98,
+ "MassiveIntentClassification (nb)": 47.42,
+ "MassiveIntentClassification (sv)": 48.47,
+ "MassiveScenarioClassification (da)": 50.51,
+ "MassiveScenarioClassification (nb)": 54.25,
+ "MassiveScenarioClassification (sv)": 50.6,
+ "NoRecClassification": 50.46,
+ "NordicLangClassification": 84.25,
+ "NorwegianParliament": 58.85,
+ "ScalaDaClassification": 60.72,
+ "ScalaNbClassification": 66.79
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": []
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+ "PairClassification": {
+ "max_ap": []
+ },
+ "Reranking": {
+ "map": []
+ },
+ "Retrieval": {
+ "ndcg_at_10": []
+ },
+ "STS": {
+ "cosine_spearman": []
+ },
+ "Summarization": {
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+ "MultilabelClassification": {
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},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "e5-base": {
+ "sbert_large_nlu_ru": {
"BitextMining": {
- "f1": [
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- "Model": "e5-base",
- "BornholmBitextMining": 40.09
- }
- ]
+ "f1": []
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- "LccSentimentClassification": 37.47,
- "MassiveIntentClassification (da)": 44.25,
- "MassiveIntentClassification (nb)": 41.57,
- "MassiveIntentClassification (sv)": 41.34,
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- "MassiveScenarioClassification (nb)": 50.33,
- "MassiveScenarioClassification (sv)": 50.0,
- "NoRecClassification": 42.0,
- "NordicLangClassification": 59.34,
- "NorwegianParliament": 57.42,
- "ScalaDaClassification": 50.08,
- "ScalaNbClassification": 50.18
+ "Model": "sbert_large_nlu_ru",
+ "GeoreviewClassification (rus-Cyrl)": 39.97,
+ "HeadlineClassification (rus-Cyrl)": 79.26,
+ "InappropriatenessClassification (rus-Cyrl)": 62.52,
+ "KinopoiskClassification (rus-Cyrl)": 49.51,
+ "MassiveIntentClassification (rus-Cyrl)": 61.09,
+ "MassiveScenarioClassification (rus-Cyrl)": 67.6,
+ "RuReviewsClassification (rus-Cyrl)": 58.27,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.9,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.04
}
]
},
"Clustering": {
- "v_measure": []
+ "v_measure": [
+ {
+ "Model": "sbert_large_nlu_ru",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 57.12,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 49.7,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48
+ }
+ ]
},
"PairClassification": {
- "ap": []
+ "max_ap": [
+ {
+ "Model": "sbert_large_nlu_ru",
+ "TERRa (rus-Cyrl)": 50.17
+ },
+ {
+ "Model": "sbert_large_nlu_ru",
+ "TERRa (rus-Cyrl)": 50.17
+ }
+ ]
},
"Reranking": {
- "map": []
+ "map": [
+ {
+ "Model": "sbert_large_nlu_ru",
+ "MIRACLReranking (rus-Cyrl)": 18.8
+ },
+ {
+ "Model": "sbert_large_nlu_ru",
+ "RuBQReranking (rus-Cyrl)": 46.81
+ }
+ ]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-base",
- "LEMBNarrativeQARetrieval": 25.31,
- "LEMBQMSumRetrieval": 23.83,
- "LEMBSummScreenFDRetrieval": 74.67,
- "LEMBWikimQARetrieval": 55.85
- },
- {
- "Model": "e5-base",
- "LEMBNeedleRetrieval": 28.5,
- "LEMBPasskeyRetrieval": 33.25
+ "Model": "sbert_large_nlu_ru",
+ "MIRACLRetrieval (rus-Cyrl)": 1.98,
+ "RiaNewsRetrieval (rus-Cyrl)": 11.11,
+ "RuBQRetrieval (rus-Cyrl)": 12.45
}
]
},
"STS": {
- "spearman": []
+ "cosine_spearman": [
+ {
+ "Model": "sbert_large_nlu_ru",
+ "RUParaPhraserSTS (rus-Cyrl)": 62.06,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 58.82,
+ "STS22 (rus-Cyrl)": 50.75
+ }
+ ]
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": [
+ {
+ "Model": "sbert_large_nlu_ru",
+ "CEDRClassification (rus-Cyrl)": 35.84,
+ "SensitiveTopicsClassification (rus-Cyrl)": 27.9
+ }
+ ]
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "all-mpnet-base-v2": {
+ "flaubert_large_cased": {
"BitextMining": {
- "f1": [
+ "f1": []
+ },
+ "Classification": {
+ "accuracy": [
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- "Tatoeba (war-Latn_eng-Latn)": 5.14,
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- "Tatoeba (swg-Latn_eng-Latn)": 7.86,
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- "Tatoeba (kaz-Cyrl_eng-Latn)": 0.52,
- "Tatoeba (gle-Latn_eng-Latn)": 2.19,
- "Tatoeba (slk-Latn_eng-Latn)": 3.4,
- "Tatoeba (nno-Latn_eng-Latn)": 5.75,
- "Tatoeba (cor-Latn_eng-Latn)": 2.42,
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- "Tatoeba (max-Deva_eng-Latn)": 6.46,
- "Tatoeba (oci-Latn_eng-Latn)": 8.57,
- "Tatoeba (lfn-Latn_eng-Latn)": 6.1,
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- "Tatoeba (ben-Beng_eng-Latn)": 0.0,
- "Tatoeba (bel-Cyrl_eng-Latn)": 0.65,
- "Tatoeba (lat-Latn_eng-Latn)": 5.78,
- "Tatoeba (cmn-Hans_eng-Latn)": 2.22,
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- "Tatoeba (bos-Latn_eng-Latn)": 4.6,
- "Tatoeba (xho-Latn_eng-Latn)": 3.3,
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- "Tatoeba (dsb-Latn_eng-Latn)": 2.96,
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- "Tatoeba (mal-Mlym_eng-Latn)": 0.15,
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+ "MTOPDomainClassification (fr)": 24.27,
+ "MTOPIntentClassification (fr)": 9.79,
+ "MasakhaNEWSClassification (fra)": 55.64,
+ "MassiveIntentClassification (fr)": 16.41,
+ "MassiveScenarioClassification (fr)": 22.72
+ }
+ ]
+ },
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+ "MasakhaNEWSClusteringP2P (fra)": 26.43,
+ "MasakhaNEWSClusteringS2S (fra)": 24.68
+ }
+ ]
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+ "OpusparcusPC (fr)": 74.78,
+ "PawsXPairClassification (fr)": 54.14
+ },
+ {
+ "Model": "flaubert_large_cased",
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+ "PawsXPairClassification (fr)": 54.94
}
]
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- "AmazonCounterfactualClassification (jpn-Jpan)": 60.69,
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- "MasakhaNEWSClassification (hau-Latn)": 59.22,
- "MasakhaNEWSClassification (ibo-Latn)": 61.64,
- "MasakhaNEWSClassification (lin-Latn)": 74.0,
- "MasakhaNEWSClassification (lug-Latn)": 58.43,
- "MasakhaNEWSClassification (orm-Ethi)": 48.15,
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- "MasakhaNEWSClassification (sna-Latn)": 73.69,
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- "MassiveIntentClassification (ita-Latn)": 40.29,
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- "MassiveScenarioClassification (jpn-Jpan)": 40.57,
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- "MassiveScenarioClassification (heb-Hebr)": 25.49,
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- "MassiveScenarioClassification (cym-Latn)": 34.82,
- "MassiveScenarioClassification (mon-Cyrl)": 25.58,
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- "MassiveScenarioClassification (dan-Latn)": 49.45,
- "MassiveScenarioClassification (kan-Knda)": 8.34,
- "MassiveScenarioClassification (urd-Arab)": 20.0,
- "MassiveScenarioClassification (cmo-Hans)": 35.33,
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- "MassiveScenarioClassification (spa-Latn)": 50.92,
- "MassiveScenarioClassification (mal-Mlym)": 7.69,
- "MassiveScenarioClassification (slv-Latn)": 39.88,
- "MassiveScenarioClassification (nld-Latn)": 47.79,
- "MassiveScenarioClassification (khm-Khmr)": 9.63,
- "MassiveScenarioClassification (rus-Cyrl)": 28.71,
- "MultilingualSentiment (cmn-Hans)": 41.2,
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- "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 50.15,
- "OnlineShopping (cmn-Hans)": 56.94,
- "PAC (pol-Latn)": 62.1,
- "PolEmo2.0-IN (pol-Latn)": 41.63,
- "PolEmo2.0-OUT (pol-Latn)": 25.0,
- "RuReviewsClassification (rus-Cyrl)": 42.33,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 13.29,
- "RuSciBenchOECDClassification (rus-Cyrl)": 10.62,
- "TNews (cmn-Hans)": 21.05,
- "ToxicConversationsClassification": 61.05,
- "TweetSentimentExtractionClassification": 55.05,
- "Waimai (cmn-Hans)": 63.31
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+ "AlloprofReranking": 26.29,
+ "SyntecReranking": 42.8
}
]
},
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- "STSBenchmarkMultilingualSTS (pol-Latn)": 52.36
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+ "TweetSentimentExtractionClassification": 53.36
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- "SummEvalFr (fra-Latn)": 28.11
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- "News21InstructionRetrieval": -1.79,
- "Robust04InstructionRetrieval": -6.71
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+ "AskUbuntuDupQuestions": 51.57,
+ "MindSmallReranking": 28.62,
+ "SciDocsRR": 66.33,
+ "StackOverflowDupQuestions": 39.35
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+ "SCIDOCS": 5.5,
+ "SciFact": 25.72,
+ "TRECCOVID": 26.2,
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}
]
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+ "InstructionRetrieval": {
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}
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- "MassiveScenarioClassification (en)": 79.16,
- "ToxicConversationsClassification": 71.85,
- "TweetSentimentExtractionClassification": 57.61
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+ "AmazonReviewsClassification (fr)": 33.51,
+ "MTOPDomainClassification (fr)": 85.5,
+ "MTOPIntentClassification (fr)": 53.98,
+ "MasakhaNEWSClassification (fra)": 82.06,
+ "MassiveIntentClassification (fr)": 61.19,
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- "RedditClusteringP2P": 61.67,
- "StackExchangeClustering": 68.2,
- "StackExchangeClusteringP2P": 36.36,
- "TwentyNewsgroupsClustering": 32.01
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+ "AlloProfClusteringP2P": 56.9,
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+ "MLSUMClusteringP2P": 43.9,
+ "MLSUMClusteringS2S": 35.5,
+ "MasakhaNEWSClusteringP2P (fra)": 60.57,
+ "MasakhaNEWSClusteringS2S (fra)": 40.31
}
]
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- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
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- "TwitterSemEval2015": 66.6,
- "TwitterURLCorpus": 79.3
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+ "OpusparcusPC (fr)": 91.46,
+ "PawsXPairClassification (fr)": 52.39
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+ {
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "OpusparcusPC (fr)": 91.46,
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}
]
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- "AskUbuntuDupQuestions": 57.16,
- "MindSmallReranking": 30.1,
- "SciDocsRR": 76.28,
- "StackOverflowDupQuestions": 48.82
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+ "AlloprofReranking": 56.23,
+ "SyntecReranking": 73.85
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- "SciFact": 66.36,
- "TRECCOVID": 63.34,
- "Touche2020": 12.82
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+ "AlloprofRetrieval": 35.27,
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+ "MintakaRetrieval (fr)": 26.12,
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+ "XPQARetrieval (fr)": 59.59
}
]
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"STS": {
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- "STS16": 79.41,
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+ "SICKFr": 71.37,
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}
]
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- "BornholmBitextMining": 1.44
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- ]
- },
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- "NordicLangClassification": 57.82,
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- "ScalaNbClassification": 75.28
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+ "SummEvalFr": 28.21
}
]
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- "Retrieval": {
- "ndcg_at_10": []
- },
- "STS": {
- "spearman": []
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- "Summarization": {
- "spearman": []
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
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},
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- "MasakhaNEWSClassification (fra)": 82.13,
- "MassiveIntentClassification (fr)": 63.08,
- "MassiveScenarioClassification (fr)": 70.15
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "AmazonCounterfactualClassification (en)": 83.16,
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+ "AmazonReviewsClassification (en)": 62.17,
+ "AmazonReviewsClassification (zh)": 52.95,
+ "Banking77Classification": 81.68,
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+ "MassiveIntentClassification (en)": 78.47,
+ "MassiveScenarioClassification (en)": 78.19,
+ "MassiveScenarioClassification (zh-CN)": 77.26,
+ "MultilingualSentiment": 77.42,
+ "OnlineShopping": 94.48,
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}
]
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- "MLSUMClusteringS2S": 41.48,
- "MasakhaNEWSClusteringP2P (fra)": 56.59,
- "MasakhaNEWSClusteringS2S (fra)": 35.18
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+ "ArxivClusteringP2P": 56.4,
+ "ArxivClusteringS2S": 51.45,
+ "BiorxivClusteringP2P": 49.01,
+ "BiorxivClusteringS2S": 45.06,
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+ "CLSClusteringS2S": 45.79,
+ "MedrxivClusteringP2P": 44.37,
+ "MedrxivClusteringS2S": 42.0,
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+ "RedditClusteringP2P": 72.51,
+ "StackExchangeClustering": 79.07,
+ "StackExchangeClusteringP2P": 49.57,
+ "ThuNewsClusteringP2P": 87.43,
+ "ThuNewsClusteringS2S": 87.9,
+ "TwentyNewsgroupsClustering": 51.31
}
]
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- "cos_sim_ap": [
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{
- "Model": "voyage-code-2",
- "OpusparcusPC (fr)": 92.87,
- "PawsXPairClassification (fr)": 60.83
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "Cmnli": 91.81,
+ "Ocnli": 85.22,
+ "SprintDuplicateQuestions": 95.99,
+ "TwitterSemEval2015": 79.36,
+ "TwitterURLCorpus": 86.79
+ },
+ {
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "Cmnli": 91.85,
+ "Ocnli": 85.28,
+ "SprintDuplicateQuestions": 96.07,
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}
]
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"map": [
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- "Model": "voyage-code-2",
- "AlloprofReranking": 70.79,
- "SyntecReranking": 86.77
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "AskUbuntuDupQuestions": 66.0,
+ "CMedQAv1": 86.37,
+ "CMedQAv2": 87.41,
+ "MindSmallReranking": 32.71,
+ "SciDocsRR": 87.89,
+ "StackOverflowDupQuestions": 53.93,
+ "T2Reranking": 68.11
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "ArguAna": 62.65,
+ "BrightRetrieval (stackoverflow)": 19.85,
+ "BrightRetrieval (earth_science)": 36.22,
+ "BrightRetrieval (leetcode)": 25.46,
+ "BrightRetrieval (theoremqa_questions)": 26.97,
+ "BrightRetrieval (economics)": 17.72,
+ "BrightRetrieval (robotics)": 13.47,
+ "BrightRetrieval (pony)": 9.79,
+ "BrightRetrieval (aops)": 14.36,
+ "BrightRetrieval (psychology)": 24.61,
+ "BrightRetrieval (theoremqa_theorems)": 30.8,
+ "BrightRetrieval (biology)": 30.92,
+ "BrightRetrieval (sustainable_living)": 14.93,
+ "CQADupstackRetrieval": 40.64,
+ "ClimateFEVER": 44.0,
+ "CmedqaRetrieval": 43.47,
+ "CovidRetrieval": 80.87,
+ "DBPedia": 48.04,
+ "DuRetrieval": 86.01,
+ "EcomRetrieval": 66.46,
+ "FEVER": 93.35,
+ "FiQA2018": 55.31,
+ "HotpotQA": 72.25,
+ "MMarcoRetrieval": 73.83,
+ "MSMARCO": 41.68,
+ "MedicalRetrieval": 61.33,
+ "NFCorpus": 38.25,
+ "NQ": 61.79,
+ "QuoraRetrieval": 89.61,
+ "SCIDOCS": 27.69,
+ "SciFact": 75.31,
+ "T2Retrieval": 83.58,
+ "TRECCOVID": 72.72,
+ "Touche2020": 20.3,
+ "VideoRetrieval": 69.41
}
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
+ ],
+ "recall_at_1": [
{
- "Model": "voyage-code-2",
- "AlloprofRetrieval": 52.61,
- "BSARDRetrieval": 0.29,
- "MintakaRetrieval (fr)": 19.05,
- "SyntecRetrieval": 82.77,
- "XPQARetrieval (fr)": 71.95
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "BrightRetrieval (economics)": 25.73,
+ "BrightRetrieval (pony)": 1.32,
+ "BrightRetrieval (robotics)": 21.29,
+ "BrightRetrieval (biology)": 39.24,
+ "BrightRetrieval (earth_science)": 36.13,
+ "BrightRetrieval (stackoverflow)": 23.5,
+ "BrightRetrieval (psychology)": 42.28,
+ "BrightRetrieval (sustainable_living)": 33.1
}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "voyage-code-2",
- "SICKFr": 73.56,
- "STS22 (fr)": 79.99,
- "STSBenchmarkMultilingualSTS (fr)": 79.02
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "AFQMC": 58.47,
+ "ATEC": 55.46,
+ "BIOSSES": 81.12,
+ "BQ": 77.59,
+ "LCQMC": 76.29,
+ "PAWSX": 50.22,
+ "QBQTC": 31.82,
+ "SICK-R": 79.15,
+ "STS12": 76.52,
+ "STS13": 88.63,
+ "STS14": 83.32,
+ "STS15": 87.5,
+ "STS16": 86.39,
+ "STS17 (en-en)": 87.79,
+ "STS22 (en)": 66.4,
+ "STS22 (zh)": 67.36,
+ "STSB": 81.37,
+ "STSBenchmark": 87.35
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "voyage-code-2",
- "SummEvalFr": 28.34
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "SummEval": 31.46
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
"InstructionRetrieval": {
"p-MRR": []
}
},
- "bge-base-en-v1.5-instruct": {
+ "gottbert-base": {
"BitextMining": {
"f1": []
},
@@ -16916,47 +16253,39 @@
"accuracy": []
},
"Clustering": {
- "v_measure": []
+ "v_measure": [
+ {
+ "Model": "gottbert-base",
+ "BlurbsClusteringP2P": 34.49,
+ "BlurbsClusteringS2S": 8.37,
+ "TenKGnadClusteringP2P": 33.66,
+ "TenKGnadClusteringS2S": 9.34
+ }
+ ]
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
},
"Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "bge-base-en-v1.5-instruct",
- "ARCChallenge": 8.85,
- "AlphaNLI": 4.13,
- "HellaSwag": 24.03,
- "PIQA": 23.03,
- "Quail": 1.25,
- "RARbCode": 46.32,
- "RARbMath": 45.62,
- "SIQA": 0.24,
- "SpartQA": 2.67,
- "TempReasonL1": 0.8,
- "TempReasonL2Fact": 16.56,
- "TempReasonL2Pure": 1.33,
- "TempReasonL3Fact": 12.68,
- "TempReasonL3Pure": 5.08,
- "WinoGrande": 10.27
- }
- ]
+ "ndcg_at_10": []
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
}
},
- "mistral-7b-instruct-v0.2": {
+ "llama-2-7b-chat": {
"BitextMining": {
"f1": []
},
@@ -16967,7 +16296,7 @@
"v_measure": []
},
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
@@ -16976,850 +16305,1053 @@
"ndcg_at_10": []
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "mistral-7b-instruct-v0.2",
- "Core17InstructionRetrieval": 13.03,
- "News21InstructionRetrieval": 4.81,
- "Robust04InstructionRetrieval": 12.61
+ "Model": "llama-2-7b-chat",
+ "Core17InstructionRetrieval": 2.84,
+ "News21InstructionRetrieval": 0.23,
+ "Robust04InstructionRetrieval": 2.0
}
]
}
},
- "all-MiniLM-L6-v2": {
+ "voyage-code-2": {
"BitextMining": {
- "f1": [
+ "f1": []
+ },
+ "Classification": {
+ "accuracy": [
{
- "Model": "all-MiniLM-L6-v2",
- "BornholmBitextMining": 29.68,
- "BornholmBitextMining (dan-Latn)": 29.68,
- "Tatoeba (gle-Latn_eng-Latn)": 2.75,
- "Tatoeba (ell-Grek_eng-Latn)": 0.1,
- "Tatoeba (heb-Hebr_eng-Latn)": 0.22,
- "Tatoeba (mon-Cyrl_eng-Latn)": 0.38,
- "Tatoeba (lat-Latn_eng-Latn)": 5.04,
- "Tatoeba (csb-Latn_eng-Latn)": 3.78,
- "Tatoeba (dsb-Latn_eng-Latn)": 2.9,
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- "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 54.7,
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- "RuSciBenchGRNTIClassification (rus-Cyrl)": 10.08,
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+ "PawsXPairClassification (fr)": 60.83
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+ {
+ "Model": "voyage-code-2",
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+ "XPQARetrieval (fr)": 71.95
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+ "Retrieval": {
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]
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@@ -17830,511 +17362,304 @@
"v_measure": []
},
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+ "TempReasonL3Pure": 7.31,
+ "WinoGrande": 11.36
+ }
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"STS": {
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"Summarization": {
- "spearman": []
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+ "MultilabelClassification": {
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- "News21InstructionRetrieval": -1.78,
- "Robust04InstructionRetrieval": -10.42
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+ "p-MRR": []
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- "MassiveIntentClassification (vi)": 21.47,
- "MassiveIntentClassification (zh-CN)": 0.59,
- "MassiveIntentClassification (zh-TW)": 3.24,
- "MassiveScenarioClassification (af)": 50.81,
- "MassiveScenarioClassification (am)": 6.95,
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- "MassiveScenarioClassification (az)": 38.79,
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- "MassiveScenarioClassification (cy)": 33.91,
- "MassiveScenarioClassification (da)": 55.79,
- "MassiveScenarioClassification (de)": 65.33,
- "MassiveScenarioClassification (el)": 16.89,
- "MassiveScenarioClassification (en)": 73.26,
- "MassiveScenarioClassification (es)": 62.52,
- "MassiveScenarioClassification (fa)": 6.08,
- "MassiveScenarioClassification (fi)": 43.34,
- "MassiveScenarioClassification (fr)": 66.42,
- "MassiveScenarioClassification (he)": 7.55,
- "MassiveScenarioClassification (hi)": 7.44,
- "MassiveScenarioClassification (hu)": 40.85,
- "MassiveScenarioClassification (hy)": 9.25,
- "MassiveScenarioClassification (id)": 51.92,
- "MassiveScenarioClassification (is)": 40.09,
- "MassiveScenarioClassification (it)": 62.94,
- "MassiveScenarioClassification (ja)": 7.9,
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- "MassiveScenarioClassification (ka)": 7.76,
- "MassiveScenarioClassification (km)": 9.19,
- "MassiveScenarioClassification (kn)": 8.36,
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- "MassiveScenarioClassification (lv)": 40.7,
- "MassiveScenarioClassification (ml)": 6.98,
- "MassiveScenarioClassification (mn)": 27.0,
- "MassiveScenarioClassification (ms)": 46.9,
- "MassiveScenarioClassification (my)": 9.55,
- "MassiveScenarioClassification (nb)": 53.43,
- "MassiveScenarioClassification (nl)": 59.65,
- "MassiveScenarioClassification (pl)": 49.87,
- "MassiveScenarioClassification (pt)": 62.18,
- "MassiveScenarioClassification (ro)": 58.22,
- "MassiveScenarioClassification (ru)": 40.73,
- "MassiveScenarioClassification (sl)": 43.66,
- "MassiveScenarioClassification (sq)": 49.25,
- "MassiveScenarioClassification (sv)": 57.17,
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- "MassiveScenarioClassification (te)": 7.03,
- "MassiveScenarioClassification (th)": 8.52,
- "MassiveScenarioClassification (tl)": 51.74,
- "MassiveScenarioClassification (tr)": 43.01,
- "MassiveScenarioClassification (ur)": 9.61,
- "MassiveScenarioClassification (vi)": 28.91,
- "MassiveScenarioClassification (zh-CN)": 5.86,
- "MassiveScenarioClassification (zh-TW)": 7.14,
- "ToxicConversationsClassification": 70.95,
- "TweetSentimentExtractionClassification": 61.21
+ "Model": "rubert-tiny",
+ "GeoreviewClassification (rus-Cyrl)": 33.45,
+ "HeadlineClassification (rus-Cyrl)": 57.65,
+ "InappropriatenessClassification (rus-Cyrl)": 54.5,
+ "KinopoiskClassification (rus-Cyrl)": 41.36,
+ "MassiveIntentClassification (rus-Cyrl)": 50.1,
+ "MassiveScenarioClassification (rus-Cyrl)": 52.15,
+ "RuReviewsClassification (rus-Cyrl)": 49.56,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 35.71,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 26.51
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "sentence-t5-xl",
- "AlloProfClusteringP2P": 60.37,
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- "MLSUMClusteringP2P": 41.61,
- "MLSUMClusteringS2S": 33.6,
- "MasakhaNEWSClusteringP2P (fra)": 62.82,
- "MasakhaNEWSClusteringS2S (fra)": 31.74,
- "MedrxivClusteringP2P": 32.3,
- "MedrxivClusteringS2S": 26.93,
- "RedditClustering": 57.03,
- "RedditClusteringP2P": 62.34,
- "StackExchangeClustering": 67.13,
- "StackExchangeClusteringP2P": 34.79,
- "TwentyNewsgroupsClustering": 49.53
+ "Model": "rubert-tiny",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 34.4,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 29.89,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 27.98
}
]
},
"PairClassification": {
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- "cos_sim_ap": [
+ "max_ap": [
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- "OpusparcusPC (fr)": 92.48,
- "PawsXPairClassification (fr)": 62.52,
- "SprintDuplicateQuestions": 91.44,
- "TwitterSemEval2015": 80.89,
- "TwitterURLCorpus": 85.86
+ "Model": "rubert-tiny",
+ "TERRa (rus-Cyrl)": 51.06
+ },
+ {
+ "Model": "rubert-tiny",
+ "TERRa (rus-Cyrl)": 52.85
}
]
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{
- "Model": "sentence-t5-xl",
- "AlloprofReranking": 63.3,
- "AskUbuntuDupQuestions": 62.86,
- "MindSmallReranking": 29.77,
- "SciDocsRR": 75.16,
- "StackOverflowDupQuestions": 51.05,
- "SyntecReranking": 83.07
+ "Model": "rubert-tiny",
+ "RuBQReranking (rus-Cyrl)": 35.44
}
]
- },
- "Retrieval": {
- "ndcg_at_10": [
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- "QuoraRetrieval": 85.85,
- "SCIDOCS": 15.97,
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- "SyntecRetrieval": 74.24,
- "TRECCOVID": 54.77,
- "Touche2020": 22.51,
- "XPQARetrieval (fr)": 52.14
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "rubert-tiny",
+ "RiaNewsRetrieval (rus-Cyrl)": 0.79,
+ "RuBQRetrieval (rus-Cyrl)": 3.24
}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
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- "BIOSSES": 73.12,
- "SICK-R": 79.98,
- "SICKFr": 75.08,
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- "STS17 (en-tr)": 13.61,
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- "STS22 (de-fr)": 62.21,
- "STS22 (de-pl)": 34.34,
- "STS22 (en)": 64.32,
- "STS22 (es)": 58.16,
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- "STS22 (es-it)": 65.26,
- "STS22 (fr)": 77.49,
- "STS22 (fr-pl)": 50.71,
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- "STS22 (pl)": 27.04,
- "STS22 (pl-en)": 58.85,
- "STS22 (ru)": 26.63,
- "STS22 (tr)": 43.36,
- "STS22 (zh)": 33.55,
- "STS22 (zh-en)": 29.0,
- "STSBenchmark": 83.93,
- "STSBenchmarkMultilingualSTS (fr)": 79.42
+ "Model": "rubert-tiny",
+ "RUParaPhraserSTS (rus-Cyrl)": 53.41,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 58.16,
+ "STS22 (rus-Cyrl)": 47.88
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": [
{
- "Model": "sentence-t5-xl",
- "SummEval": 29.91,
- "SummEvalFr": 31.59
+ "Model": "rubert-tiny",
+ "CEDRClassification (rus-Cyrl)": 37.39,
+ "SensitiveTopicsClassification (rus-Cyrl)": 18.54
}
]
},
@@ -18342,1826 +17667,2792 @@
"p-MRR": []
}
},
- "xlm-roberta-large": {
+ "bert-base-multilingual-cased": {
"BitextMining": {
"f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "xlm-roberta-large",
- "AmazonReviewsClassification (fr)": 26.62,
- "MTOPDomainClassification (fr)": 36.77,
- "MTOPIntentClassification (fr)": 15.37,
- "MasakhaNEWSClassification (fra)": 65.76,
- "MassiveIntentClassification (fr)": 15.82,
- "MassiveScenarioClassification (fr)": 23.92
+ "Model": "bert-base-multilingual-cased",
+ "AmazonReviewsClassification (fr)": 29.39,
+ "MTOPDomainClassification (fr)": 63.61,
+ "MTOPIntentClassification (fr)": 37.84,
+ "MasakhaNEWSClassification (fra)": 64.0,
+ "MassiveIntentClassification (fr)": 37.3,
+ "MassiveScenarioClassification (fr)": 44.47
}
]
},
"Clustering": {
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- "Model": "xlm-roberta-large",
- "AlloProfClusteringP2P": 56.54,
- "AlloProfClusteringS2S": 21.18,
- "BlurbsClusteringP2P": 29.84,
- "BlurbsClusteringS2S": 7.29,
- "HALClusteringS2S": 5.94,
- "MLSUMClusteringP2P": 42.67,
- "MLSUMClusteringS2S": 18.5,
- "MasakhaNEWSClusteringP2P (fra)": 34.02,
- "MasakhaNEWSClusteringS2S (fra)": 21.52,
- "TenKGnadClusteringP2P": 32.46,
- "TenKGnadClusteringS2S": 6.16
+ "Model": "bert-base-multilingual-cased",
+ "AlloProfClusteringP2P": 51.5,
+ "AlloProfClusteringS2S": 43.06,
+ "HALClusteringS2S": 20.81,
+ "MLSUMClusteringP2P": 40.9,
+ "MLSUMClusteringS2S": 31.8,
+ "MasakhaNEWSClusteringP2P (fra)": 24.23,
+ "MasakhaNEWSClusteringS2S (fra)": 24.46
}
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "max_ap": [
{
- "Model": "xlm-roberta-large",
- "OpusparcusPC (fr)": 83.73,
- "PawsXPairClassification (fr)": 53.38
+ "Model": "bert-base-multilingual-cased",
+ "OpusparcusPC (fr)": 86.77,
+ "PawsXPairClassification (fr)": 53.39
+ },
+ {
+ "Model": "bert-base-multilingual-cased",
+ "OpusparcusPC (fr)": 87.76,
+ "PawsXPairClassification (fr)": 53.41
}
]
},
"Reranking": {
"map": [
{
- "Model": "xlm-roberta-large",
- "AlloprofReranking": 28.62,
- "SyntecReranking": 49.4
+ "Model": "bert-base-multilingual-cased",
+ "AlloprofReranking": 36.23,
+ "SyntecReranking": 53.25
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "xlm-roberta-large",
- "AlloprofRetrieval": 0.52,
+ "Model": "bert-base-multilingual-cased",
+ "AlloprofRetrieval": 1.63,
"BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.9,
- "SyntecRetrieval": 6.6,
- "XPQARetrieval (fr)": 12.7
+ "MintakaRetrieval (fr)": 3.55,
+ "SyntecRetrieval": 18.95,
+ "XPQARetrieval (fr)": 18.49
}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "xlm-roberta-large",
- "SICKFr": 50.01,
- "STS22 (fr)": 55.49,
- "STSBenchmarkMultilingualSTS (fr)": 42.32
+ "Model": "bert-base-multilingual-cased",
+ "SICKFr": 58.75,
+ "STS22 (fr)": 39.05,
+ "STSBenchmarkMultilingualSTS (fr)": 52.25
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
{
- "Model": "xlm-roberta-large",
- "SummEvalFr": 28.89
+ "Model": "bert-base-multilingual-cased",
+ "SummEvalFr": 28.81
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
"InstructionRetrieval": {
"p-MRR": []
}
},
- "rubert-base-cased-sentence": {
+ "gtr-t5-xxl": {
"BitextMining": {
- "f1": [
- {
- "Model": "rubert-base-cased-sentence",
- "Tatoeba (rus-Cyrl_eng-Latn)": 20.26
- }
- ]
+ "f1": []
},
"Classification": {
"accuracy": [
{
- "Model": "rubert-base-cased-sentence",
- "GeoreviewClassification (rus-Cyrl)": 38.05,
- "HeadlineClassification (rus-Cyrl)": 67.64,
- "InappropriatenessClassification (rus-Cyrl)": 58.27,
- "KinopoiskClassification (rus-Cyrl)": 45.86,
- "MassiveIntentClassification (rus-Cyrl)": 49.1,
- "MassiveScenarioClassification (rus-Cyrl)": 51.91,
- "RuReviewsClassification (rus-Cyrl)": 58.34,
- "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.18,
- "RuSciBenchOECDClassification (rus-Cyrl)": 40.11
+ "Model": "gtr-t5-xxl",
+ "AmazonCounterfactualClassification (en)": 67.3,
+ "AmazonPolarityClassification": 75.05,
+ "AmazonReviewsClassification (en)": 37.3,
+ "Banking77Classification": 82.32,
+ "EmotionClassification": 43.19,
+ "ImdbClassification": 70.8,
+ "MTOPDomainClassification (en)": 93.84,
+ "MTOPIntentClassification (en)": 67.71,
+ "MassiveIntentClassification (en)": 70.61,
+ "MassiveScenarioClassification (en)": 77.77,
+ "ToxicConversationsClassification": 68.48,
+ "TweetSentimentExtractionClassification": 54.54
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "rubert-base-cased-sentence",
- "GeoreviewClusteringP2P (rus-Cyrl)": 41.82,
- "MLSUMClusteringP2P (rus-Cyrl)": 43.71,
- "MLSUMClusteringS2S (rus-Cyrl)": 45.94,
- "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 46.29,
- "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.28
+ "Model": "gtr-t5-xxl",
+ "ArxivClusteringP2P": 37.9,
+ "ArxivClusteringS2S": 32.39,
+ "BiorxivClusteringP2P": 30.48,
+ "BiorxivClusteringS2S": 27.5,
+ "MedrxivClusteringP2P": 29.12,
+ "MedrxivClusteringS2S": 27.56,
+ "RedditClustering": 64.13,
+ "RedditClusteringP2P": 62.84,
+ "StackExchangeClustering": 71.43,
+ "StackExchangeClusteringP2P": 32.85,
+ "TwentyNewsgroupsClustering": 50.44
}
]
},
"PairClassification": {
- "ap": [],
- "cosine_ap": [
+ "max_ap": [
{
- "Model": "rubert-base-cased-sentence",
- "OpusparcusPC (rus-Cyrl)": 81.52,
- "TERRa (rus-Cyrl)": 59.12
+ "Model": "gtr-t5-xxl",
+ "SprintDuplicateQuestions": 95.68,
+ "TwitterSemEval2015": 77.54,
+ "TwitterURLCorpus": 85.13
+ },
+ {
+ "Model": "gtr-t5-xxl",
+ "SprintDuplicateQuestions": 95.68,
+ "TwitterSemEval2015": 77.54,
+ "TwitterURLCorpus": 85.13
}
]
},
"Reranking": {
"map": [
{
- "Model": "rubert-base-cased-sentence",
- "RuBQReranking (rus-Cyrl)": 39.89
+ "Model": "gtr-t5-xxl",
+ "AskUbuntuDupQuestions": 63.23,
+ "MindSmallReranking": 31.93,
+ "SciDocsRR": 77.96,
+ "StackOverflowDupQuestions": 53.5
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "rubert-base-cased-sentence",
- "RiaNewsRetrieval (rus-Cyrl)": 6.72,
- "RuBQRetrieval (rus-Cyrl)": 12.63
+ "Model": "gtr-t5-xxl",
+ "ArguAna": 53.77,
+ "CQADupstackRetrieval": 38.56,
+ "ClimateFEVER": 27.21,
+ "DBPedia": 41.28,
+ "FEVER": 74.08,
+ "FiQA2018": 46.78,
+ "HotpotQA": 59.67,
+ "MSMARCO": 44.05,
+ "NFCorpus": 34.18,
+ "NQ": 57.24,
+ "QuoraRetrieval": 89.09,
+ "SCIDOCS": 15.88,
+ "SciFact": 66.77,
+ "TRECCOVID": 51.9,
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}
]
},
"STS": {
- "spearman": [],
"cosine_spearman": [
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- "Model": "rubert-base-cased-sentence",
- "RUParaPhraserSTS (rus-Cyrl)": 66.24,
- "RuSTSBenchmarkSTS (rus-Cyrl)": 66.03,
- "STS22 (rus-Cyrl)": 51.27,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 66.71
+ "Model": "gtr-t5-xxl",
+ "BIOSSES": 81.91,
+ "SICK-R": 74.29,
+ "STS12": 70.12,
+ "STS13": 82.72,
+ "STS14": 78.24,
+ "STS15": 86.26,
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+ "STS17 (en-en)": 85.18,
+ "STS22 (en)": 65.76,
+ "STSBenchmark": 77.73
}
]
},
"Summarization": {
- "spearman": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "glove.6B.300d": {
- "BitextMining": {
- "f1": [
+ "cosine_spearman": [
{
- "Model": "glove.6B.300d",
- "BUCC (de-en)": 0.18,
- "BUCC (fr-en)": 0.19,
- "BUCC (ru-en)": 0.1,
- "BUCC (zh-en)": 0.0
+ "Model": "gtr-t5-xxl",
+ "SummEval": 30.64
}
]
},
+ "MultilabelClassification": {
+ "accuracy": []
+ },
+ "InstructionRetrieval": {
+ "p-MRR": []
+ }
+ },
+ "sentence-camembert-base": {
+ "BitextMining": {
+ "f1": []
+ },
"Classification": {
"accuracy": [
{
- "Model": "glove.6B.300d",
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- "Banking77Classification": 67.69,
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- "MassiveScenarioClassification (en)": 66.03,
- "ToxicConversationsClassification": 65.4,
- "TweetSentimentExtractionClassification": 50.8
+ "Model": "sentence-camembert-base",
+ "AmazonReviewsClassification (fr)": 36.03,
+ "MTOPDomainClassification (fr)": 77.1,
+ "MTOPIntentClassification (fr)": 43.44,
+ "MasakhaNEWSClassification (fra)": 70.36,
+ "MassiveIntentClassification (fr)": 51.59,
+ "MassiveScenarioClassification (fr)": 61.28
}
]
},
"Clustering": {
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- "ArxivClusteringS2S": 23.14,
- "BiorxivClusteringP2P": 29.27,
- "BiorxivClusteringS2S": 19.18,
- "MedrxivClusteringP2P": 26.12,
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- "RedditClustering": 28.46,
- "RedditClusteringP2P": 35.82,
- "StackExchangeClustering": 35.8,
- "StackExchangeClusteringP2P": 28.51,
- "TwentyNewsgroupsClustering": 25.83
+ "Model": "sentence-camembert-base",
+ "AlloProfClusteringP2P": 59.09,
+ "AlloProfClusteringS2S": 38.92,
+ "HALClusteringS2S": 20.22,
+ "MLSUMClusteringP2P": 35.98,
+ "MLSUMClusteringS2S": 27.05,
+ "MasakhaNEWSClusteringP2P (fra)": 36.03,
+ "MasakhaNEWSClusteringS2S (fra)": 30.77
}
]
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
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{
- "Model": "glove.6B.300d",
- "SprintDuplicateQuestions": 86.96,
- "TwitterSemEval2015": 48.45,
- "TwitterURLCorpus": 77.35
+ "Model": "sentence-camembert-base",
+ "OpusparcusPC (fr)": 92.05,
+ "PawsXPairClassification (fr)": 57.44
+ },
+ {
+ "Model": "sentence-camembert-base",
+ "OpusparcusPC (fr)": 92.05,
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}
]
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+ "Tatoeba (deu-Latn_eng-Latn)": 99.47,
+ "Tatoeba (war-Latn_eng-Latn)": 41.97,
+ "Tatoeba (tha-Thai_eng-Latn)": 93.64,
+ "Tatoeba (nds-Latn_eng-Latn)": 77.42,
+ "Tatoeba (gla-Latn_eng-Latn)": 63.53,
+ "Tatoeba (kat-Geor_eng-Latn)": 59.67,
+ "Tatoeba (epo-Latn_eng-Latn)": 87.76,
+ "Tatoeba (cor-Latn_eng-Latn)": 9.19,
+ "Tatoeba (lit-Latn_eng-Latn)": 69.07,
+ "Tatoeba (mhr-Cyrl_eng-Latn)": 16.24,
+ "Tatoeba (slk-Latn_eng-Latn)": 88.84,
+ "Tatoeba (eus-Latn_eng-Latn)": 40.64,
+ "Tatoeba (hrv-Latn_eng-Latn)": 93.97,
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+ "Tatoeba (sqi-Latn_eng-Latn)": 67.06,
+ "Tatoeba (ita-Latn_eng-Latn)": 91.94,
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- "MasakhaNEWSClassification (fra)": 79.29,
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- "MassiveScenarioClassification (fr)": 65.29
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+ "AmazonCounterfactualClassification (deu-Latn)": 71.25,
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+ "AngryTweetsClassification (dan-Latn)": 65.01,
+ "Banking77Classification": 81.41,
+ "CBD (pol-Latn)": 72.59,
+ "DanishPoliticalCommentsClassification (dan-Latn)": 34.68,
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+ "GeoreviewClassification (rus-Cyrl)": 56.72,
+ "HeadlineClassification (rus-Cyrl)": 87.02,
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+ "InappropriatenessClassification (rus-Cyrl)": 70.36,
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+ "MassiveIntentClassification (swe-Latn)": 70.41,
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+ "MassiveScenarioClassification (msa-Latn)": 72.85,
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+ "MasakhaNEWSClusteringP2P (lug-Latn)": 53.69,
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+ "MasakhaNEWSClusteringP2P (xho-Latn)": 59.17,
+ "MasakhaNEWSClusteringP2P (yor-Latn)": 65.86,
+ "MasakhaNEWSClusteringS2S (fra)": 49.2,
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+ "MasakhaNEWSClusteringS2S (fra-Latn)": 74.9,
+ "MasakhaNEWSClusteringS2S (hau-Latn)": 40.78,
+ "MasakhaNEWSClusteringS2S (ibo-Latn)": 59.84,
+ "MasakhaNEWSClusteringS2S (lin-Latn)": 80.96,
+ "MasakhaNEWSClusteringS2S (lug-Latn)": 46.03,
+ "MasakhaNEWSClusteringS2S (orm-Ethi)": 36.15,
+ "MasakhaNEWSClusteringS2S (pcm-Latn)": 92.94,
+ "MasakhaNEWSClusteringS2S (run-Latn)": 62.3,
+ "MasakhaNEWSClusteringS2S (sna-Latn)": 52.03,
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+ "MasakhaNEWSClusteringS2S (swa-Latn)": 35.33,
+ "MasakhaNEWSClusteringS2S (tir-Ethi)": 43.92,
+ "MasakhaNEWSClusteringS2S (xho-Latn)": 26.61,
+ "MasakhaNEWSClusteringS2S (yor-Latn)": 63.18,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 62.27,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 54.13
}
]
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- "ap": [],
- "cos_sim_ap": [
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- "PawsXPairClassification (fr)": 63.13
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+ "OpusparcusPC (rus-Cyrl)": 91.44,
+ "OpusparcusPC (swe-Latn)": 95.54,
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+ "PawsXPairClassification (fra-Latn)": 61.85,
+ "PawsXPairClassification (jpn-Hira)": 51.95,
+ "PawsXPairClassification (kor-Hang)": 53.11,
+ "PawsXPairClassification (cmn-Hans)": 59.29,
+ "SICK-E-PL (pol-Latn)": 79.94,
+ "SprintDuplicateQuestions": 95.66,
+ "TERRa (rus-Cyrl)": 60.81,
+ "TwitterSemEval2015": 81.62,
+ "TwitterURLCorpus": 87.75
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+ "Model": "e5-mistral-7b-instruct",
+ "CDSC-E (pol-Latn)": 75.86,
+ "OpusparcusPC (fr)": 89.71,
+ "OpusparcusPC (deu-Latn)": 97.63,
+ "OpusparcusPC (en)": 99.1,
+ "OpusparcusPC (fin-Latn)": 92.76,
+ "OpusparcusPC (fra-Latn)": 95.23,
+ "OpusparcusPC (rus-Cyrl)": 91.44,
+ "OpusparcusPC (swe-Latn)": 95.54,
+ "PSC (pol-Latn)": 99.53,
+ "PawsXPairClassification (fr)": 64.33,
+ "PawsXPairClassification (deu-Latn)": 58.67,
+ "PawsXPairClassification (en)": 67.34,
+ "PawsXPairClassification (spa-Latn)": 60.24,
+ "PawsXPairClassification (fra-Latn)": 62.03,
+ "PawsXPairClassification (jpn-Hira)": 52.15,
+ "PawsXPairClassification (kor-Hang)": 53.14,
+ "PawsXPairClassification (cmn-Hans)": 59.4,
+ "SICK-E-PL (pol-Latn)": 79.94,
+ "SprintDuplicateQuestions": 95.86,
+ "TERRa (rus-Cyrl)": 60.81,
+ "TwitterSemEval2015": 81.62,
+ "TwitterURLCorpus": 87.79
+ },
+ {
+ "Model": "e5-mistral-7b-instruct",
+ "OpusparcusPC (fr)": 88.5,
+ "PawsXPairClassification (fr)": 63.65
}
]
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"Reranking": {
"map": [
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- "AlloprofReranking": 53.0,
- "SyntecReranking": 82.9
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+ "AlloprofReranking": 47.36,
+ "AlloprofReranking (fra-Latn)": 78.32,
+ "AskUbuntuDupQuestions": 66.98,
+ "MMarcoReranking (cmn-Hans)": 24.21,
+ "MindSmallReranking": 32.59,
+ "RuBQReranking (rus-Cyrl)": 76.32,
+ "SciDocsRR": 86.34,
+ "StackOverflowDupQuestions": 54.93,
+ "SyntecReranking": 77.05,
+ "SyntecReranking (fra-Latn)": 91.08,
+ "T2Reranking (cmn-Hans)": 66.9
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+ {
+ "Model": "e5-mistral-7b-instruct",
+ "MIRACLReranking (rus-Cyrl)": 63.61
}
]
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"Retrieval": {
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{
- "Model": "sentence-croissant-llm-base",
- "AlloprofRetrieval": 29.97,
+ "Model": "e5-mistral-7b-instruct",
+ "AILACasedocs": 36.66,
+ "AILAStatutes": 34.53,
+ "ARCChallenge": 19.0,
+ "AlloprofRetrieval": 16.46,
+ "AlloprofRetrieval (fra-Latn)": 54.62,
+ "AlphaNLI": 26.02,
+ "AppsRetrieval (eng-Latn_python-Code)": 23.46,
+ "ArguAna": 61.65,
+ "ArguAna-PL (pol-Latn)": 49.2,
"BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 21.31,
- "SyntecRetrieval": 74.2,
- "XPQARetrieval (fr)": 58.57
- }
- ]
- },
- "STS": {
- "spearman": [],
- "cos_sim_spearman": [
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- "Model": "sentence-croissant-llm-base",
- "SICKFr": 69.6,
- "STS22 (fr)": 78.77,
- "STSBenchmarkMultilingualSTS (fr)": 79.23
- }
- ]
- },
- "Summarization": {
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- "Model": "sentence-croissant-llm-base",
- "SummEvalFr": 29.04
- }
- ]
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- "InstructionRetrieval": {
- "p-MRR": []
- }
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- "rubert-tiny2": {
- "BitextMining": {
- "f1": []
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+ "BrightRetrieval (economics)": 15.49,
+ "BrightRetrieval (theoremqa_theorems)": 25.09,
+ "BrightRetrieval (aops)": 7.1,
+ "BrightRetrieval (theoremqa_questions)": 23.94,
+ "BrightRetrieval (stackoverflow)": 9.83,
+ "BrightRetrieval (psychology)": 15.79,
+ "BrightRetrieval (pony)": 4.81,
+ "BrightRetrieval (leetcode)": 28.72,
+ "BrightRetrieval (biology)": 18.84,
+ "BrightRetrieval (earth_science)": 25.96,
+ "BrightRetrieval (robotics)": 16.37,
+ "CmedqaRetrieval (cmn-Hans)": 34.23,
+ "CodeFeedbackMT (c-Code_sql-Code_python-Code_shell-Code_swift-Code_eng-Latn)": 36.4,
+ "CodeFeedbackST (python-Code_javascript-Code_go-Code_ruby-Code_java-Code_php-Code_eng-Latn)": 76.41,
+ "CodeSearchNetCCRetrieval (python-Code)": 90.6,
+ "CodeSearchNetCCRetrieval (javascript-Code)": 86.18,
+ "CodeSearchNetCCRetrieval (go-Code)": 84.05,
+ "CodeSearchNetCCRetrieval (ruby-Code)": 85.89,
+ "CodeSearchNetCCRetrieval (java-Code)": 86.21,
+ "CodeSearchNetCCRetrieval (php-Code)": 75.95,
+ "CodeSearchNetRetrieval (python-Code)": 91.75,
+ "CodeSearchNetRetrieval (javascript-Code)": 80.93,
+ "CodeSearchNetRetrieval (go-Code)": 93.06,
+ "CodeSearchNetRetrieval (ruby-Code)": 85.37,
+ "CodeSearchNetRetrieval (java-Code)": 84.08,
+ "CodeSearchNetRetrieval (php-Code)": 83.14,
+ "CodeTransOceanContest (python-Code_c++-Code)": 88.58,
+ "CodeTransOceanDL": 31.74,
+ "CosQA (eng-Latn_python-Code)": 33.1,
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- "XPQARetrieval (fr)": 51.2
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]
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- "STS22 (zh)": 54.32,
- "STS22 (zh-en)": 61.75,
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]
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- "Model": "distiluse-base-multilingual-cased-v2",
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},
"InstructionRetrieval": {
"p-MRR": []
}
},
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+ "text2vec-large-chinese": {
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- {
- "Model": "sentence-bert-swedish-cased",
- "BornholmBitextMining": 14.08
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- ]
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- "NordicLangClassification": 51.45,
- "NorwegianParliament": 55.74,
- "ScalaDaClassification": 50.12,
- "ScalaNbClassification": 50.34
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+ "TNews": 38.92,
+ "Waimai": 76.01
}
]
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+ "ThuNewsClusteringP2P": 35.05,
+ "ThuNewsClusteringS2S": 26.14
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+ ]
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+ {
+ "Model": "text2vec-large-chinese",
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+ ]
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+ ]
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"Retrieval": {
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"InstructionRetrieval": {
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},
- "voyage-law-2": {
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"Classification": {
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- "MasakhaNEWSClassification (fra)": 76.42,
- "MassiveIntentClassification (fr)": 66.94,
- "MassiveScenarioClassification (fr)": 72.78
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- "MLSUMClusteringS2S (fr)": 42.95,
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- "MasakhaNEWSClusteringS2S (fra)": 38.79
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+ "ArxivClusteringP2P": 47.56,
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]
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- "cos_sim_ap": [
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- "LEMBQMSumRetrieval": 57.26,
- "LEMBSummScreenFDRetrieval": 98.72,
- "LEMBWikimQARetrieval": 87.08,
- "LeCaRDv2": 72.75,
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- "LegalBenchCorporateLobbying": 95.66,
- "LegalQuAD": 67.47,
- "LegalSummarization": 68.96,
- "MintakaRetrieval (fr)": 34.92,
- "SyntecRetrieval": 87.33,
- "XPQARetrieval (fr)": 73.56
- },
- {
- "Model": "voyage-law-2",
- "LEMBNeedleRetrieval": 80.5,
- "LEMBPasskeyRetrieval": 93.75
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+ "ArguAna": 51.0,
+ "CQADupstackRetrieval": 33.37,
+ "ClimateFEVER": 22.97,
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+ "TRECCOVID": 55.67,
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]
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"STS": {
- "spearman": [],
- "cos_sim_spearman": [
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- "SICKFr": 74.09,
- "STS22 (fr)": 83.75,
- "STSBenchmarkMultilingualSTS (fr)": 83.02
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+ "BIOSSES": 83.29,
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+ "STS12": 67.65,
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]
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- "SummEvalFr": 30.34
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- }
- },
- "monobert-large-msmarco": {
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- },
- "Classification": {
+ "MultilabelClassification": {
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- "Clustering": {
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- "Reranking": {
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- "News21InstructionRetrieval": -0.8,
- "Robust04InstructionRetrieval": -9.36
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+ "p-MRR": []
}
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- "Baichuan-text-embedding": {
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"f1": []
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@@ -20221,326 +20547,347 @@
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]
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}
]
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+ "Model": "voyage-multilingual-2",
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]
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+ "SyntecReranking": 90.4
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]
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+ "MintakaRetrieval (fr)": 49.19,
+ "SyntecRetrieval": 87.28,
+ "XPQARetrieval (fr)": 72.92
+ },
+ {
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+ "LEMBPasskeyRetrieval": 97.0
}
]
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- "cos_sim_spearman": [
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+ "STSBenchmarkMultilingualSTS (fr)": 82.72
}
]
},
"Summarization": {
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+ "cosine_spearman": [
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+ "Model": "voyage-multilingual-2",
+ "SummEvalFr": 29.96
+ }
+ ]
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+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
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}
},
- "universal-sentence-encoder-multilingual-large-3": {
+ "USER-base": {
"BitextMining": {
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+ "f1": [
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+ "Model": "USER-base",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 90.2
+ }
+ ]
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}
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+ "MLSUMClusteringS2S (rus-Cyrl)": 45.73,
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}
]
},
"PairClassification": {
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- "Model": "universal-sentence-encoder-multilingual-large-3",
- "OpusparcusPC (fr)": 93.38,
- "PawsXPairClassification (fr)": 53.62
+ "Model": "USER-base",
+ "OpusparcusPC (rus-Cyrl)": 91.65,
+ "TERRa (rus-Cyrl)": 60.02
+ },
+ {
+ "Model": "USER-base",
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}
]
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{
- "Model": "universal-sentence-encoder-multilingual-large-3",
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+ {
+ "Model": "USER-base",
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}
]
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- "MintakaRetrieval (fr)": 26.21,
- "SyntecRetrieval": 63.69,
- "XPQARetrieval (fr)": 65.21
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+ "RiaNewsRetrieval (rus-Cyrl)": 77.83,
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}
]
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": [
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- "Model": "universal-sentence-encoder-multilingual-large-3",
- "SICKFr": 74.39,
- "STS22 (fr)": 71.11,
- "STSBenchmarkMultilingualSTS (fr)": 78.16
+ "Model": "USER-base",
+ "RUParaPhraserSTS (rus-Cyrl)": 73.56,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 82.26,
+ "STS22 (rus-Cyrl)": 63.39,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
+ },
+ {
+ "Model": "USER-base",
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+ "RuSTSBenchmarkSTS (rus-Cyrl)": 82.26,
+ "STS22 (rus-Cyrl)": 63.39,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": [
{
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "SummEvalFr": 28.56
+ "Model": "USER-base",
+ "CEDRClassification (rus-Cyrl)": 46.47,
+ "SensitiveTopicsClassification (rus-Cyrl)": 27.5
}
]
},
@@ -20548,23 +20895,42 @@
"p-MRR": []
}
},
- "text-search-ada-doc-001": {
+ "electra-small-swedish-cased-discriminator": {
"BitextMining": {
- "f1": []
+ "f1": [
+ {
+ "Model": "electra-small-swedish-cased-discriminator",
+ "BornholmBitextMining": 0.85
+ }
+ ]
},
"Classification": {
- "accuracy": []
- },
- "Clustering": {
- "v_measure": [
+ "accuracy": [
{
- "Model": "text-search-ada-doc-001",
- "TwentyNewsgroupsClustering": 32.92
+ "Model": "electra-small-swedish-cased-discriminator",
+ "AngryTweetsClassification": 40.52,
+ "DKHateClassification": 52.28,
+ "DanishPoliticalCommentsClassification": 25.17,
+ "LccSentimentClassification": 36.67,
+ "MassiveIntentClassification (da)": 6.51,
+ "MassiveIntentClassification (nb)": 5.66,
+ "MassiveIntentClassification (sv)": 6.6,
+ "MassiveScenarioClassification (da)": 11.5,
+ "MassiveScenarioClassification (nb)": 11.26,
+ "MassiveScenarioClassification (sv)": 12.16,
+ "NoRecClassification": 39.72,
+ "NordicLangClassification": 44.53,
+ "NorwegianParliament": 52.44,
+ "ScalaDaClassification": 51.66,
+ "ScalaNbClassification": 52.41
}
]
},
+ "Clustering": {
+ "v_measure": []
+ },
"PairClassification": {
- "ap": []
+ "max_ap": []
},
"Reranking": {
"map": []
@@ -20573,509 +20939,567 @@
"ndcg_at_10": []
},
"STS": {
- "spearman": []
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": []
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
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}
},
- "Cohere-embed-english-v3.0": {
+ "gtr-t5-base": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": []
+ "accuracy": [
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+ "Model": "gtr-t5-base",
+ "AmazonCounterfactualClassification (en)": 69.33,
+ "AmazonPolarityClassification": 67.82,
+ "AmazonReviewsClassification (en)": 38.48,
+ "Banking77Classification": 79.26,
+ "EmotionClassification": 42.2,
+ "ImdbClassification": 65.99,
+ "MTOPDomainClassification (en)": 92.42,
+ "MTOPIntentClassification (en)": 62.44,
+ "MassiveIntentClassification (en)": 67.05,
+ "MassiveScenarioClassification (en)": 75.4,
+ "ToxicConversationsClassification": 66.6,
+ "TweetSentimentExtractionClassification": 56.02
+ }
+ ]
},
"Clustering": {
- "v_measure": []
+ "v_measure": [
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+ "Model": "gtr-t5-base",
+ "ArxivClusteringP2P": 35.49,
+ "ArxivClusteringS2S": 27.18,
+ "BiorxivClusteringP2P": 27.66,
+ "BiorxivClusteringS2S": 23.25,
+ "MedrxivClusteringP2P": 27.57,
+ "MedrxivClusteringS2S": 25.13,
+ "RedditClustering": 56.13,
+ "RedditClusteringP2P": 58.53,
+ "StackExchangeClustering": 64.21,
+ "StackExchangeClusteringP2P": 33.01,
+ "TwentyNewsgroupsClustering": 46.72
+ }
+ ]
},
"PairClassification": {
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+ "max_ap": [
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+ "Model": "gtr-t5-base",
+ "SprintDuplicateQuestions": 94.55,
+ "TwitterSemEval2015": 72.23,
+ "TwitterURLCorpus": 84.77
+ },
+ {
+ "Model": "gtr-t5-base",
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+ ]
},
"Reranking": {
- "map": []
+ "map": [
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+ "Model": "gtr-t5-base",
+ "AskUbuntuDupQuestions": 60.86,
+ "MindSmallReranking": 31.33,
+ "SciDocsRR": 73.71,
+ "StackOverflowDupQuestions": 51.01
+ }
+ ]
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"Retrieval": {
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- "BrightRetrieval (psychology)": 21.82,
- "BrightRetrieval (economics)": 20.18,
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- "BrightRetrieval (stackoverflow)": 16.47,
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- "BrightRetrieval (pony)": 1.77,
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- "WinoGrande": 58.01
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- "BrightRetrieval (pony)": 0.84,
- "BrightRetrieval (sustainable_living)": 15.23,
- "BrightRetrieval (earth_science)": 35.49
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+ "Touche2020": 25.89
}
]
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"STS": {
- "spearman": []
+ "cosine_spearman": [
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}
]
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}
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]
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- "MassiveScenarioClassification (zh-TW)": 10.19,
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- "TweetSentimentExtractionClassification": 45.52
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+ "AmazonReviewsClassification (fr)": 29.35,
+ "MTOPDomainClassification (fr)": 63.7,
+ "MTOPIntentClassification (fr)": 37.85,
+ "MasakhaNEWSClassification (fra)": 63.89,
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+ "MassiveScenarioClassification (fr)": 44.47
+ }
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+ "XPQARetrieval (fr)": 18.35
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+ "InstructionRetrieval": {
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+ "multi-qa-MiniLM-L6-cos-v1": {
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+ "Classification": {
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- "RedditClusteringP2P": 35.06,
- "StackExchangeClustering": 39.01,
- "StackExchangeClusteringP2P": 31.46,
- "TwentyNewsgroupsClustering": 24.22
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+ "AlloProfClusteringP2P": 49.13,
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+ "MasakhaNEWSClusteringS2S (fra)": 27.27
}
]
},
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- "TwitterSemEval2015": 43.25,
- "TwitterURLCorpus": 69.22
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+ "OpusparcusPC (fr)": 88.07,
+ "PawsXPairClassification (fr)": 57.36
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+ "PawsXPairClassification (fr)": 57.48
}
]
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- "AskUbuntuDupQuestions": 50.07,
- "MindSmallReranking": 24.8,
- "SciDocsRR": 81.31,
- "StackOverflowDupQuestions": 36.22
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}
]
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- "SCIDOCS": 0.0,
- "SciFact": 47.88,
- "TRECCOVID": 29.91,
- "Touche2020": 8.46
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+ "AlloprofRetrieval": 30.23,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 16.31,
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+ "XPQARetrieval (fr)": 48.83
}
]
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- "STS22 (tr)": 31.73,
- "STS22 (zh)": 16.35,
- "STS22 (zh-en)": 8.44,
- "STSBenchmark": 61.26
+ "Model": "multi-qa-MiniLM-L6-cos-v1",
+ "SICKFr": 62.11,
+ "STS22 (fr)": 74.62,
+ "STSBenchmarkMultilingualSTS (fr)": 63.85
+ }
+ ]
+ },
+ "Summarization": {
+ "cosine_spearman": [
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+ "Model": "multi-qa-MiniLM-L6-cos-v1",
+ "SummEvalFr": 27.59
+ }
+ ]
+ },
+ "MultilabelClassification": {
+ "accuracy": []
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+ "InstructionRetrieval": {
+ "p-MRR": []
+ }
+ },
+ "USER-bge-m3": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "USER-bge-m3",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.52
+ }
+ ]
+ },
+ "Classification": {
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+ "Model": "USER-bge-m3",
+ "GeoreviewClassification (rus-Cyrl)": 50.98,
+ "HeadlineClassification (rus-Cyrl)": 70.09,
+ "InappropriatenessClassification (rus-Cyrl)": 60.76,
+ "KinopoiskClassification (rus-Cyrl)": 63.33,
+ "MassiveIntentClassification (rus-Cyrl)": 68.85,
+ "MassiveScenarioClassification (rus-Cyrl)": 72.9,
+ "RuReviewsClassification (rus-Cyrl)": 68.52,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 57.67,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 44.2
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "USER-bge-m3",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 62.79,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 53.11,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.93
+ }
+ ]
+ },
+ "PairClassification": {
+ "max_ap": [
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+ "Model": "USER-bge-m3",
+ "OpusparcusPC (rus-Cyrl)": 90.73,
+ "TERRa (rus-Cyrl)": 64.99
+ },
+ {
+ "Model": "USER-bge-m3",
+ "OpusparcusPC (rus-Cyrl)": 90.73,
+ "TERRa (rus-Cyrl)": 65.07
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
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+ "Model": "USER-bge-m3",
+ "MIRACLReranking (rus-Cyrl)": 64.35
+ },
+ {
+ "Model": "USER-bge-m3",
+ "RuBQReranking (rus-Cyrl)": 73.08
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
+ {
+ "Model": "USER-bge-m3",
+ "MIRACLRetrieval (rus-Cyrl)": 67.33,
+ "RiaNewsRetrieval (rus-Cyrl)": 83.53,
+ "RuBQRetrieval (rus-Cyrl)": 70.03
+ }
+ ]
+ },
+ "STS": {
+ "cosine_spearman": [
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+ "Model": "USER-bge-m3",
+ "RUParaPhraserSTS (rus-Cyrl)": 76.36,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 83.35,
+ "STS22 (rus-Cyrl)": 66.42,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.96
}
]
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": [
{
- "Model": "allenai-specter",
- "SummEval": 27.66
+ "Model": "USER-bge-m3",
+ "CEDRClassification (rus-Cyrl)": 45.48,
+ "SensitiveTopicsClassification (rus-Cyrl)": 26.29
}
]
},
@@ -21083,649 +21507,537 @@
"p-MRR": []
}
},
- "bge-small-en-v1.5-instruct": {
+ "contriever-base-msmarco": {
"BitextMining": {
"f1": []
},
"Classification": {
- "accuracy": []
+ "accuracy": [
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+ "Model": "contriever-base-msmarco",
+ "AmazonCounterfactualClassification (en)": 72.19,
+ "AmazonPolarityClassification": 68.63,
+ "AmazonReviewsClassification (en)": 37.42,
+ "Banking77Classification": 80.02,
+ "EmotionClassification": 44.77,
+ "ImdbClassification": 67.04,
+ "MTOPDomainClassification (en)": 93.18,
+ "MTOPIntentClassification (en)": 69.31,
+ "MassiveIntentClassification (en)": 67.78,
+ "MassiveScenarioClassification (en)": 76.0,
+ "ToxicConversationsClassification": 67.77,
+ "TweetSentimentExtractionClassification": 56.1
+ }
+ ]
},
"Clustering": {
- "v_measure": []
+ "v_measure": [
+ {
+ "Model": "contriever-base-msmarco",
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},
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+ "f1": [
+ {
+ "Model": "rubert-base-cased-sentence",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 20.26
+ }
+ ]
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- "TNews": 45.77,
- "ToxicConversationsClassification": 72.29,
- "TweetSentimentExtractionClassification": 61.81,
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+ "HeadlineClassification (rus-Cyrl)": 67.64,
+ "InappropriatenessClassification (rus-Cyrl)": 58.27,
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+ "RuReviewsClassification (rus-Cyrl)": 58.34,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.18,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 40.11
}
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- "StackExchangeClusteringP2P": 38.49,
- "ThuNewsClusteringP2P": 58.71,
- "ThuNewsClusteringS2S": 49.86,
- "TwentyNewsgroupsClustering": 52.56
+ "Model": "rubert-base-cased-sentence",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 41.82,
+ "MLSUMClusteringP2P (rus-Cyrl)": 43.71,
+ "MLSUMClusteringS2S (rus-Cyrl)": 45.94,
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}
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+ "TERRa (rus-Cyrl)": 59.12
+ },
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+ }
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}
]
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}
]
},
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}
]
},
@@ -21733,2287 +22045,3279 @@
"p-MRR": []
}
},
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- "MassiveScenarioClassification (fr)": 68.53,
- "ToxicConversationsClassification": 70.04,
- "TweetSentimentExtractionClassification": 62.01
- }
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+ "AskUbuntuDupQuestions": 50.88,
+ "MindSmallReranking": 28.92,
+ "SciDocsRR": 63.55,
+ "StackOverflowDupQuestions": 35.65
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+ {
+ "Model": "komninos",
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+ "NQ": 12.75,
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+ "SCIDOCS": 8.47,
+ "SciFact": 29.53,
+ "TRECCOVID": 35.92,
+ "Touche2020": 13.17
+ }
+ ]
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+ {
+ "Model": "komninos",
+ "BIOSSES": 50.25,
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+ "STS13": 70.8,
+ "STS14": 63.56,
+ "STS15": 74.08,
+ "STS16": 64.6,
+ "STS17 (ar-ar)": 13.78,
+ "STS17 (en-ar)": 9.08,
+ "STS17 (en-de)": -3.11,
+ "STS17 (en-en)": 76.91,
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+ "STS17 (es-en)": -8.18,
+ "STS17 (es-es)": 48.23,
+ "STS17 (fr-en)": 5.81,
+ "STS17 (it-en)": 3.64,
+ "STS17 (ko-ko)": 2.54,
+ "STS17 (nl-en)": 0.44,
+ "STS22 (ar)": 32.42,
+ "STS22 (de)": 33.04,
+ "STS22 (de-en)": 28.65,
+ "STS22 (de-fr)": 14.77,
+ "STS22 (de-pl)": 11.21,
+ "STS22 (en)": 53.89,
+ "STS22 (es)": 48.53,
+ "STS22 (es-en)": 26.97,
+ "STS22 (es-it)": 41.1,
+ "STS22 (fr)": 49.43,
+ "STS22 (fr-pl)": 39.44,
+ "STS22 (it)": 57.77,
+ "STS22 (pl)": 12.47,
+ "STS22 (pl-en)": 45.55,
+ "STS22 (ru)": 19.44,
+ "STS22 (tr)": 47.38,
+ "STS22 (zh)": 4.78,
+ "STS22 (zh-en)": 14.05,
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+ ]
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}
]
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+ "MultilabelClassification": {
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+ "text-embedding-3-large-instruct": {
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+ "Classification": {
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"Clustering": {
- "v_measure": [
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+ "PairClassification": {
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+ "Reranking": {
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}
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- "Classification": {
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- "Clustering": {
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},
"PairClassification": {
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+ "TERRa (rus-Cyrl)": 56.09
+ },
+ {
+ "Model": "rubert-tiny-turbo",
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- "map": []
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+ {
+ "Model": "rubert-tiny-turbo",
+ "MIRACLReranking (rus-Cyrl)": 47.73
+ },
+ {
+ "Model": "rubert-tiny-turbo",
+ "RuBQReranking (rus-Cyrl)": 62.15
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+ ]
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- "TempReasonL2Pure": 0.62,
- "TempReasonL3Fact": 32.47,
- "TempReasonL3Pure": 7.01,
- "WinoGrande": 35.33
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+ "AILACasedocs": 7.43,
+ "AILAStatutes": 13.62,
+ "ARCChallenge": 3.85,
+ "AlphaNLI": 14.15,
+ "ArguAna": 32.03,
+ "ClimateFEVER": 5.56,
+ "DBPedia": 9.61,
+ "MIRACLRetrieval (rus-Cyrl)": 37.07,
+ "RiaNewsRetrieval (rus-Cyrl)": 51.27,
+ "RuBQRetrieval (rus-Cyrl)": 51.73
}
]
},
"STS": {
- "spearman": []
+ "cosine_spearman": [
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+ "RUParaPhraserSTS (rus-Cyrl)": 72.15,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 78.48,
+ "STS22 (cmn-Hans)": 32.83,
+ "STS22 (deu-Latn_fra-Latn)": 17.5,
+ "STS22 (pol-Latn_eng-Latn)": 42.08,
+ "STS22 (rus-Cyrl)": 60.06,
+ "STS22 (fra-Latn)": 42.0,
+ "STS22 (deu-Latn)": 8.16,
+ "STS22 (tur-Latn)": 15.46,
+ "STS22 (deu-Latn_eng-Latn)": 21.55,
+ "STS22 (ita-Latn)": 39.69,
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+ "STS22 (fra-Latn_pol-Latn)": 39.44,
+ "STS22 (deu-Latn_pol-Latn)": 25.53,
+ "STS22 (ara-Arab)": 27.95,
+ "STS22 (spa-Latn_eng-Latn)": 42.77,
+ "STS22 (spa-Latn_ita-Latn)": 32.83,
+ "STS22 (spa-Latn)": 45.31,
+ "STS22 (cmn-Hans_eng-Latn)": 31.25,
+ "STS22 (en)": 47.06,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.12
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+ ]
},
"Summarization": {
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+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
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+ {
+ "Model": "rubert-tiny-turbo",
+ "CEDRClassification (rus-Cyrl)": 38.95,
+ "SensitiveTopicsClassification (rus-Cyrl)": 24.44
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+ ]
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"p-MRR": []
}
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"BitextMining": {
"f1": []
},
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- "MassiveIntentClassification (zh-CN)": 73.85,
- "MassiveScenarioClassification (zh-CN)": 77.13,
- "MultilingualSentiment": 76.35,
- "OnlineShopping": 93.2,
- "TNews": 53.06,
- "Waimai": 88.1
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- ]
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- "CLSClusteringS2S": 40.33,
- "ThuNewsClusteringP2P": 69.28,
- "ThuNewsClusteringS2S": 63.75
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"PairClassification": {
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- "Ocnli": 85.44
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- "CMedQAv2": 89.6,
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+ ]
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- "TNews": 48.28,
- "Waimai": 83.99
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+ "AllegroReviews (pol-Latn)": 22.99,
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+ "AmazonCounterfactualClassification (en)": 65.03,
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+ "AmazonCounterfactualClassification (jpn-Jpan)": 60.69,
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+ "AmazonReviewsClassification (deu-Latn)": 26.05,
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+ "AmazonReviewsClassification (jpn-Jpan)": 23.65,
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+ "AngryTweetsClassification (dan-Latn)": 44.13,
+ "Banking77Classification": 81.7,
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+ "DanishPoliticalCommentsClassification (dan-Latn)": 28.31,
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+ "GeoreviewClassification (rus-Cyrl)": 25.93,
+ "HeadlineClassification (rus-Cyrl)": 28.53,
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+ "ImdbClassification": 71.17,
+ "InappropriatenessClassification (rus-Cyrl)": 51.82,
+ "JDReview (cmn-Hans)": 60.19,
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+ "MTOPDomainClassification (deu-Latn)": 71.86,
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+ "MTOPDomainClassification (hin-Deva)": 39.93,
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+ "MTOPIntentClassification (hin-Deva)": 18.63,
+ "MTOPIntentClassification (tha-Thai)": 5.39,
+ "MasakhaNEWSClassification (amh-Ethi)": 36.49,
+ "MasakhaNEWSClassification (eng)": 79.75,
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+ "MasakhaNEWSClassification (hau-Latn)": 59.22,
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+ "MasakhaNEWSClassification (orm-Ethi)": 48.15,
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+ "MasakhaNEWSClassification (xho-Latn)": 60.98,
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+ "MassiveIntentClassification (isl-Latn)": 31.46,
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+ "MassiveIntentClassification (msa-Latn)": 30.53,
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+ "MassiveIntentClassification (mya-Mymr)": 4.6,
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+ "MassiveScenarioClassification (hye-Armn)": 16.86,
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+ "MassiveScenarioClassification (pol-Latn)": 42.66,
+ "MassiveScenarioClassification (ind-Latn)": 43.05,
+ "MassiveScenarioClassification (ita-Latn)": 51.37,
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+ "MassiveScenarioClassification (lav-Latn)": 39.28,
+ "MassiveScenarioClassification (mya-Mymr)": 10.8,
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+ "MassiveScenarioClassification (tel-Telu)": 7.81,
+ "MassiveScenarioClassification (deu-Latn)": 54.09,
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+ "MassiveScenarioClassification (hin-Deva)": 23.13,
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+ "MassiveScenarioClassification (vie-Latn)": 35.9,
+ "MassiveScenarioClassification (fra-Latn)": 54.26,
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+ "MassiveScenarioClassification (tha-Thai)": 17.01,
+ "MassiveScenarioClassification (swa-Latn)": 40.34,
+ "MassiveScenarioClassification (ell-Grek)": 33.85,
+ "MassiveScenarioClassification (aze-Latn)": 36.42,
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+ "MassiveScenarioClassification (kat-Geor)": 13.45,
+ "MassiveScenarioClassification (afr-Latn)": 43.63,
+ "MassiveScenarioClassification (ben-Beng)": 17.49,
+ "MassiveScenarioClassification (cym-Latn)": 34.82,
+ "MassiveScenarioClassification (mon-Cyrl)": 25.58,
+ "MassiveScenarioClassification (tur-Latn)": 39.11,
+ "MassiveScenarioClassification (tam-Taml)": 14.55,
+ "MassiveScenarioClassification (ara-Arab)": 27.8,
+ "MassiveScenarioClassification (msa-Latn)": 37.28,
+ "MassiveScenarioClassification (cmo-Hant)": 31.7,
+ "MassiveScenarioClassification (dan-Latn)": 49.45,
+ "MassiveScenarioClassification (kan-Knda)": 8.34,
+ "MassiveScenarioClassification (urd-Arab)": 20.0,
+ "MassiveScenarioClassification (cmo-Hans)": 35.33,
+ "MassiveScenarioClassification (amh-Ethi)": 7.43,
+ "MassiveScenarioClassification (ron-Latn)": 47.86,
+ "MassiveScenarioClassification (fin-Latn)": 38.41,
+ "MassiveScenarioClassification (isl-Latn)": 39.36,
+ "MassiveScenarioClassification (sqi-Latn)": 44.67,
+ "MassiveScenarioClassification (spa-Latn)": 50.92,
+ "MassiveScenarioClassification (mal-Mlym)": 7.69,
+ "MassiveScenarioClassification (slv-Latn)": 39.88,
+ "MassiveScenarioClassification (nld-Latn)": 47.79,
+ "MassiveScenarioClassification (khm-Khmr)": 9.63,
+ "MassiveScenarioClassification (rus-Cyrl)": 28.71,
+ "MultilingualSentiment (cmn-Hans)": 41.2,
+ "NoRecClassification (nob-Latn)": 38.34,
+ "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 50.15,
+ "OnlineShopping (cmn-Hans)": 56.94,
+ "PAC (pol-Latn)": 62.1,
+ "PolEmo2.0-IN (pol-Latn)": 41.63,
+ "PolEmo2.0-OUT (pol-Latn)": 25.0,
+ "RuReviewsClassification (rus-Cyrl)": 42.33,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 13.29,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 10.62,
+ "TNews (cmn-Hans)": 21.05,
+ "ToxicConversationsClassification": 61.05,
+ "TweetSentimentExtractionClassification": 55.05,
+ "Waimai (cmn-Hans)": 63.31
}
]
},
"Clustering": {
"v_measure": [
{
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- "CLSClusteringP2P": 39.81,
- "CLSClusteringS2S": 37.34,
- "ThuNewsClusteringP2P": 59.77,
- "ThuNewsClusteringS2S": 53.78
- }
- ]
- },
- "PairClassification": {
- "ap": [],
- "cos_sim_ap": [
- {
- "Model": "m3e-base",
- "Cmnli": 69.98,
- "Ocnli": 58.0
- }
- ]
- },
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- "Model": "m3e-base",
- "CMedQAv1": 77.05,
- "CMedQAv2": 76.76,
- "MMarcoReranking": 17.51,
- "T2Reranking": 66.03
- }
- ]
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- "Retrieval": {
- "ndcg_at_10": [
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- "Model": "m3e-base",
- "CmedqaRetrieval": 30.33,
- "CovidRetrieval": 66.42,
- "DuRetrieval": 75.76,
- "EcomRetrieval": 50.27,
- "MMarcoRetrieval": 65.46,
- "MedicalRetrieval": 42.79,
- "T2Retrieval": 73.14,
- "VideoRetrieval": 51.11
+ "Model": "all-mpnet-base-v2",
+ "ArxivClusteringP2P": 48.38,
+ "ArxivClusteringS2S": 39.72,
+ "BiorxivClusteringP2P": 39.62,
+ "BiorxivClusteringS2S": 35.02,
+ "GeoreviewClusteringP2P (rus-Cyrl)": 20.33,
+ "MasakhaNEWSClusteringP2P (amh-Ethi)": 42.49,
+ "MasakhaNEWSClusteringP2P (eng)": 67.24,
+ "MasakhaNEWSClusteringP2P (fra-Latn)": 61.99,
+ "MasakhaNEWSClusteringP2P (hau-Latn)": 37.17,
+ "MasakhaNEWSClusteringP2P (ibo-Latn)": 52.0,
+ "MasakhaNEWSClusteringP2P (lin-Latn)": 69.68,
+ "MasakhaNEWSClusteringP2P (lug-Latn)": 50.96,
+ "MasakhaNEWSClusteringP2P (orm-Ethi)": 28.42,
+ "MasakhaNEWSClusteringP2P (pcm-Latn)": 64.01,
+ "MasakhaNEWSClusteringP2P (run-Latn)": 57.6,
+ "MasakhaNEWSClusteringP2P (sna-Latn)": 54.99,
+ "MasakhaNEWSClusteringP2P (som-Latn)": 31.16,
+ "MasakhaNEWSClusteringP2P (swa-Latn)": 28.29,
+ "MasakhaNEWSClusteringP2P (tir-Ethi)": 41.85,
+ "MasakhaNEWSClusteringP2P (xho-Latn)": 35.24,
+ "MasakhaNEWSClusteringP2P (yor-Latn)": 42.15,
+ "MasakhaNEWSClusteringS2S (amh-Ethi)": 44.48,
+ "MasakhaNEWSClusteringS2S (eng)": 35.69,
+ "MasakhaNEWSClusteringS2S (fra-Latn)": 41.05,
+ "MasakhaNEWSClusteringS2S (hau-Latn)": 16.64,
+ "MasakhaNEWSClusteringS2S (ibo-Latn)": 38.63,
+ "MasakhaNEWSClusteringS2S (lin-Latn)": 70.72,
+ "MasakhaNEWSClusteringS2S (lug-Latn)": 46.97,
+ "MasakhaNEWSClusteringS2S (orm-Ethi)": 23.85,
+ "MasakhaNEWSClusteringS2S (pcm-Latn)": 68.7,
+ "MasakhaNEWSClusteringS2S (run-Latn)": 52.27,
+ "MasakhaNEWSClusteringS2S (sna-Latn)": 47.64,
+ "MasakhaNEWSClusteringS2S (som-Latn)": 30.94,
+ "MasakhaNEWSClusteringS2S (swa-Latn)": 17.12,
+ "MasakhaNEWSClusteringS2S (tir-Ethi)": 42.01,
+ "MasakhaNEWSClusteringS2S (xho-Latn)": 24.16,
+ "MasakhaNEWSClusteringS2S (yor-Latn)": 35.04,
+ "MedrxivClusteringP2P": 35.58,
+ "MedrxivClusteringS2S": 32.87,
+ "RedditClustering": 54.82,
+ "RedditClusteringP2P": 56.77,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 14.66,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 12.49,
+ "StackExchangeClustering": 53.8,
+ "StackExchangeClusteringP2P": 34.28,
+ "TwentyNewsgroupsClustering": 49.74
}
]
},
- "STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "PairClassification": {
+ "max_ap": [
{
- "Model": "m3e-base",
- "AFQMC": 35.87,
- "ATEC": 41.27,
- "BQ": 63.81,
- "LCQMC": 74.88,
- "PAWSX": 12.19,
- "QBQTC": 32.07,
- "STS22 (zh)": 66.73,
- "STSB": 76.97
- }
- ]
- },
- "Summarization": {
- "spearman": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "nb-bert-base": {
- "BitextMining": {
- "f1": [
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+ "CDSC-E (pol-Latn)": 45.37,
+ "OpusparcusPC (deu-Latn)": 89.78,
+ "OpusparcusPC (en)": 97.75,
+ "OpusparcusPC (fin-Latn)": 85.82,
+ "OpusparcusPC (fra-Latn)": 86.61,
+ "OpusparcusPC (rus-Cyrl)": 79.85,
+ "OpusparcusPC (swe-Latn)": 81.81,
+ "PSC (pol-Latn)": 83.28,
+ "PawsXPairClassification (deu-Latn)": 52.17,
+ "PawsXPairClassification (en)": 61.99,
+ "PawsXPairClassification (spa-Latn)": 55.06,
+ "PawsXPairClassification (fra-Latn)": 56.42,
+ "PawsXPairClassification (jpn-Hira)": 47.43,
+ "PawsXPairClassification (kor-Hang)": 49.75,
+ "PawsXPairClassification (cmn-Hans)": 52.47,
+ "SICK-E-PL (pol-Latn)": 46.51,
+ "SprintDuplicateQuestions": 90.15,
+ "TERRa (rus-Cyrl)": 44.52,
+ "TwitterSemEval2015": 73.85,
+ "TwitterURLCorpus": 85.11
+ },
{
- "Model": "nb-bert-base",
- "BornholmBitextMining": 9.88
+ "Model": "all-mpnet-base-v2",
+ "CDSC-E (pol-Latn)": 45.37,
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+ "OpusparcusPC (en)": 97.75,
+ "OpusparcusPC (fin-Latn)": 85.82,
+ "OpusparcusPC (fra-Latn)": 86.61,
+ "OpusparcusPC (rus-Cyrl)": 79.93,
+ "OpusparcusPC (swe-Latn)": 81.81,
+ "PSC (pol-Latn)": 83.28,
+ "PawsXPairClassification (deu-Latn)": 52.28,
+ "PawsXPairClassification (en)": 61.99,
+ "PawsXPairClassification (spa-Latn)": 55.06,
+ "PawsXPairClassification (fra-Latn)": 56.42,
+ "PawsXPairClassification (jpn-Hira)": 47.6,
+ "PawsXPairClassification (kor-Hang)": 49.84,
+ "PawsXPairClassification (cmn-Hans)": 52.51,
+ "SICK-E-PL (pol-Latn)": 46.55,
+ "SprintDuplicateQuestions": 90.15,
+ "TERRa (rus-Cyrl)": 44.52,
+ "TwitterSemEval2015": 73.87,
+ "TwitterURLCorpus": 85.11
}
]
},
- "Classification": {
- "accuracy": [
+ "Reranking": {
+ "map": [
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- "DKHateClassification": 61.73,
- "DanishPoliticalCommentsClassification": 34.84,
- "LccSentimentClassification": 51.4,
- "MassiveIntentClassification (da)": 56.69,
- "MassiveIntentClassification (nb)": 60.67,
- "MassiveIntentClassification (sv)": 53.89,
- "MassiveScenarioClassification (da)": 61.93,
- "MassiveScenarioClassification (nb)": 67.31,
- "MassiveScenarioClassification (sv)": 55.37,
- "NoRecClassification": 51.32,
- "NordicLangClassification": 84.69,
- "NorwegianParliament": 57.41,
- "ScalaDaClassification": 57.99,
- "ScalaNbClassification": 62.25
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+ "AlloprofReranking (fra-Latn)": 69.63,
+ "AskUbuntuDupQuestions": 65.85,
+ "MMarcoReranking (cmn-Hans)": 4.65,
+ "MindSmallReranking": 30.97,
+ "RuBQReranking (rus-Cyrl)": 30.96,
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- }
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- "text2vec-base-multilingual": {
- "BitextMining": {
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+ "BrightRetrieval (leetcode)": 26.4,
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+ "CodeSearchNetRetrieval (java-Code)": 65.11,
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+ "LEMBQMSumRetrieval": 21.54,
+ "LEMBSummScreenFDRetrieval": 60.43,
+ "LEMBWikimQARetrieval": 44.92,
+ "LeCaRDv2 (zho-Hans)": 18.09,
+ "LegalBenchConsumerContractsQA": 75.25,
+ "LegalBenchCorporateLobbying": 89.04,
+ "LegalQuAD (deu-Latn)": 10.67,
+ "LegalSummarization": 58.55,
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+ "MSMARCO": 39.75,
+ "MedicalRetrieval (cmn-Hans)": 1.71,
+ "MintakaRetrieval (ara-Arab)": 1.97,
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+ "MintakaRetrieval (spa-Latn)": 10.11,
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+ "MintakaRetrieval (hin-Deva)": 2.03,
+ "MintakaRetrieval (ita-Latn)": 5.63,
+ "MintakaRetrieval (jpn-Hira)": 6.77,
+ "MintakaRetrieval (por-Latn)": 8.05,
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+ "NFCorpus-PL (pol-Latn)": 8.77,
+ "NQ": 50.45,
+ "PIQA": 29.03,
+ "Quail": 3.41,
+ "QuoraRetrieval": 87.46,
+ "RARbCode": 53.21,
+ "RARbMath": 71.85,
+ "RuBQRetrieval (rus-Cyrl)": 4.75,
+ "SCIDOCS": 23.76,
+ "SCIDOCS-PL (pol-Latn)": 4.02,
+ "SIQA": 2.38,
+ "SciFact": 65.57,
+ "SciFact-PL (pol-Latn)": 13.31,
+ "SpartQA": 0.22,
+ "StackOverflowQA": 90.32,
+ "SyntecRetrieval (fra-Latn)": 57.39,
+ "SyntheticText2SQL (eng-Latn_sql-Code)": 45.09,
+ "T2Retrieval (cmn-Hans)": 2.98,
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+ "TRECCOVID-PL (pol-Latn)": 12.11,
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+ "TempReasonL2Fact": 11.2,
+ "TempReasonL2Pure": 1.15,
+ "TempReasonL3Fact": 9.42,
+ "TempReasonL3Pure": 5.59,
+ "Touche2020": 19.93,
+ "VideoRetrieval (cmn-Hans)": 8.48,
+ "WinoGrande": 20.77,
+ "XPQARetrieval (ara-Arab_ara-Arab)": 9.42,
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+ "XPQARetrieval (ara-Arab_eng-Latn)": 8.98,
+ "XPQARetrieval (deu-Latn_deu-Latn)": 55.82,
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+ "XPQARetrieval (deu-Latn_eng-Latn)": 30.44,
+ "XPQARetrieval (spa-Latn_spa-Latn)": 40.01,
+ "XPQARetrieval (eng-Latn_spa-Latn)": 6.12,
+ "XPQARetrieval (spa-Latn_eng-Latn)": 29.44,
+ "XPQARetrieval (fra-Latn_fra-Latn)": 51.94,
+ "XPQARetrieval (eng-Latn_fra-Latn)": 11.48,
+ "XPQARetrieval (fra-Latn_eng-Latn)": 32.52,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 37.45,
+ "XPQARetrieval (eng-Latn_hin-Deva)": 5.11,
+ "XPQARetrieval (hin-Deva_eng-Latn)": 7.37,
+ "XPQARetrieval (ita-Latn_ita-Latn)": 54.2,
+ "XPQARetrieval (eng-Latn_ita-Latn)": 6.08,
+ "XPQARetrieval (ita-Latn_eng-Latn)": 30.32,
+ "XPQARetrieval (jpn-Hira_jpn-Hira)": 37.46,
+ "XPQARetrieval (eng-Latn_jpn-Hira)": 5.79,
+ "XPQARetrieval (jpn-Hira_eng-Latn)": 14.77,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 10.39,
+ "XPQARetrieval (eng-Latn_kor-Hang)": 7.09,
+ "XPQARetrieval (kor-Hang_eng-Latn)": 6.96,
+ "XPQARetrieval (pol-Latn_pol-Latn)": 23.71,
+ "XPQARetrieval (eng-Latn_pol-Latn)": 8.83,
+ "XPQARetrieval (pol-Latn_eng-Latn)": 15.94,
+ "XPQARetrieval (por-Latn_por-Latn)": 33.56,
+ "XPQARetrieval (eng-Latn_por-Latn)": 3.76,
+ "XPQARetrieval (por-Latn_eng-Latn)": 23.45,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 5.5,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 3.3,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 4.18,
+ "XPQARetrieval (cmn-Hans_cmn-Hans)": 23.8,
+ "XPQARetrieval (eng-Latn_cmn-Hans)": 7.2,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 12.84
+ },
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- "Model": "text2vec-base-multilingual",
- "AmazonReviewsClassification (fr)": 34.25,
- "MTOPDomainClassification (fr)": 71.83,
- "MTOPIntentClassification (fr)": 44.53,
- "MasakhaNEWSClassification (fra)": 73.84,
- "MassiveIntentClassification (fr)": 51.93,
- "MassiveScenarioClassification (fr)": 58.31
+ "Model": "all-mpnet-base-v2",
+ "LEMBNeedleRetrieval": 16.0,
+ "LEMBPasskeyRetrieval": 24.5
}
- ]
- },
- "Clustering": {
- "v_measure": [
+ ],
+ "recall_at_1": [
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- "MLSUMClusteringS2S": 30.39,
- "MasakhaNEWSClusteringP2P (fra)": 38.51,
- "MasakhaNEWSClusteringS2S (fra)": 32.51
+ "Model": "all-mpnet-base-v2",
+ "BrightRetrieval (biology)": 25.57,
+ "BrightRetrieval (sustainable_living)": 18.01,
+ "BrightRetrieval (psychology)": 15.84,
+ "BrightRetrieval (economics)": 18.93,
+ "BrightRetrieval (earth_science)": 34.05,
+ "BrightRetrieval (stackoverflow)": 14.96,
+ "BrightRetrieval (pony)": 1.19,
+ "BrightRetrieval (robotics)": 10.89
}
]
},
- "PairClassification": {
- "ap": [],
- "cos_sim_ap": [
+ "STS": {
+ "cosine_spearman": [
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- "Model": "text2vec-base-multilingual",
- "OpusparcusPC (fr)": 92.04,
- "PawsXPairClassification (fr)": 65.57
- }
- ]
- },
- "Reranking": {
- "map": [
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+ "AFQMC (cmn-Hans)": 8.01,
+ "ATEC (cmn-Hans)": 14.03,
+ "BIOSSES": 80.43,
+ "BQ (cmn-Hans)": 21.39,
+ "CDSC-R (pol-Latn)": 77.04,
+ "LCQMC (cmn-Hans)": 22.84,
+ "PAWSX (cmn-Hans)": 6.44,
+ "RUParaPhraserSTS (rus-Cyrl)": 42.15,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 55.68,
+ "SICK-R": 80.59,
+ "SICK-R-PL (pol-Latn)": 50.2,
+ "SICKFr (fra-Latn)": 67.05,
+ "STS12": 72.63,
+ "STS13": 83.48,
+ "STS14": 78.0,
+ "STS15": 85.66,
+ "STS16": 80.03,
+ "STS17 (fra-Latn_eng-Latn)": 41.64,
+ "STS17 (nld-Latn_eng-Latn)": 32.89,
+ "STS17 (spa-Latn_eng-Latn)": 25.28,
+ "STS17 (en-en)": 90.6,
+ "STS17 (kor-Hang)": 39.11,
+ "STS17 (ara-Arab)": 55.42,
+ "STS17 (spa-Latn)": 78.4,
+ "STS17 (eng-Latn_deu-Latn)": 35.5,
+ "STS17 (eng-Latn_ara-Arab)": 6.76,
+ "STS17 (eng-Latn_tur-Latn)": -4.58,
+ "STS17 (ita-Latn_eng-Latn)": 31.8,
+ "STS22 (pol-Latn)": 24.21,
+ "STS22 (ita-Latn)": 58.02,
+ "STS22 (spa-Latn_eng-Latn)": 55.09,
+ "STS22 (fra-Latn)": 77.1,
+ "STS22 (tur-Latn)": 29.35,
+ "STS22 (cmn-Hans)": 42.24,
+ "STS22 (deu-Latn)": 27.0,
+ "STS22 (spa-Latn_ita-Latn)": 41.61,
+ "STS22 (fra-Latn_pol-Latn)": 73.25,
+ "STS22 (deu-Latn_eng-Latn)": 49.73,
+ "STS22 (cmn-Hans_eng-Latn)": 40.47,
+ "STS22 (spa-Latn)": 55.98,
+ "STS22 (ara-Arab)": 38.96,
+ "STS22 (en)": 68.39,
+ "STS22 (deu-Latn_pol-Latn)": 23.53,
+ "STS22 (rus-Cyrl)": 15.83,
+ "STS22 (pol-Latn_eng-Latn)": 51.07,
+ "STS22 (deu-Latn_fra-Latn)": 31.39,
+ "STSB (cmn-Hans)": 37.7,
+ "STSBenchmark": 83.42,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 57.01,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.54,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 65.15,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 62.72,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 65.78,
+ "STSBenchmarkMultilingualSTS (en)": 83.42,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 61.43,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 62.12,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.43,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 52.36
+ },
{
- "Model": "text2vec-base-multilingual",
- "AlloprofReranking": 51.48,
- "SyntecReranking": 70.28
+ "Model": "all-mpnet-base-v2",
+ "STS17 (en-en)": 90.6,
+ "STS22 (en)": 67.95
}
]
},
- "Retrieval": {
- "ndcg_at_10": [
+ "Summarization": {
+ "cosine_spearman": [
{
- "Model": "text2vec-base-multilingual",
- "AlloprofRetrieval": 18.9,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 14.81,
- "SyntecRetrieval": 49.69,
- "XPQARetrieval (fr)": 40.4
+ "Model": "all-mpnet-base-v2",
+ "SummEval": 27.49,
+ "SummEvalFr (fra-Latn)": 28.11
+ },
+ {
+ "Model": "all-mpnet-base-v2",
+ "SummEval": 27.49,
+ "SummEvalFr (fra-Latn)": 28.11
}
]
},
- "STS": {
- "spearman": [],
- "cos_sim_spearman": [
+ "MultilabelClassification": {
+ "accuracy": [
{
- "Model": "text2vec-base-multilingual",
- "SICKFr": 77.25,
- "STS22 (fr)": 74.1,
- "STSBenchmarkMultilingualSTS (fr)": 83.48
+ "Model": "all-mpnet-base-v2",
+ "CEDRClassification (rus-Cyrl)": 35.98,
+ "SensitiveTopicsClassification (rus-Cyrl)": 17.83
}
]
},
- "Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
+ "InstructionRetrieval": {
+ "p-MRR": [
{
- "Model": "text2vec-base-multilingual",
- "SummEvalFr": 29.33
+ "Model": "all-mpnet-base-v2",
+ "Core17InstructionRetrieval": -0.74,
+ "News21InstructionRetrieval": -1.79,
+ "Robust04InstructionRetrieval": -6.71
}
]
- },
- "InstructionRetrieval": {
- "p-MRR": []
}
},
- "xlm-roberta-base": {
+ "e5-large": {
"BitextMining": {
"f1": [
{
- "Model": "xlm-roberta-base",
- "BornholmBitextMining": 4.42
+ "Model": "e5-large",
+ "BornholmBitextMining": 40.15
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "xlm-roberta-base",
- "AmazonReviewsClassification (fr)": 26.75,
- "AngryTweetsClassification": 52.41,
- "DKHateClassification": 56.78,
- "DanishPoliticalCommentsClassification": 34.03,
- "LccSentimentClassification": 52.27,
- "MTOPDomainClassification (fr)": 43.83,
- "MTOPIntentClassification (fr)": 19.38,
- "MasakhaNEWSClassification (fra)": 60.5,
- "MassiveIntentClassification (da)": 41.06,
- "MassiveIntentClassification (nb)": 40.46,
- "MassiveIntentClassification (sv)": 45.12,
- "MassiveIntentClassification (fr)": 13.58,
- "MassiveScenarioClassification (da)": 43.91,
- "MassiveScenarioClassification (nb)": 44.83,
- "MassiveScenarioClassification (sv)": 47.35,
- "MassiveScenarioClassification (fr)": 23.21,
- "NoRecClassification": 46.28,
- "NordicLangClassification": 79.39,
- "NorwegianParliament": 56.75,
- "ScalaDaClassification": 57.3,
- "ScalaNbClassification": 58.33
+ "Model": "e5-large",
+ "AngryTweetsClassification": 46.14,
+ "DKHateClassification": 58.72,
+ "DanishPoliticalCommentsClassification": 28.67,
+ "LccSentimentClassification": 42.13,
+ "MassiveIntentClassification (da)": 42.29,
+ "MassiveIntentClassification (nb)": 40.63,
+ "MassiveIntentClassification (sv)": 40.69,
+ "MassiveScenarioClassification (da)": 52.95,
+ "MassiveScenarioClassification (nb)": 51.91,
+ "MassiveScenarioClassification (sv)": 50.97,
+ "NoRecClassification": 41.83,
+ "NordicLangClassification": 58.3,
+ "NorwegianParliament": 57.26,
+ "ScalaDaClassification": 49.9,
+ "ScalaNbClassification": 50.13
}
]
},
"Clustering": {
- "v_measure": [
- {
- "Model": "xlm-roberta-base",
- "AlloProfClusteringP2P": 52.24,
- "AlloProfClusteringS2S": 20.37,
- "HALClusteringS2S": 8.68,
- "MLSUMClusteringP2P": 40.44,
- "MLSUMClusteringS2S": 24.14,
- "MasakhaNEWSClusteringP2P (fra)": 29.29,
- "MasakhaNEWSClusteringS2S (fra)": 23.76
- }
- ]
+ "v_measure": []
},
"PairClassification": {
- "ap": [],
- "cos_sim_ap": [
- {
- "Model": "xlm-roberta-base",
- "OpusparcusPC (fr)": 85.45,
- "PawsXPairClassification (fr)": 51.35
- }
- ]
+ "max_ap": []
},
"Reranking": {
- "map": [
- {
- "Model": "xlm-roberta-base",
- "AlloprofReranking": 25.58,
- "SyntecReranking": 43.75
- }
- ]
+ "map": []
},
"Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "xlm-roberta-base",
- "AlloprofRetrieval": 0.16,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.88,
- "SyntecRetrieval": 3.33,
- "XPQARetrieval (fr)": 11.65
- }
- ]
+ "ndcg_at_10": []
},
"STS": {
- "spearman": [],
- "cos_sim_spearman": [
- {
- "Model": "xlm-roberta-base",
- "SICKFr": 48.62,
- "STS22 (fr)": 56.72,
- "STSBenchmarkMultilingualSTS (fr)": 46.23
- }
- ]
+ "cosine_spearman": []
},
"Summarization": {
- "spearman": [],
- "cos_sim_spearman": [
- {
- "Model": "xlm-roberta-base",
- "SummEvalFr": 29.14
- }
- ]
+ "cosine_spearman": []
+ },
+ "MultilabelClassification": {
+ "accuracy": []
},
"InstructionRetrieval": {
"p-MRR": []
diff --git a/all_data_tasks/0/default.jsonl b/all_data_tasks/0/default.jsonl
index 09c51d4d576feb243c69aedd6957c8a614eb9e04..e81b0970dabe159ca0672ae057956481bce72481 100644
--- a/all_data_tasks/0/default.jsonl
+++ b/all_data_tasks/0/default.jsonl
@@ -1,266 +1,266 @@
-{"index":203,"Rank":1,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":90.37,"AmazonCounterfactualClassification (en)":94.28,"AmazonPolarityClassification":97.74,"AmazonReviewsClassification (en)":63.96,"Banking77Classification":92.42,"EmotionClassification":93.38,"ImdbClassification":97.14,"MassiveIntentClassification (en)":86.1,"MassiveScenarioClassification (en)":92.17,"MTOPDomainClassification (en)":99.25,"MTOPIntentClassification (en)":94.37,"ToxicConversationsClassification":92.74,"TweetSentimentExtractionClassification":80.87}
-{"index":92,"Rank":2,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":89.05,"AmazonCounterfactualClassification (en)":92.72,"AmazonPolarityClassification":97.31,"AmazonReviewsClassification (en)":61.04,"Banking77Classification":90.02,"EmotionClassification":93.37,"ImdbClassification":96.8,"MassiveIntentClassification (en)":85.97,"MassiveScenarioClassification (en)":90.61,"MTOPDomainClassification (en)":98.58,"MTOPIntentClassification (en)":91.3,"ToxicConversationsClassification":91.14,"TweetSentimentExtractionClassification":79.7}
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diff --git a/all_data_tasks/1/default.jsonl b/all_data_tasks/1/default.jsonl
index c75741c93c8aab4d70ce18d5921330ad5308581c..5f47bbb470c43d2774315e5d7b54959e3f68462f 100644
--- a/all_data_tasks/1/default.jsonl
+++ b/all_data_tasks/1/default.jsonl
@@ -1,251 +1,251 @@
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+{"index":84,"Rank":272,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","ArxivClusteringP2P":41.14,"ArxivClusteringS2S":31.79,"BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
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+{"index":255,"Rank":329,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","ArxivClusteringP2P":33.59,"ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":""}
+{"index":343,"Rank":350,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":26.05,"MedrxivClusteringP2P":"","MedrxivClusteringS2S":25.67,"RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":44.92}
+{"index":344,"Rank":351,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92}
+{"index":349,"Rank":355,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01}
+{"index":350,"Rank":356,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64}
+{"index":351,"Rank":357,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":31.78,"RedditClusteringP2P":"","StackExchangeClustering":36.86,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":29.33}
diff --git a/all_data_tasks/10/default.jsonl b/all_data_tasks/10/default.jsonl
index 0d780553372ca4020abf734ff15f8ab4fbb09498..74b0720d6abcce761360f1ea24f8a89a146accd2 100644
--- a/all_data_tasks/10/default.jsonl
+++ b/all_data_tasks/10/default.jsonl
@@ -1,53 +1,68 @@
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-{"index":108,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.66,"Cmnli":92.54,"Ocnli":90.77}
-{"index":157,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.55,"Cmnli":92.54,"Ocnli":90.56}
-{"index":45,"Rank":4,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.87,"Cmnli":90.87,"Ocnli":90.87}
-{"index":238,"Rank":5,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.24,"Cmnli":92.64,"Ocnli":87.84}
-{"index":30,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":89.88,"Cmnli":92.49,"Ocnli":87.26}
-{"index":38,"Rank":7,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":88.92,"Cmnli":90.66,"Ocnli":87.18}
-{"index":6,"Rank":8,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
-{"index":146,"Rank":9,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
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-{"index":161,"Rank":11,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":87.93,"Cmnli":90.42,"Ocnli":85.43}
-{"index":122,"Rank":12,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":87.84,"Cmnli":90.49,"Ocnli":85.18}
-{"index":39,"Rank":13,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
-{"index":8,"Rank":14,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
-{"index":255,"Rank":15,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
-{"index":7,"Rank":16,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"index":21,"Rank":17,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
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-{"index":265,"Rank":19,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
-{"index":91,"Rank":20,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
-{"index":186,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
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-{"index":32,"Rank":26,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
-{"index":33,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
-{"index":40,"Rank":28,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":81.46,"Cmnli":85.92,"Ocnli":77.01}
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diff --git a/all_data_tasks/11/default.jsonl b/all_data_tasks/11/default.jsonl
index bcf36c32bff8ad89abf71393287a9a9183a682e7..8d2fa4cf7955845a7770c71a0eab99abf7992c70 100644
--- a/all_data_tasks/11/default.jsonl
+++ b/all_data_tasks/11/default.jsonl
@@ -1,83 +1,83 @@
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diff --git a/all_data_tasks/12/default.jsonl b/all_data_tasks/12/default.jsonl
index b07d4f47047a61d7ebf6a6e0092afad5e9415f7f..52039911d2b1379b3ab9747d0b051ed67d09c8cb 100644
--- a/all_data_tasks/12/default.jsonl
+++ b/all_data_tasks/12/default.jsonl
@@ -1,77 +1,77 @@
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diff --git a/all_data_tasks/13/default.jsonl b/all_data_tasks/13/default.jsonl
index 4e68501b3f677f66234a9e2521ac7fc12a5a34bd..609e9f5251cf8ea2d2a1cd49854ea92e0441b25a 100644
--- a/all_data_tasks/13/default.jsonl
+++ b/all_data_tasks/13/default.jsonl
@@ -1,73 +1,97 @@
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diff --git a/all_data_tasks/16/default.jsonl b/all_data_tasks/16/default.jsonl
index e0c5651b054ca1eaa34af4089d5f3f5a023a2d22..b1cfa8e28662d467360bc5a5ab597c1d66567a05 100644
--- a/all_data_tasks/16/default.jsonl
+++ b/all_data_tasks/16/default.jsonl
@@ -2,11 +2,11 @@
{"index":11,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
{"index":35,"Rank":4,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
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+{"index":27,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
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{"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.61,"AmazonReviewsClassification (fr)":41.59,"MasakhaNEWSClassification (fra)":81.4,"MassiveIntentClassification (fr)":62.83,"MassiveScenarioClassification (fr)":69.71,"MTOPDomainClassification (fr)":90.05,"MTOPIntentClassification (fr)":66.09}
{"index":4,"Rank":11,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.56,"AmazonReviewsClassification (fr)":43.36,"MasakhaNEWSClassification (fra)":74.81,"MassiveIntentClassification (fr)":68.06,"MassiveScenarioClassification (fr)":74.29,"MTOPDomainClassification (fr)":90.33,"MTOPIntentClassification (fr)":60.52}
{"index":63,"Rank":12,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":68.48,"AmazonReviewsClassification (fr)":36.62,"MasakhaNEWSClassification (fra)":80.4,"MassiveIntentClassification (fr)":65.86,"MassiveScenarioClassification (fr)":71.6,"MTOPDomainClassification (fr)":88.7,"MTOPIntentClassification (fr)":67.69}
@@ -15,44 +15,44 @@
{"index":62,"Rank":15,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":67.57,"AmazonReviewsClassification (fr)":42.33,"MasakhaNEWSClassification (fra)":70.52,"MassiveIntentClassification (fr)":66.7,"MassiveScenarioClassification (fr)":74.58,"MTOPDomainClassification (fr)":90.39,"MTOPIntentClassification (fr)":60.88}
{"index":2,"Rank":16,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.44,"AmazonReviewsClassification (fr)":42.15,"MasakhaNEWSClassification (fra)":82.13,"MassiveIntentClassification (fr)":63.08,"MassiveScenarioClassification (fr)":70.15,"MTOPDomainClassification (fr)":87.68,"MTOPIntentClassification (fr)":59.44}
{"index":64,"Rank":17,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.4,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":73.18,"MassiveIntentClassification (fr)":66.3,"MassiveScenarioClassification (fr)":71.7,"MTOPDomainClassification (fr)":88.96,"MTOPIntentClassification (fr)":67.76}
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{"index":15,"Rank":37,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.3,"AmazonReviewsClassification (fr)":38.6,"MasakhaNEWSClassification (fra)":82.58,"MassiveIntentClassification (fr)":56.31,"MassiveScenarioClassification (fr)":59.5,"MTOPDomainClassification (fr)":80.79,"MTOPIntentClassification (fr)":50.01}
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{"index":59,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.9,"AmazonReviewsClassification (fr)":35.12,"MasakhaNEWSClassification (fra)":80.83,"MassiveIntentClassification (fr)":43.21,"MassiveScenarioClassification (fr)":49.78,"MTOPDomainClassification (fr)":69.24,"MTOPIntentClassification (fr)":51.25}
{"index":5,"Rank":46,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.31,"AmazonReviewsClassification (fr)":31.12,"MasakhaNEWSClassification (fra)":65.9,"MassiveIntentClassification (fr)":46.13,"MassiveScenarioClassification (fr)":54.32,"MTOPDomainClassification (fr)":72.26,"MTOPIntentClassification (fr)":50.12}
{"index":69,"Rank":47,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":52.14,"AmazonReviewsClassification (fr)":27.54,"MasakhaNEWSClassification (fra)":72.2,"MassiveIntentClassification (fr)":44.82,"MassiveScenarioClassification (fr)":53.76,"MTOPDomainClassification (fr)":75.59,"MTOPIntentClassification (fr)":38.94}
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{"index":53,"Rank":49,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":48.37,"AmazonReviewsClassification (fr)":29.02,"MasakhaNEWSClassification (fra)":75.69,"MassiveIntentClassification (fr)":38.01,"MassiveScenarioClassification (fr)":43.63,"MTOPDomainClassification (fr)":64.49,"MTOPIntentClassification (fr)":39.4}
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{"index":22,"Rank":52,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.09,"AmazonReviewsClassification (fr)":29.39,"MasakhaNEWSClassification (fra)":63.91,"MassiveIntentClassification (fr)":37.3,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.63,"MTOPIntentClassification (fr)":37.86}
{"index":21,"Rank":53,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":46.09,"AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":63.89,"MassiveIntentClassification (fr)":37.28,"MassiveScenarioClassification (fr)":44.47,"MTOPDomainClassification (fr)":63.7,"MTOPIntentClassification (fr)":37.85}
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{"index":60,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.38,"AmazonReviewsClassification (fr)":26.85,"MasakhaNEWSClassification (fra)":67.94,"MassiveIntentClassification (fr)":15.09,"MassiveScenarioClassification (fr)":21.67,"MTOPDomainClassification (fr)":34.99,"MTOPIntentClassification (fr)":15.76}
{"index":51,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.21,"AmazonReviewsClassification (fr)":22.45,"MasakhaNEWSClassification (fra)":55.64,"MassiveIntentClassification (fr)":16.41,"MassiveScenarioClassification (fr)":22.72,"MTOPDomainClassification (fr)":24.27,"MTOPIntentClassification (fr)":9.79}
{"index":49,"Rank":58,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":24.91,"AmazonReviewsClassification (fr)":24.9,"MasakhaNEWSClassification (fra)":71.14,"MassiveIntentClassification (fr)":6.98,"MassiveScenarioClassification (fr)":11.41,"MTOPDomainClassification (fr)":25.55,"MTOPIntentClassification (fr)":9.49}
@@ -76,11 +76,11 @@
{"index":67,"Rank":85,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
{"index":70,"Rank":86,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":74.05,"MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":72,"Rank":88,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (fr)":23.31,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.41,"MassiveScenarioClassification (fr)":40.26,"MTOPDomainClassification (fr)":54.61,"MTOPIntentClassification (fr)":34.71}
-{"index":74,"Rank":89,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
-{"index":75,"Rank":90,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
-{"index":84,"Rank":92,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":30.84,"MassiveScenarioClassification (fr)":42.42,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
-{"index":85,"Rank":93,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (fr)":33.45,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.8,"MassiveScenarioClassification (fr)":63.39,"MTOPDomainClassification (fr)":76.17,"MTOPIntentClassification (fr)":53.26}
-{"index":86,"Rank":94,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
-{"index":88,"Rank":95,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
-{"index":89,"Rank":96,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
-{"index":90,"Rank":97,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
+{"index":75,"Rank":90,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
+{"index":76,"Rank":91,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
+{"index":85,"Rank":93,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":30.84,"MassiveScenarioClassification (fr)":42.42,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
+{"index":86,"Rank":94,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (fr)":33.45,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.8,"MassiveScenarioClassification (fr)":63.39,"MTOPDomainClassification (fr)":76.17,"MTOPIntentClassification (fr)":53.26}
+{"index":87,"Rank":95,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
+{"index":89,"Rank":96,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
+{"index":90,"Rank":97,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
+{"index":91,"Rank":98,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
diff --git a/all_data_tasks/17/default.jsonl b/all_data_tasks/17/default.jsonl
index 2be56314f408ec0ebddba10ba04656e46c30362d..49864754a27eab3594cbd681b477d4a7ac6884bf 100644
--- a/all_data_tasks/17/default.jsonl
+++ b/all_data_tasks/17/default.jsonl
@@ -3,44 +3,44 @@
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
{"index":27,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
{"index":37,"Rank":5,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
-{"index":96,"Rank":6,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
+{"index":97,"Rank":6,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
{"index":26,"Rank":7,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":47.45,"AlloProfClusteringP2P":64.71,"AlloProfClusteringS2S":45.57,"HALClusteringS2S":25.37,"MLSUMClusteringP2P (fr)":44.23,"MLSUMClusteringS2S (fr)":44.58,"MasakhaNEWSClusteringP2P (fra)":61.58,"MasakhaNEWSClusteringS2S (fra)":46.1}
{"index":4,"Rank":8,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
{"index":29,"Rank":9,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":46.25,"AlloProfClusteringP2P":62.17,"AlloProfClusteringS2S":45.12,"HALClusteringS2S":23.56,"MLSUMClusteringP2P (fr)":43.3,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":52.88,"MasakhaNEWSClusteringS2S (fra)":53.93}
{"index":2,"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.46,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44,"MLSUMClusteringP2P (fr)":45.23,"MLSUMClusteringS2S (fr)":41.48,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":35.18}
{"index":0,"Rank":11,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
{"index":3,"Rank":12,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
-{"index":82,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
+{"index":83,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
{"index":45,"Rank":14,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":43.17,"AlloProfClusteringP2P":62.69,"AlloProfClusteringS2S":42.06,"HALClusteringS2S":23.9,"MLSUMClusteringP2P (fr)":42.04,"MLSUMClusteringS2S (fr)":32.29,"MasakhaNEWSClusteringP2P (fra)":54.51,"MasakhaNEWSClusteringS2S (fra)":44.73}
{"index":55,"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.66,"AlloProfClusteringP2P":62.09,"AlloProfClusteringS2S":32.98,"HALClusteringS2S":22.48,"MLSUMClusteringP2P (fr)":43.48,"MLSUMClusteringS2S (fr)":38.53,"MasakhaNEWSClusteringP2P (fra)":47.91,"MasakhaNEWSClusteringS2S (fra)":51.16}
-{"index":91,"Rank":16,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
+{"index":92,"Rank":16,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
{"index":1,"Rank":17,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
{"index":66,"Rank":18,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
{"index":36,"Rank":19,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
{"index":10,"Rank":20,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
{"index":61,"Rank":21,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
-{"index":81,"Rank":22,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
+{"index":82,"Rank":22,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
{"index":63,"Rank":23,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
{"index":7,"Rank":24,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
{"index":54,"Rank":25,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
{"index":16,"Rank":26,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
-{"index":80,"Rank":27,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
+{"index":81,"Rank":27,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
{"index":53,"Rank":28,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
{"index":65,"Rank":29,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":40.4,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":37.62,"HALClusteringS2S":25.76,"MLSUMClusteringP2P (fr)":41.82,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":42.63,"MasakhaNEWSClusteringS2S (fra)":36.4}
-{"index":79,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
-{"index":95,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
+{"index":80,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
+{"index":96,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
{"index":64,"Rank":32,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
{"index":35,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
-{"index":78,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
+{"index":79,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
{"index":58,"Rank":35,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.93,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.2,"MLSUMClusteringS2S (fr)":37.61,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
{"index":15,"Rank":36,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
-{"index":56,"Rank":37,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
-{"index":73,"Rank":38,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
+{"index":74,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
+{"index":56,"Rank":38,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
{"index":28,"Rank":39,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":38.61,"AlloProfClusteringP2P":55.52,"AlloProfClusteringS2S":35.8,"HALClusteringS2S":23.14,"MLSUMClusteringP2P (fr)":40.31,"MLSUMClusteringS2S (fr)":40.05,"MasakhaNEWSClusteringP2P (fra)":45.03,"MasakhaNEWSClusteringS2S (fra)":30.39}
-{"index":77,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
+{"index":78,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
{"index":68,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
{"index":62,"Rank":42,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
-{"index":92,"Rank":43,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
+{"index":93,"Rank":43,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
{"index":44,"Rank":44,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
{"index":59,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
{"index":70,"Rank":46,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
@@ -49,12 +49,12 @@
{"index":20,"Rank":49,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
{"index":52,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
{"index":69,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
-{"index":87,"Rank":52,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
-{"index":76,"Rank":53,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
+{"index":88,"Rank":52,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
+{"index":77,"Rank":53,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
{"index":5,"Rank":54,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
{"index":60,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
-{"index":94,"Rank":56,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
-{"index":93,"Rank":57,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
+{"index":95,"Rank":56,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
+{"index":94,"Rank":57,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
{"index":49,"Rank":58,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
{"index":51,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
{"index":50,"Rank":60,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
diff --git a/all_data_tasks/18/default.jsonl b/all_data_tasks/18/default.jsonl
index c858bdeb8955a545a43b98b6ccec81f88a67f34a..39df1f0eadf28216210e2278fc909715cf769853 100644
--- a/all_data_tasks/18/default.jsonl
+++ b/all_data_tasks/18/default.jsonl
@@ -1,19 +1,61 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
{"index":11,"Rank":3,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
-{"index":7,"Rank":4,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
-{"index":64,"Rank":5,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
-{"index":66,"Rank":6,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.15,"OpusparcusPC (fr)":93.37,"PawsXPairClassification (fr)":66.92}
-{"index":37,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
-{"index":27,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
-{"index":65,"Rank":9,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":79.57,"OpusparcusPC (fr)":93.72,"PawsXPairClassification (fr)":65.42}
-{"index":10,"Rank":10,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
-{"index":61,"Rank":11,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
-{"index":28,"Rank":12,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":78.3,"OpusparcusPC (fr)":93.15,"PawsXPairClassification (fr)":63.44}
-{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
-{"index":62,"Rank":14,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
-{"index":26,"Rank":15,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
-{"index":95,"Rank":16,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
-{"index":29,"Rank":17,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
-{"index":48,"Rank":55,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
-{"index":63,"Rank":68,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
+{"index":5,"Rank":4,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":82.04,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":70.31}
+{"index":7,"Rank":5,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
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diff --git a/all_data_tasks/19/default.jsonl b/all_data_tasks/19/default.jsonl
index ee922861cda34bfbccf5c735c3a3cedb2686dd5d..d5a26ad318c118a0f47d86462df6a7d60b480360 100644
--- a/all_data_tasks/19/default.jsonl
+++ b/all_data_tasks/19/default.jsonl
@@ -4,42 +4,42 @@
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{"index":0,"Rank":5,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.46,"AlloprofReranking":72.36,"SyntecReranking":88.57}
{"index":28,"Rank":6,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":80.35,"AlloprofReranking":73.1,"SyntecReranking":87.6}
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{"index":2,"Rank":9,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.78,"AlloprofReranking":70.79,"SyntecReranking":86.77}
{"index":9,"Rank":10,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
{"index":26,"Rank":11,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.14,"AlloprofReranking":70.46,"SyntecReranking":83.83}
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{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
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{"index":66,"Rank":16,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":76.43,"AlloprofReranking":68.79,"SyntecReranking":84.07}
{"index":29,"Rank":17,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":76.0,"AlloprofReranking":69.5,"SyntecReranking":82.5}
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{"index":65,"Rank":19,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.48,"AlloprofReranking":68.31,"SyntecReranking":82.65}
{"index":62,"Rank":20,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":75.3,"AlloprofReranking":65.17,"SyntecReranking":85.43}
{"index":64,"Rank":21,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.2,"AlloprofReranking":67.24,"SyntecReranking":83.17}
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{"index":1,"Rank":23,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.1,"AlloprofReranking":63.54,"SyntecReranking":82.65}
{"index":45,"Rank":24,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":72.89,"AlloprofReranking":57.62,"SyntecReranking":88.15}
{"index":56,"Rank":25,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":72.14,"AlloprofReranking":57.37,"SyntecReranking":86.9}
{"index":55,"Rank":26,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":71.76,"AlloprofReranking":58.1,"SyntecReranking":85.43}
{"index":58,"Rank":27,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":71.44,"AlloprofReranking":56.17,"SyntecReranking":86.7}
{"index":15,"Rank":28,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.82,"AlloprofReranking":51.6,"SyntecReranking":88.03}
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{"index":16,"Rank":31,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.36,"AlloprofReranking":51.01,"SyntecReranking":85.72}
{"index":36,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.95,"AlloprofReranking":53.0,"SyntecReranking":82.9}
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{"index":44,"Rank":35,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.22,"AlloprofReranking":48.68,"SyntecReranking":79.75}
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+{"index":74,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":63.28,"AlloprofReranking":51.77,"SyntecReranking":74.78}
{"index":54,"Rank":38,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":62.2,"AlloprofReranking":47.36,"SyntecReranking":77.05}
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{"index":68,"Rank":40,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":61.4,"AlloprofReranking":49.51,"SyntecReranking":73.28}
-{"index":87,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.88,"AlloprofReranking":51.48,"SyntecReranking":70.28}
-{"index":76,"Rank":42,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":52.68,"AlloprofReranking":40.28,"SyntecReranking":65.08}
+{"index":88,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.88,"AlloprofReranking":51.48,"SyntecReranking":70.28}
+{"index":77,"Rank":42,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":52.68,"AlloprofReranking":40.28,"SyntecReranking":65.08}
{"index":53,"Rank":43,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":52.62,"AlloprofReranking":38.85,"SyntecReranking":66.4}
{"index":59,"Rank":44,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.86,"AlloprofReranking":39.13,"SyntecReranking":62.58}
{"index":7,"Rank":45,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.98,"AlloprofReranking":37.09,"SyntecReranking":62.87}
@@ -52,7 +52,7 @@
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{"index":20,"Rank":53,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":44.73,"AlloprofReranking":36.21,"SyntecReranking":53.25}
{"index":60,"Rank":54,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.82,"AlloprofReranking":28.75,"SyntecReranking":50.88}
-{"index":94,"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.01,"AlloprofReranking":28.62,"SyntecReranking":49.4}
-{"index":93,"Rank":56,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":34.66,"AlloprofReranking":25.58,"SyntecReranking":43.75}
+{"index":95,"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.01,"AlloprofReranking":28.62,"SyntecReranking":49.4}
+{"index":94,"Rank":56,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":34.66,"AlloprofReranking":25.58,"SyntecReranking":43.75}
{"index":51,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":34.54,"AlloprofReranking":26.29,"SyntecReranking":42.8}
-{"index":96,"Rank":97,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloprofReranking":"","SyntecReranking":89.87}
+{"index":97,"Rank":98,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloprofReranking":"","SyntecReranking":89.87}
diff --git a/all_data_tasks/2/default.jsonl b/all_data_tasks/2/default.jsonl
index c7726ac29b7ebb72c6de4f7dcffe9e8d5baaa592..0271d0ce537d7f94a2b3d887596616129a6f3f31 100644
--- a/all_data_tasks/2/default.jsonl
+++ b/all_data_tasks/2/default.jsonl
@@ -1,201 +1,251 @@
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-{"index":93,"Rank":2,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.54,"SprintDuplicateQuestions":96.31,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.78}
-{"index":52,"Rank":3,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.35,"SprintDuplicateQuestions":96.11,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.42}
-{"index":146,"Rank":4,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.34,"SprintDuplicateQuestions":95.66,"TwitterSemEval2015":81.62,"TwitterURLCorpus":87.75}
-{"index":211,"Rank":5,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.27,"SprintDuplicateQuestions":96.52,"TwitterSemEval2015":81.35,"TwitterURLCorpus":86.94}
-{"index":308,"Rank":6,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.19,"SprintDuplicateQuestions":95.25,"TwitterSemEval2015":81.41,"TwitterURLCorpus":87.92}
-{"index":17,"Rank":7,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.14,"SprintDuplicateQuestions":97.23,"TwitterSemEval2015":79.34,"TwitterURLCorpus":87.84}
-{"index":92,"Rank":8,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.07,"SprintDuplicateQuestions":97.62,"TwitterSemEval2015":78.57,"TwitterURLCorpus":88.03}
-{"index":134,"Rank":9,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":88.07,"SprintDuplicateQuestions":96.04,"TwitterSemEval2015":80.58,"TwitterURLCorpus":87.58}
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-{"index":11,"Rank":11,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":87.51,"SprintDuplicateQuestions":95.32,"TwitterSemEval2015":79.64,"TwitterURLCorpus":87.58}
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-{"index":30,"Rank":47,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.84,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":74.8,"TwitterURLCorpus":86.46}
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-{"index":298,"Rank":53,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.41,"SprintDuplicateQuestions":95.02,"TwitterSemEval2015":75.24,"TwitterURLCorpus":85.96}
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-{"index":113,"Rank":55,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
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-{"index":296,"Rank":57,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":13,"Rank":58,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
-{"index":23,"Rank":59,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":193,"Rank":60,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":22,"Rank":61,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":24,"Rank":62,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":25,"Rank":63,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
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-{"index":147,"Rank":65,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":85.08,"SprintDuplicateQuestions":95.29,"TwitterSemEval2015":74.16,"TwitterURLCorpus":85.79}
-{"index":190,"Rank":66,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.06,"SprintDuplicateQuestions":95.0,"TwitterSemEval2015":74.5,"TwitterURLCorpus":85.69}
-{"index":191,"Rank":67,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.05,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":73.26,"TwitterURLCorpus":85.64}
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-{"index":301,"Rank":126,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
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-{"index":300,"Rank":139,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
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-{"index":280,"Rank":149,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.22,"SprintDuplicateQuestions":91.33,"TwitterSemEval2015":66.09,"TwitterURLCorpus":83.25}
-{"index":272,"Rank":150,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.22,"SprintDuplicateQuestions":91.33,"TwitterSemEval2015":66.09,"TwitterURLCorpus":83.25}
-{"index":96,"Rank":151,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.84,"SprintDuplicateQuestions":92.98,"TwitterSemEval2015":62.44,"TwitterURLCorpus":84.1}
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-{"index":292,"Rank":153,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.62,"SprintDuplicateQuestions":90.89,"TwitterSemEval2015":63.76,"TwitterURLCorpus":84.2}
-{"index":76,"Rank":154,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":79.58,"SprintDuplicateQuestions":92.58,"TwitterSemEval2015":62.37,"TwitterURLCorpus":83.79}
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-{"index":274,"Rank":156,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.49,"SprintDuplicateQuestions":88.05,"TwitterSemEval2015":67.55,"TwitterURLCorpus":82.88}
-{"index":273,"Rank":157,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.48,"SprintDuplicateQuestions":88.84,"TwitterSemEval2015":66.76,"TwitterURLCorpus":82.83}
-{"index":264,"Rank":158,"Model":"lma3-correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.34,"SprintDuplicateQuestions":92.62,"TwitterSemEval2015":62.45,"TwitterURLCorpus":82.95}
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+{"index":280,"Rank":243,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
+{"index":281,"Rank":244,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
+{"index":252,"Rank":245,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
+{"index":306,"Rank":246,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.02,"SprintDuplicateQuestions":52.99,"TwitterSemEval2015":55.48,"TwitterURLCorpus":71.58}
+{"index":290,"Rank":247,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.62,"SprintDuplicateQuestions":52.46,"TwitterSemEval2015":54.83,"TwitterURLCorpus":71.57}
+{"index":137,"Rank":248,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.33,"SprintDuplicateQuestions":36.81,"TwitterSemEval2015":55.9,"TwitterURLCorpus":76.29}
+{"index":278,"Rank":249,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"SprintDuplicateQuestions":17.4,"TwitterSemEval2015":30.38,"TwitterURLCorpus":44.04}
+{"index":325,"Rank":250,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.79,"SprintDuplicateQuestions":0.85,"TwitterSemEval2015":0.67,"TwitterURLCorpus":0.84}
+{"index":107,"Rank":292,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
diff --git a/all_data_tasks/20/default.jsonl b/all_data_tasks/20/default.jsonl
index d729de280eaffc95d73a70b77e9469d15397e546..23a10c1837e45a664d2c22833a5b068a4ea0768c 100644
--- a/all_data_tasks/20/default.jsonl
+++ b/all_data_tasks/20/default.jsonl
@@ -7,7 +7,7 @@
{"index":8,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":52.56,"AlloprofRetrieval":57.89,"BSARDRetrieval":6.3,"MintakaRetrieval (fr)":42.56,"SyntecRetrieval":90.47,"XPQARetrieval (fr)":65.58}
{"index":27,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
{"index":37,"Rank":9,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
-{"index":96,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
+{"index":97,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
{"index":0,"Rank":11,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
{"index":35,"Rank":12,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
{"index":28,"Rank":13,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
@@ -16,9 +16,9 @@
{"index":65,"Rank":16,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.9,"AlloprofRetrieval":49.84,"BSARDRetrieval":0.22,"MintakaRetrieval (fr)":31.25,"SyntecRetrieval":76.63,"XPQARetrieval (fr)":66.55}
{"index":66,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.41,"AlloprofRetrieval":49.05,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":31.06,"SyntecRetrieval":76.96,"XPQARetrieval (fr)":64.8}
{"index":64,"Rank":18,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.85,"AlloprofRetrieval":47.69,"BSARDRetrieval":1.75,"MintakaRetrieval (fr)":27.88,"SyntecRetrieval":77.67,"XPQARetrieval (fr)":64.27}
-{"index":82,"Rank":19,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
+{"index":83,"Rank":19,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
{"index":62,"Rank":20,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":43.58,"AlloprofRetrieval":45.1,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.17,"SyntecRetrieval":79.14,"XPQARetrieval (fr)":68.49}
-{"index":95,"Rank":21,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
+{"index":96,"Rank":21,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
{"index":29,"Rank":22,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.92,"AlloprofRetrieval":39.89,"BSARDRetrieval":8.41,"MintakaRetrieval (fr)":25.52,"SyntecRetrieval":77.57,"XPQARetrieval (fr)":63.2}
{"index":56,"Rank":23,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":42.17,"AlloprofRetrieval":38.15,"BSARDRetrieval":0.27,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"XPQARetrieval (fr)":66.15}
{"index":55,"Rank":24,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":41.19,"AlloprofRetrieval":36.21,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"XPQARetrieval (fr)":65.81}
@@ -26,22 +26,22 @@
{"index":1,"Rank":26,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.81,"AlloprofRetrieval":45.5,"BSARDRetrieval":0.15,"MintakaRetrieval (fr)":15.51,"SyntecRetrieval":75.83,"XPQARetrieval (fr)":67.07}
{"index":16,"Rank":27,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.42,"AlloprofRetrieval":38.36,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":25.44,"SyntecRetrieval":79.27,"XPQARetrieval (fr)":58.87}
{"index":45,"Rank":28,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":40.04,"AlloprofRetrieval":31.62,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.87,"SyntecRetrieval":81.11,"XPQARetrieval (fr)":65.62}
-{"index":81,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":39.69,"AlloprofRetrieval":40.38,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"XPQARetrieval (fr)":52.14}
-{"index":91,"Rank":30,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
-{"index":92,"Rank":31,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
+{"index":82,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":39.69,"AlloprofRetrieval":40.38,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"XPQARetrieval (fr)":52.14}
+{"index":92,"Rank":30,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
+{"index":93,"Rank":31,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
{"index":36,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":36.81,"AlloprofRetrieval":29.97,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.31,"SyntecRetrieval":74.2,"XPQARetrieval (fr)":58.57}
{"index":58,"Rank":33,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":36.55,"AlloprofRetrieval":27.01,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.53,"SyntecRetrieval":75.76,"XPQARetrieval (fr)":57.47}
{"index":15,"Rank":34,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.1,"AlloprofRetrieval":35.39,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.0,"SyntecRetrieval":76.88,"XPQARetrieval (fr)":45.23}
-{"index":80,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
-{"index":78,"Rank":36,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":35.49,"AlloprofRetrieval":30.8,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"XPQARetrieval (fr)":46.22}
-{"index":73,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":33.22,"AlloprofRetrieval":26.99,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"XPQARetrieval (fr)":51.2}
+{"index":81,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
+{"index":79,"Rank":36,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":35.49,"AlloprofRetrieval":30.8,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"XPQARetrieval (fr)":46.22}
+{"index":74,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":33.22,"AlloprofRetrieval":26.99,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"XPQARetrieval (fr)":51.2}
{"index":44,"Rank":38,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.37,"AlloprofRetrieval":21.94,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":13.36,"SyntecRetrieval":68.62,"XPQARetrieval (fr)":57.92}
-{"index":79,"Rank":39,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.18,"AlloprofRetrieval":27.52,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"XPQARetrieval (fr)":45.19}
-{"index":77,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.24,"AlloprofRetrieval":26.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"XPQARetrieval (fr)":42.51}
-{"index":76,"Rank":41,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":30.69,"AlloprofRetrieval":30.23,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"XPQARetrieval (fr)":48.83}
+{"index":80,"Rank":39,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.18,"AlloprofRetrieval":27.52,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"XPQARetrieval (fr)":45.19}
+{"index":78,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.24,"AlloprofRetrieval":26.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"XPQARetrieval (fr)":42.51}
+{"index":77,"Rank":41,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":30.69,"AlloprofRetrieval":30.23,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"XPQARetrieval (fr)":48.83}
{"index":70,"Rank":42,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.91,"AlloprofRetrieval":28.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":9.19,"SyntecRetrieval":60.15,"XPQARetrieval (fr)":51.79}
{"index":68,"Rank":43,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":28.47,"AlloprofRetrieval":19.77,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":15.53,"SyntecRetrieval":55.31,"XPQARetrieval (fr)":51.74}
-{"index":87,"Rank":44,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.76,"AlloprofRetrieval":18.9,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"XPQARetrieval (fr)":40.4}
+{"index":88,"Rank":44,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.76,"AlloprofRetrieval":18.9,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"XPQARetrieval (fr)":40.4}
{"index":54,"Rank":45,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":23.44,"AlloprofRetrieval":16.46,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.57,"SyntecRetrieval":55.9,"XPQARetrieval (fr)":41.29}
{"index":59,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.91,"AlloprofRetrieval":12.37,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.78,"SyntecRetrieval":40.57,"XPQARetrieval (fr)":33.82}
{"index":5,"Rank":47,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":16.19,"AlloprofRetrieval":3.1,"BSARDRetrieval":0.36,"MintakaRetrieval (fr)":6.31,"SyntecRetrieval":28.58,"XPQARetrieval (fr)":42.59}
@@ -54,7 +54,7 @@
{"index":60,"Rank":54,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.98,"AlloprofRetrieval":1.98,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.48,"SyntecRetrieval":24.45,"XPQARetrieval (fr)":12.98}
{"index":50,"Rank":55,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":6.73,"AlloprofRetrieval":1.72,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.51,"SyntecRetrieval":22.33,"XPQARetrieval (fr)":9.09}
{"index":49,"Rank":56,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":5.87,"AlloprofRetrieval":1.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.58,"SyntecRetrieval":20.56,"XPQARetrieval (fr)":6.59}
-{"index":94,"Rank":57,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":4.14,"AlloprofRetrieval":0.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"XPQARetrieval (fr)":12.7}
-{"index":93,"Rank":58,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":3.2,"AlloprofRetrieval":0.16,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"XPQARetrieval (fr)":11.65}
+{"index":95,"Rank":57,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":4.14,"AlloprofRetrieval":0.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"XPQARetrieval (fr)":12.7}
+{"index":94,"Rank":58,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":3.2,"AlloprofRetrieval":0.16,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"XPQARetrieval (fr)":11.65}
{"index":51,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":1.22,"AlloprofRetrieval":0.58,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.26,"SyntecRetrieval":1.58,"XPQARetrieval (fr)":3.69}
{"index":69,"Rank":86,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AlloprofRetrieval":33.2,"BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":55.9}
diff --git a/all_data_tasks/21/default.jsonl b/all_data_tasks/21/default.jsonl
index b1728195601b8bba74ff1d43c9a442a1d9c4d793..3cb696231024d7f68b7a874ef1f4fda0ae4c0691 100644
--- a/all_data_tasks/21/default.jsonl
+++ b/all_data_tasks/21/default.jsonl
@@ -3,40 +3,80 @@
{"index":28,"Rank":3,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
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+{"index":50,"Rank":58,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
+{"index":51,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
+{"index":24,"Rank":68,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":25,"Rank":69,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":30,"Rank":70,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":31,"Rank":71,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":32,"Rank":72,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":33,"Rank":73,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":38,"Rank":75,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":39,"Rank":76,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":40,"Rank":77,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":42,"Rank":79,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":48,"Rank":83,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":67,"Rank":85,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":69,"Rank":86,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":72,"Rank":88,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":73,"Rank":89,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","STS22 (fr)":49.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":75,"Rank":90,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS22 (fr)":78.7,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":76,"Rank":91,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","STS22 (fr)":79.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":85,"Rank":93,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS22 (fr)":42.0,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":86,"Rank":94,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":87,"Rank":95,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":89,"Rank":96,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":90,"Rank":97,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":91,"Rank":98,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
diff --git a/all_data_tasks/22/default.jsonl b/all_data_tasks/22/default.jsonl
index 521c161cacab2654501694b27362bc6a1c8bfc98..61c4c9621dcdf480fb01700d3ed8a9a3538275e9 100644
--- a/all_data_tasks/22/default.jsonl
+++ b/all_data_tasks/22/default.jsonl
@@ -1,18 +1,59 @@
{"index":65,"Rank":1,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":32.46}
-{"index":28,"Rank":2,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
-{"index":29,"Rank":3,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
-{"index":9,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
-{"index":11,"Rank":5,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
-{"index":8,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
-{"index":37,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
-{"index":27,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
-{"index":63,"Rank":9,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
-{"index":64,"Rank":10,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
-{"index":66,"Rank":11,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
-{"index":26,"Rank":12,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
-{"index":62,"Rank":13,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
-{"index":10,"Rank":14,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":61,"Rank":15,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":35,"Rank":16,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
-{"index":95,"Rank":17,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
-{"index":7,"Rank":18,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
+{"index":54,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEvalFr":32.22}
+{"index":58,"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
+{"index":28,"Rank":4,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
+{"index":82,"Rank":5,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
+{"index":5,"Rank":6,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
+{"index":29,"Rank":7,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
+{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
+{"index":9,"Rank":9,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
+{"index":15,"Rank":10,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
+{"index":16,"Rank":11,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
+{"index":49,"Rank":12,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
+{"index":11,"Rank":13,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
+{"index":56,"Rank":14,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
+{"index":45,"Rank":15,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
+{"index":1,"Rank":16,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
+{"index":55,"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
+{"index":53,"Rank":18,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
+{"index":97,"Rank":19,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
+{"index":8,"Rank":20,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
+{"index":83,"Rank":21,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
+{"index":3,"Rank":22,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
+{"index":27,"Rank":23,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
+{"index":37,"Rank":24,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
+{"index":63,"Rank":25,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
+{"index":64,"Rank":26,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
+{"index":81,"Rank":27,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
+{"index":66,"Rank":28,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
+{"index":26,"Rank":29,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
+{"index":68,"Rank":30,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
+{"index":62,"Rank":31,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
+{"index":80,"Rank":32,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
+{"index":4,"Rank":33,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
+{"index":10,"Rank":34,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
+{"index":61,"Rank":35,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
+{"index":35,"Rank":36,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
+{"index":96,"Rank":37,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
+{"index":59,"Rank":38,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
+{"index":79,"Rank":39,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
+{"index":50,"Rank":40,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
+{"index":88,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
+{"index":51,"Rank":42,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
+{"index":78,"Rank":43,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
+{"index":94,"Rank":44,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
+{"index":21,"Rank":45,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
+{"index":20,"Rank":46,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
+{"index":36,"Rank":47,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
+{"index":95,"Rank":48,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
+{"index":22,"Rank":49,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
+{"index":52,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
+{"index":44,"Rank":51,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
+{"index":7,"Rank":52,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
+{"index":93,"Rank":53,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
+{"index":2,"Rank":54,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
+{"index":70,"Rank":55,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
+{"index":92,"Rank":56,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
+{"index":74,"Rank":57,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
+{"index":77,"Rank":58,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
+{"index":60,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
diff --git a/all_data_tasks/26/default.jsonl b/all_data_tasks/26/default.jsonl
index 85aa1fbb5e91bd7457ab21d62efec26b370c2f63..21b0e1294991281c291ae0b2b0b47375d9e6eb1b 100644
--- a/all_data_tasks/26/default.jsonl
+++ b/all_data_tasks/26/default.jsonl
@@ -18,9 +18,9 @@
{"index":46,"Rank":18,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":57.39,"AllegroReviews":34.89,"CBD":65.71,"MassiveIntentClassification (pl)":59.71,"MassiveScenarioClassification (pl)":64.58,"PAC":68.11,"PolEmo2.0-IN":64.0,"PolEmo2.0-OUT":44.72}
{"index":32,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.05,"AllegroReviews":37.42,"CBD":63.25,"MassiveIntentClassification (pl)":57.4,"MassiveScenarioClassification (pl)":64.25,"PAC":70.55,"PolEmo2.0-IN":67.35,"PolEmo2.0-OUT":39.13}
{"index":27,"Rank":20,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.34,"AllegroReviews":29.62,"CBD":63.83,"MassiveIntentClassification (pl)":65.86,"MassiveScenarioClassification (pl)":69.99,"PAC":73.87,"PolEmo2.0-IN":52.8,"PolEmo2.0-OUT":38.4}
-{"index":55,"Rank":21,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
-{"index":54,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
-{"index":51,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
+{"index":56,"Rank":21,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
+{"index":55,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
+{"index":52,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.66,"AllegroReviews":24.89,"CBD":53.78,"MassiveIntentClassification (pl)":31.77,"MassiveScenarioClassification (pl)":37.49,"PAC":57.14,"PolEmo2.0-IN":40.97,"PolEmo2.0-OUT":17.57}
{"index":0,"Rank":25,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.99,"MassiveScenarioClassification (pl)":52.92,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":6,"Rank":26,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":27.62,"MassiveScenarioClassification (pl)":31.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
@@ -48,14 +48,14 @@
{"index":38,"Rank":50,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":47,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.63,"MassiveScenarioClassification (pl)":44.72,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":50,"Rank":54,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":35.77,"MassiveScenarioClassification (pl)":36.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":52,"Rank":55,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":53,"Rank":56,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.64,"MassiveScenarioClassification (pl)":49.97,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":56,"Rank":57,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":57,"Rank":58,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.67,"MassiveScenarioClassification (pl)":45.2,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":58,"Rank":59,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":43.95,"MassiveScenarioClassification (pl)":49.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":59,"Rank":60,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":60,"Rank":61,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":61,"Rank":62,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":62,"Rank":63,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":63,"Rank":64,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":64,"Rank":65,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":53,"Rank":56,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":54,"Rank":57,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.64,"MassiveScenarioClassification (pl)":49.97,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":57,"Rank":58,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":58,"Rank":59,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.67,"MassiveScenarioClassification (pl)":45.2,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":59,"Rank":60,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":43.95,"MassiveScenarioClassification (pl)":49.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":60,"Rank":61,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":61,"Rank":62,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":62,"Rank":63,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":63,"Rank":64,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":64,"Rank":65,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":65,"Rank":66,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
diff --git a/all_data_tasks/27/default.jsonl b/all_data_tasks/27/default.jsonl
index cc1993ad13ddcda7583ec0827a395e871fd430a0..3abb05fb94ad1dd69465f1e6dcfc09901422b985 100644
--- a/all_data_tasks/27/default.jsonl
+++ b/all_data_tasks/27/default.jsonl
@@ -14,11 +14,11 @@
{"index":40,"Rank":14,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":30.62}
{"index":39,"Rank":15,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":30.25}
{"index":33,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
-{"index":55,"Rank":17,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
+{"index":56,"Rank":17,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
{"index":29,"Rank":18,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
{"index":32,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
-{"index":54,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
+{"index":55,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
{"index":27,"Rank":21,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":18.79}
{"index":46,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
-{"index":51,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
+{"index":52,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":4.68}
diff --git a/all_data_tasks/28/default.jsonl b/all_data_tasks/28/default.jsonl
index db05e3efd17d55092eb9ea329a838b7ab116984d..bcec97636ece61243c8b479b596c7ca7a1f4d780 100644
--- a/all_data_tasks/28/default.jsonl
+++ b/all_data_tasks/28/default.jsonl
@@ -3,17 +3,28 @@
{"index":2,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
{"index":42,"Rank":4,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":88.14,"CDSC-E":79.1,"PPC":92.81,"PSC":98.61,"SICK-E-PL":82.04}
{"index":22,"Rank":5,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":87.92,"CDSC-E":79.12,"PPC":92.65,"PSC":98.42,"SICK-E-PL":81.47}
-{"index":39,"Rank":6,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":86.16,"CDSC-E":77.27,"PPC":91.76,"PSC":99.15,"SICK-E-PL":76.45}
-{"index":40,"Rank":7,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.9,"CDSC-E":76.83,"PPC":91.09,"PSC":99.53,"SICK-E-PL":76.14}
-{"index":3,"Rank":8,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
-{"index":37,"Rank":9,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
-{"index":1,"Rank":10,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
-{"index":41,"Rank":11,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":84.61,"CDSC-E":76.68,"PPC":89.7,"PSC":98.86,"SICK-E-PL":73.21}
-{"index":27,"Rank":12,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.2,"CDSC-E":59.97,"PPC":85.37,"PSC":91.98,"SICK-E-PL":55.48}
-{"index":5,"Rank":13,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.51,"CDSC-E":43.51,"PPC":70.19,"PSC":77.83,"SICK-E-PL":46.51}
-{"index":9,"Rank":18,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.43,"PPC":"","PSC":0.4,"SICK-E-PL":0.55}
-{"index":10,"Rank":19,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.37,"PPC":"","PSC":0.38,"SICK-E-PL":0.42}
-{"index":11,"Rank":20,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.46,"PPC":"","PSC":0.41,"SICK-E-PL":0.51}
-{"index":12,"Rank":21,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.44,"PPC":"","PSC":0.75,"SICK-E-PL":0.52}
-{"index":13,"Rank":22,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.41,"PPC":"","PSC":0.38,"SICK-E-PL":0.44}
-{"index":14,"Rank":23,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.56,"PPC":"","PSC":0.85,"SICK-E-PL":0.61}
+{"index":45,"Rank":6,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":87.08,"CDSC-E":75.06,"PPC":93.67,"PSC":99.05,"SICK-E-PL":80.56}
+{"index":44,"Rank":7,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":87.01,"CDSC-E":75.99,"PPC":93.31,"PSC":99.1,"SICK-E-PL":79.63}
+{"index":56,"Rank":8,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":86.23,"CDSC-E":75.76,"PPC":93.67,"PSC":98.26,"SICK-E-PL":77.22}
+{"index":39,"Rank":9,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":86.16,"CDSC-E":77.27,"PPC":91.76,"PSC":99.15,"SICK-E-PL":76.45}
+{"index":40,"Rank":10,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.9,"CDSC-E":76.83,"PPC":91.09,"PSC":99.53,"SICK-E-PL":76.14}
+{"index":30,"Rank":11,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.5,"CDSC-E":74.47,"PPC":92.18,"PSC":99.39,"SICK-E-PL":75.96}
+{"index":37,"Rank":12,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
+{"index":3,"Rank":13,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
+{"index":1,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
+{"index":41,"Rank":15,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":84.61,"CDSC-E":76.68,"PPC":89.7,"PSC":98.86,"SICK-E-PL":73.21}
+{"index":55,"Rank":16,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":83.28,"CDSC-E":72.22,"PPC":91.8,"PSC":97.14,"SICK-E-PL":71.94}
+{"index":29,"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":82.15,"CDSC-E":72.67,"PPC":88.01,"PSC":99.14,"SICK-E-PL":68.77}
+{"index":32,"Rank":18,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.5,"CDSC-E":69.7,"PPC":86.72,"PSC":99.24,"SICK-E-PL":66.34}
+{"index":52,"Rank":19,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":79.4,"CDSC-E":72.0,"PPC":86.83,"PSC":96.35,"SICK-E-PL":62.41}
+{"index":46,"Rank":20,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":79.27,"CDSC-E":68.92,"PPC":86.97,"PSC":97.42,"SICK-E-PL":63.77}
+{"index":34,"Rank":21,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":77.67,"CDSC-E":67.56,"PPC":85.98,"PSC":98.6,"SICK-E-PL":58.54}
+{"index":33,"Rank":22,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":75.48,"CDSC-E":63.61,"PPC":84.37,"PSC":98.98,"SICK-E-PL":54.95}
+{"index":27,"Rank":23,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.2,"CDSC-E":59.97,"PPC":85.37,"PSC":91.98,"SICK-E-PL":55.48}
+{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.51,"CDSC-E":43.51,"PPC":70.19,"PSC":77.83,"SICK-E-PL":46.51}
+{"index":9,"Rank":29,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.43,"PPC":"","PSC":0.4,"SICK-E-PL":0.55}
+{"index":10,"Rank":30,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.37,"PPC":"","PSC":0.38,"SICK-E-PL":0.42}
+{"index":11,"Rank":31,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.46,"PPC":"","PSC":0.41,"SICK-E-PL":0.51}
+{"index":12,"Rank":32,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.44,"PPC":"","PSC":0.75,"SICK-E-PL":0.52}
+{"index":13,"Rank":33,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.41,"PPC":"","PSC":0.38,"SICK-E-PL":0.44}
+{"index":14,"Rank":34,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.56,"PPC":"","PSC":0.85,"SICK-E-PL":0.61}
diff --git a/all_data_tasks/29/default.jsonl b/all_data_tasks/29/default.jsonl
index 7b029e498d94ca495dab5077fbc0f95442867d5a..16332e28ee4aadd5353752710478efbbfc46154a 100644
--- a/all_data_tasks/29/default.jsonl
+++ b/all_data_tasks/29/default.jsonl
@@ -6,8 +6,8 @@
{"index":39,"Rank":6,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.06,"ArguAna-PL":58.4,"DBPedia-PL":37.19,"FiQA-PL":34.53,"HotpotQA-PL":66.25,"MSMARCO-PL":32.54,"NFCorpus-PL":33.71,"NQ-PL":44.6,"Quora-PL":84.44,"SCIDOCS-PL":17.35,"SciFact-PL":68.29,"TRECCOVID-PL":73.33}
{"index":42,"Rank":7,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":49.92,"ArguAna-PL":59.02,"DBPedia-PL":36.22,"FiQA-PL":35.01,"HotpotQA-PL":66.64,"MSMARCO-PL":33.05,"NFCorpus-PL":34.14,"NQ-PL":45.65,"Quora-PL":84.44,"SCIDOCS-PL":17.84,"SciFact-PL":65.75,"TRECCOVID-PL":71.33}
{"index":30,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.98,"ArguAna-PL":53.02,"DBPedia-PL":35.82,"FiQA-PL":33.0,"HotpotQA-PL":67.41,"MSMARCO-PL":33.38,"NFCorpus-PL":30.24,"NQ-PL":52.79,"Quora-PL":83.65,"SCIDOCS-PL":13.81,"SciFact-PL":65.66,"TRECCOVID-PL":70.03}
-{"index":3,"Rank":9,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
-{"index":37,"Rank":10,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
+{"index":37,"Rank":9,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
+{"index":3,"Rank":10,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
{"index":29,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.01,"ArguAna-PL":42.81,"DBPedia-PL":30.23,"FiQA-PL":25.52,"HotpotQA-PL":63.52,"MSMARCO-PL":29.52,"NFCorpus-PL":25.98,"NQ-PL":44.8,"Quora-PL":81.22,"SCIDOCS-PL":12.35,"SciFact-PL":62.11,"TRECCOVID-PL":66.06}
{"index":41,"Rank":12,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.83,"ArguAna-PL":54.31,"DBPedia-PL":30.28,"FiQA-PL":29.75,"HotpotQA-PL":57.14,"MSMARCO-PL":25.94,"NFCorpus-PL":27.6,"NQ-PL":33.83,"Quora-PL":81.15,"SCIDOCS-PL":14.79,"SciFact-PL":58.14,"TRECCOVID-PL":58.2}
{"index":32,"Rank":13,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.43,"ArguAna-PL":37.43,"DBPedia-PL":29.27,"FiQA-PL":22.03,"HotpotQA-PL":60.15,"MSMARCO-PL":26.94,"NFCorpus-PL":26.48,"NQ-PL":40.46,"Quora-PL":78.7,"SCIDOCS-PL":11.6,"SciFact-PL":62.76,"TRECCOVID-PL":70.92}
@@ -16,8 +16,8 @@
{"index":34,"Rank":16,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":38.43,"ArguAna-PL":44.12,"DBPedia-PL":26.32,"FiQA-PL":24.95,"HotpotQA-PL":45.13,"MSMARCO-PL":25.47,"NFCorpus-PL":28.55,"NQ-PL":37.9,"Quora-PL":77.98,"SCIDOCS-PL":10.9,"SciFact-PL":54.44,"TRECCOVID-PL":46.98}
{"index":45,"Rank":17,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":34.44,"ArguAna-PL":51.87,"DBPedia-PL":24.59,"FiQA-PL":22.27,"HotpotQA-PL":32.11,"MSMARCO-PL":17.91,"NFCorpus-PL":24.05,"NQ-PL":23.54,"Quora-PL":81.49,"SCIDOCS-PL":13.23,"SciFact-PL":52.51,"TRECCOVID-PL":35.23}
{"index":44,"Rank":18,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":32.08,"ArguAna-PL":49.42,"DBPedia-PL":19.82,"FiQA-PL":19.58,"HotpotQA-PL":23.47,"MSMARCO-PL":16.51,"NFCorpus-PL":22.49,"NQ-PL":19.83,"Quora-PL":81.17,"SCIDOCS-PL":12.15,"SciFact-PL":49.49,"TRECCOVID-PL":38.97}
-{"index":55,"Rank":19,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":29.16,"ArguAna-PL":42.62,"DBPedia-PL":20.18,"FiQA-PL":14.68,"HotpotQA-PL":29.36,"MSMARCO-PL":12.45,"NFCorpus-PL":18.53,"NQ-PL":15.64,"Quora-PL":79.18,"SCIDOCS-PL":11.18,"SciFact-PL":41.53,"TRECCOVID-PL":35.38}
-{"index":54,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":26.66,"ArguAna-PL":37.83,"DBPedia-PL":18.0,"FiQA-PL":12.49,"HotpotQA-PL":22.76,"MSMARCO-PL":10.39,"NFCorpus-PL":17.16,"NQ-PL":12.56,"Quora-PL":77.18,"SCIDOCS-PL":10.26,"SciFact-PL":40.24,"TRECCOVID-PL":34.38}
+{"index":56,"Rank":19,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":29.16,"ArguAna-PL":42.62,"DBPedia-PL":20.18,"FiQA-PL":14.68,"HotpotQA-PL":29.36,"MSMARCO-PL":12.45,"NFCorpus-PL":18.53,"NQ-PL":15.64,"Quora-PL":79.18,"SCIDOCS-PL":11.18,"SciFact-PL":41.53,"TRECCOVID-PL":35.38}
+{"index":55,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":26.66,"ArguAna-PL":37.83,"DBPedia-PL":18.0,"FiQA-PL":12.49,"HotpotQA-PL":22.76,"MSMARCO-PL":10.39,"NFCorpus-PL":17.16,"NQ-PL":12.56,"Quora-PL":77.18,"SCIDOCS-PL":10.26,"SciFact-PL":40.24,"TRECCOVID-PL":34.38}
{"index":46,"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":23.36,"ArguAna-PL":38.52,"DBPedia-PL":16.1,"FiQA-PL":7.63,"HotpotQA-PL":19.72,"MSMARCO-PL":7.22,"NFCorpus-PL":17.45,"NQ-PL":9.65,"Quora-PL":74.96,"SCIDOCS-PL":7.48,"SciFact-PL":39.79,"TRECCOVID-PL":18.45}
-{"index":51,"Rank":22,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":21.18,"ArguAna-PL":36.7,"DBPedia-PL":12.36,"FiQA-PL":8.02,"HotpotQA-PL":20.83,"MSMARCO-PL":4.57,"NFCorpus-PL":16.28,"NQ-PL":5.85,"Quora-PL":71.95,"SCIDOCS-PL":6.5,"SciFact-PL":33.03,"TRECCOVID-PL":16.91}
+{"index":52,"Rank":22,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":21.18,"ArguAna-PL":36.7,"DBPedia-PL":12.36,"FiQA-PL":8.02,"HotpotQA-PL":20.83,"MSMARCO-PL":4.57,"NFCorpus-PL":16.28,"NQ-PL":5.85,"Quora-PL":71.95,"SCIDOCS-PL":6.5,"SciFact-PL":33.03,"TRECCOVID-PL":16.91}
{"index":27,"Rank":45,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna-PL":15.04,"DBPedia-PL":"","FiQA-PL":3.1,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":4.6,"NQ-PL":"","Quora-PL":77.61,"SCIDOCS-PL":1.4,"SciFact-PL":32.24,"TRECCOVID-PL":24.53}
diff --git a/all_data_tasks/3/default.jsonl b/all_data_tasks/3/default.jsonl
index 216e2877829bdcb7864d125c546d65da0121ec42..0db59b4cdc12b8aa5c24a529efde6a90a82888b2 100644
--- a/all_data_tasks/3/default.jsonl
+++ b/all_data_tasks/3/default.jsonl
@@ -1,244 +1,244 @@
-{"index":12,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":61.42,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":33.36,"SciDocsRR":89.09,"StackOverflowDupQuestions":55.66}
-{"index":134,"Rank":2,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":61.21,"AskUbuntuDupQuestions":67.33,"MindSmallReranking":33.05,"SciDocsRR":89.2,"StackOverflowDupQuestions":55.25}
-{"index":203,"Rank":3,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":60.65,"AskUbuntuDupQuestions":67.46,"MindSmallReranking":31.76,"SciDocsRR":87.59,"StackOverflowDupQuestions":55.79}
-{"index":93,"Rank":4,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":60.64,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":32.72,"SciDocsRR":86.58,"StackOverflowDupQuestions":55.68}
-{"index":202,"Rank":5,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":60.54,"AskUbuntuDupQuestions":67.5,"MindSmallReranking":30.82,"SciDocsRR":87.26,"StackOverflowDupQuestions":56.58}
-{"index":35,"Rank":6,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":60.48,"AskUbuntuDupQuestions":67.37,"MindSmallReranking":31.81,"SciDocsRR":86.82,"StackOverflowDupQuestions":55.94}
-{"index":211,"Rank":7,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.46,"AskUbuntuDupQuestions":66.73,"MindSmallReranking":32.51,"SciDocsRR":87.03,"StackOverflowDupQuestions":55.55}
-{"index":52,"Rank":8,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":60.29,"AskUbuntuDupQuestions":66.82,"MindSmallReranking":32.06,"SciDocsRR":86.4,"StackOverflowDupQuestions":55.89}
-{"index":146,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":60.21,"AskUbuntuDupQuestions":66.98,"MindSmallReranking":32.59,"SciDocsRR":86.34,"StackOverflowDupQuestions":54.93}
-{"index":135,"Rank":10,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":60.16,"AskUbuntuDupQuestions":66.15,"MindSmallReranking":33.05,"SciDocsRR":88.44,"StackOverflowDupQuestions":52.99}
-{"index":92,"Rank":11,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":60.14,"AskUbuntuDupQuestions":66.71,"MindSmallReranking":31.26,"SciDocsRR":87.29,"StackOverflowDupQuestions":55.32}
-{"index":10,"Rank":12,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":60.13,"AskUbuntuDupQuestions":66.0,"MindSmallReranking":32.71,"SciDocsRR":87.89,"StackOverflowDupQuestions":53.93}
-{"index":184,"Rank":13,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.11,"AskUbuntuDupQuestions":65.16,"MindSmallReranking":32.54,"SciDocsRR":87.53,"StackOverflowDupQuestions":55.22}
-{"index":3,"Rank":14,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.09,"AskUbuntuDupQuestions":64.92,"MindSmallReranking":30.97,"SciDocsRR":89.34,"StackOverflowDupQuestions":55.11}
-{"index":118,"Rank":15,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.05,"AskUbuntuDupQuestions":64.7,"MindSmallReranking":32.82,"SciDocsRR":87.8,"StackOverflowDupQuestions":54.88}
-{"index":176,"Rank":16,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
-{"index":94,"Rank":17,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
-{"index":213,"Rank":18,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
-{"index":18,"Rank":19,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
-{"index":212,"Rank":20,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
-{"index":293,"Rank":21,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.0,"AskUbuntuDupQuestions":64.42,"MindSmallReranking":32.78,"SciDocsRR":87.61,"StackOverflowDupQuestions":55.19}
-{"index":11,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
-{"index":47,"Rank":23,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.97,"AskUbuntuDupQuestions":64.29,"MindSmallReranking":32.66,"SciDocsRR":87.65,"StackOverflowDupQuestions":55.28}
-{"index":107,"Rank":24,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.88,"AskUbuntuDupQuestions":64.2,"MindSmallReranking":32.51,"SciDocsRR":87.49,"StackOverflowDupQuestions":55.32}
-{"index":159,"Rank":25,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.86,"AskUbuntuDupQuestions":64.32,"MindSmallReranking":32.27,"SciDocsRR":87.47,"StackOverflowDupQuestions":55.4}
-{"index":17,"Rank":26,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.86,"AskUbuntuDupQuestions":65.15,"MindSmallReranking":30.6,"SciDocsRR":86.96,"StackOverflowDupQuestions":56.71}
-{"index":36,"Rank":27,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":59.8,"AskUbuntuDupQuestions":65.6,"MindSmallReranking":32.84,"SciDocsRR":86.43,"StackOverflowDupQuestions":54.33}
-{"index":4,"Rank":28,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.74,"AskUbuntuDupQuestions":65.77,"MindSmallReranking":31.69,"SciDocsRR":87.03,"StackOverflowDupQuestions":54.49}
-{"index":19,"Rank":29,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":59.72,"AskUbuntuDupQuestions":64.59,"MindSmallReranking":31.79,"SciDocsRR":87.6,"StackOverflowDupQuestions":54.9}
-{"index":59,"Rank":30,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":59.68,"AskUbuntuDupQuestions":65.19,"MindSmallReranking":32.67,"SciDocsRR":86.05,"StackOverflowDupQuestions":54.82}
-{"index":116,"Rank":31,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":59.37,"AskUbuntuDupQuestions":62.69,"MindSmallReranking":32.36,"SciDocsRR":87.72,"StackOverflowDupQuestions":54.72}
-{"index":224,"Rank":32,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":59.36,"AskUbuntuDupQuestions":65.85,"MindSmallReranking":30.97,"SciDocsRR":88.65,"StackOverflowDupQuestions":51.98}
-{"index":322,"Rank":33,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.16,"AskUbuntuDupQuestions":65.03,"MindSmallReranking":29.86,"SciDocsRR":86.66,"StackOverflowDupQuestions":55.08}
-{"index":246,"Rank":34,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.13,"AskUbuntuDupQuestions":63.06,"MindSmallReranking":32.63,"SciDocsRR":87.2,"StackOverflowDupQuestions":53.63}
-{"index":308,"Rank":35,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.02,"AskUbuntuDupQuestions":64.58,"MindSmallReranking":32.2,"SciDocsRR":85.16,"StackOverflowDupQuestions":54.15}
-{"index":187,"Rank":36,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.94,"AskUbuntuDupQuestions":62.39,"MindSmallReranking":31.89,"SciDocsRR":87.05,"StackOverflowDupQuestions":54.45}
-{"index":183,"Rank":37,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":58.94,"AskUbuntuDupQuestions":63.77,"MindSmallReranking":31.85,"SciDocsRR":86.98,"StackOverflowDupQuestions":53.16}
+{"index":17,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":61.42,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":33.36,"SciDocsRR":89.09,"StackOverflowDupQuestions":55.66}
+{"index":156,"Rank":2,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":61.21,"AskUbuntuDupQuestions":67.33,"MindSmallReranking":33.05,"SciDocsRR":89.2,"StackOverflowDupQuestions":55.25}
+{"index":230,"Rank":3,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":60.65,"AskUbuntuDupQuestions":67.46,"MindSmallReranking":31.76,"SciDocsRR":87.59,"StackOverflowDupQuestions":55.79}
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+{"index":229,"Rank":5,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":60.54,"AskUbuntuDupQuestions":67.5,"MindSmallReranking":30.82,"SciDocsRR":87.26,"StackOverflowDupQuestions":56.58}
+{"index":47,"Rank":6,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":60.48,"AskUbuntuDupQuestions":67.37,"MindSmallReranking":31.81,"SciDocsRR":86.82,"StackOverflowDupQuestions":55.94}
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diff --git a/all_data_tasks/30/default.jsonl b/all_data_tasks/30/default.jsonl
index 20d022b9dfa9bc994c02671b3cbc1fbe42999918..000f2c0dcf1f1acbbe89424cc3a56aa4ad11891a 100644
--- a/all_data_tasks/30/default.jsonl
+++ b/all_data_tasks/30/default.jsonl
@@ -5,36 +5,54 @@
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+{"index":26,"Rank":45,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
+{"index":28,"Rank":46,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":39.21}
+{"index":35,"Rank":48,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.98}
+{"index":36,"Rank":49,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":15.06}
+{"index":38,"Rank":50,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
+{"index":47,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":19.22}
+{"index":48,"Rank":52,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":26.77}
+{"index":50,"Rank":54,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":13.56}
+{"index":51,"Rank":55,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.47}
+{"index":53,"Rank":56,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":30.68}
+{"index":54,"Rank":57,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":33.74}
+{"index":57,"Rank":58,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":24.42}
+{"index":58,"Rank":59,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":25.0}
+{"index":59,"Rank":60,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.04}
+{"index":60,"Rank":61,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":9.71}
+{"index":61,"Rank":62,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.81}
+{"index":62,"Rank":63,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
+{"index":63,"Rank":64,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
+{"index":64,"Rank":65,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
+{"index":65,"Rank":66,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
diff --git a/all_data_tasks/31/default.jsonl b/all_data_tasks/31/default.jsonl
index ef1914f131a744fdc0a7dd393cf9c21b01aa7085..ac2d7423607ba893bab9730815e083f9a4092b87 100644
--- a/all_data_tasks/31/default.jsonl
+++ b/all_data_tasks/31/default.jsonl
@@ -1,26 +1,26 @@
-{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":67.31,"GeoreviewClassification (rus-Cyrl)":56.72,"HeadlineClassification (rus-Cyrl)":87.02,"InappropriatenessClassification (rus-Cyrl)":70.36,"KinopoiskClassification (rus-Cyrl)":68.35,"RuReviewsClassification (rus-Cyrl)":70.57,"RuSciBenchGRNTIClassification (rus-Cyrl)":66.05,"RuSciBenchOECDClassification (rus-Cyrl)":52.11}
-{"index":4,"Rank":2,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":64.72,"GeoreviewClassification (rus-Cyrl)":53.47,"HeadlineClassification (rus-Cyrl)":85.66,"InappropriatenessClassification (rus-Cyrl)":65.29,"KinopoiskClassification (rus-Cyrl)":64.25,"RuReviewsClassification (rus-Cyrl)":68.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.56,"RuSciBenchOECDClassification (rus-Cyrl)":51.2}
-{"index":5,"Rank":3,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33}
-{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
-{"index":16,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.59,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
-{"index":11,"Rank":6,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
-{"index":0,"Rank":7,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
-{"index":24,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58}
-{"index":15,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69}
-{"index":6,"Rank":10,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
-{"index":7,"Rank":11,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
-{"index":17,"Rank":12,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
-{"index":13,"Rank":13,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
-{"index":23,"Rank":14,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
-{"index":25,"Rank":15,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
-{"index":8,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
-{"index":18,"Rank":17,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48}
-{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65}
-{"index":3,"Rank":19,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
-{"index":22,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
-{"index":10,"Rank":21,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
-{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
-{"index":9,"Rank":23,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
-{"index":21,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
-{"index":20,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
-{"index":19,"Rank":26,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
+{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":69.11,"GeoreviewClassification (rus-Cyrl)":56.72,"HeadlineClassification (rus-Cyrl)":87.02,"InappropriatenessClassification (rus-Cyrl)":70.36,"KinopoiskClassification (rus-Cyrl)":68.35,"RuReviewsClassification (rus-Cyrl)":70.57,"RuSciBenchGRNTIClassification (rus-Cyrl)":66.05,"RuSciBenchOECDClassification (rus-Cyrl)":52.11,"MassiveIntentClassification (rus-Cyrl)":73.74,"MassiveScenarioClassification (rus-Cyrl)":77.1}
+{"index":4,"Rank":2,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":67.48,"GeoreviewClassification (rus-Cyrl)":53.47,"HeadlineClassification (rus-Cyrl)":85.66,"InappropriatenessClassification (rus-Cyrl)":65.29,"KinopoiskClassification (rus-Cyrl)":64.25,"RuReviewsClassification (rus-Cyrl)":68.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.56,"RuSciBenchOECDClassification (rus-Cyrl)":51.2,"MassiveIntentClassification (rus-Cyrl)":76.01,"MassiveScenarioClassification (rus-Cyrl)":78.28}
+{"index":12,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":61.92,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2,"MassiveIntentClassification (rus-Cyrl)":68.85,"MassiveScenarioClassification (rus-Cyrl)":72.9}
+{"index":16,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":61.01,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.59,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91,"MassiveIntentClassification (rus-Cyrl)":65.76,"MassiveScenarioClassification (rus-Cyrl)":70.85}
+{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":60.46,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57,"MassiveIntentClassification (rus-Cyrl)":68.75,"MassiveScenarioClassification (rus-Cyrl)":73.42}
+{"index":11,"Rank":6,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":59.88,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28,"MassiveIntentClassification (rus-Cyrl)":65.57,"MassiveScenarioClassification (rus-Cyrl)":68.33}
+{"index":24,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":59.23,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58,"MassiveIntentClassification (rus-Cyrl)":66.08,"MassiveScenarioClassification (rus-Cyrl)":71.13}
+{"index":15,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.26,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69,"MassiveIntentClassification (rus-Cyrl)":62.78,"MassiveScenarioClassification (rus-Cyrl)":68.21}
+{"index":6,"Rank":9,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.52,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8,"MassiveIntentClassification (rus-Cyrl)":61.42,"MassiveScenarioClassification (rus-Cyrl)":68.13}
+{"index":7,"Rank":10,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.24,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04,"MassiveIntentClassification (rus-Cyrl)":61.09,"MassiveScenarioClassification (rus-Cyrl)":67.6}
+{"index":23,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.88,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14,"MassiveIntentClassification (rus-Cyrl)":63.23,"MassiveScenarioClassification (rus-Cyrl)":69.92}
+{"index":17,"Rank":12,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.44,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72,"MassiveIntentClassification (rus-Cyrl)":58.43,"MassiveScenarioClassification (rus-Cyrl)":63.89}
+{"index":13,"Rank":13,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.18,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34,"MassiveIntentClassification (rus-Cyrl)":61.32,"MassiveScenarioClassification (rus-Cyrl)":64.71}
+{"index":1,"Rank":14,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":55.15,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65,"MassiveIntentClassification (rus-Cyrl)":63.12,"MassiveScenarioClassification (rus-Cyrl)":68.08}
+{"index":25,"Rank":15,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":55.01,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79,"MassiveIntentClassification (rus-Cyrl)":57.98,"MassiveScenarioClassification (rus-Cyrl)":62.9}
+{"index":8,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":54.98,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36,"MassiveIntentClassification (rus-Cyrl)":60.53,"MassiveScenarioClassification (rus-Cyrl)":65.15}
+{"index":18,"Rank":17,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":54.7,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48,"MassiveIntentClassification (rus-Cyrl)":60.64,"MassiveScenarioClassification (rus-Cyrl)":65.23}
+{"index":22,"Rank":18,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.77,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41,"MassiveIntentClassification (rus-Cyrl)":59.06,"MassiveScenarioClassification (rus-Cyrl)":65.25}
+{"index":10,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":52.17,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48,"MassiveIntentClassification (rus-Cyrl)":50.83,"MassiveScenarioClassification (rus-Cyrl)":59.15}
+{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.6,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13,"MassiveIntentClassification (rus-Cyrl)":53.02,"MassiveScenarioClassification (rus-Cyrl)":56.79}
+{"index":3,"Rank":21,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.27,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11,"MassiveIntentClassification (rus-Cyrl)":49.1,"MassiveScenarioClassification (rus-Cyrl)":51.91}
+{"index":9,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":44.55,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51,"MassiveIntentClassification (rus-Cyrl)":50.1,"MassiveScenarioClassification (rus-Cyrl)":52.15}
+{"index":21,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":28.82,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62,"MassiveIntentClassification (rus-Cyrl)":23.98,"MassiveScenarioClassification (rus-Cyrl)":28.71}
+{"index":20,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.75,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3,"MassiveIntentClassification (rus-Cyrl)":27.58,"MassiveScenarioClassification (rus-Cyrl)":30.46}
+{"index":19,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.15,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31,"MassiveIntentClassification (rus-Cyrl)":26.29,"MassiveScenarioClassification (rus-Cyrl)":28.77}
+{"index":5,"Rank":26,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33,"MassiveIntentClassification (rus-Cyrl)":"","MassiveScenarioClassification (rus-Cyrl)":""}
diff --git a/all_data_tasks/33/default.jsonl b/all_data_tasks/33/default.jsonl
index d7c500fed8bd16c5ada10d61431fc6ba32c88a98..0af873378256e6b2954ba67654b29ed84ba69ecc 100644
--- a/all_data_tasks/33/default.jsonl
+++ b/all_data_tasks/33/default.jsonl
@@ -1 +1,26 @@
-{"index":5,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
+{"index":12,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":65.07}
+{"index":23,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
+{"index":14,"Rank":3,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":60.81}
+{"index":5,"Rank":4,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
+{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"TERRa (rus-Cyrl)":60.6}
+{"index":11,"Rank":6,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.11}
+{"index":3,"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
+{"index":4,"Rank":8,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"TERRa (rus-Cyrl)":58.93}
+{"index":22,"Rank":9,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
+{"index":16,"Rank":10,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.42}
+{"index":24,"Rank":11,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
+{"index":13,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":56.49}
+{"index":25,"Rank":13,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.27}
+{"index":18,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
+{"index":8,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
+{"index":17,"Rank":16,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
+{"index":15,"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.98}
+{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":53.17}
+{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":53.02}
+{"index":9,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":52.85}
+{"index":6,"Rank":21,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
+{"index":10,"Rank":22,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
+{"index":7,"Rank":23,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
+{"index":19,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
+{"index":20,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
+{"index":21,"Rank":26,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
diff --git a/all_data_tasks/34/default.jsonl b/all_data_tasks/34/default.jsonl
index 802ad25ffaefef980454725ab207f95b8e988cf1..831e6130365ab2f1e69909bdb76fe5e0fb5f5528 100644
--- a/all_data_tasks/34/default.jsonl
+++ b/all_data_tasks/34/default.jsonl
@@ -1,26 +1,26 @@
-{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":76.32}
-{"index":16,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.6}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.03}
-{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
-{"index":4,"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"RuBQReranking (rus-Cyrl)":72.43}
-{"index":15,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
-{"index":5,"Rank":7,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"RuBQReranking (rus-Cyrl)":70.87}
-{"index":17,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":69.98}
-{"index":24,"Rank":9,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
-{"index":11,"Rank":10,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
-{"index":25,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
-{"index":23,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
-{"index":6,"Rank":13,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.14}
-{"index":18,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
-{"index":8,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
-{"index":22,"Rank":16,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
-{"index":7,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
-{"index":10,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
-{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
-{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
-{"index":3,"Rank":21,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
-{"index":19,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
-{"index":9,"Rank":23,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
-{"index":13,"Rank":24,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
-{"index":21,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
-{"index":20,"Rank":26,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
+{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":69.96,"RuBQReranking (rus-Cyrl)":76.32,"MIRACLReranking (rus-Cyrl)":63.61}
+{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":69.7,"RuBQReranking (rus-Cyrl)":74.03,"MIRACLReranking (rus-Cyrl)":65.38}
+{"index":16,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.66,"RuBQReranking (rus-Cyrl)":75.6,"MIRACLReranking (rus-Cyrl)":63.71}
+{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":68.72,"RuBQReranking (rus-Cyrl)":73.08,"MIRACLReranking (rus-Cyrl)":64.35}
+{"index":15,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.24,"RuBQReranking (rus-Cyrl)":72.01,"MIRACLReranking (rus-Cyrl)":60.47}
+{"index":17,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":64.55,"RuBQReranking (rus-Cyrl)":69.98,"MIRACLReranking (rus-Cyrl)":59.12}
+{"index":24,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":63.04,"RuBQReranking (rus-Cyrl)":68.65,"MIRACLReranking (rus-Cyrl)":57.44}
+{"index":11,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":55.58,"RuBQReranking (rus-Cyrl)":64.42,"MIRACLReranking (rus-Cyrl)":46.75}
+{"index":25,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":54.94,"RuBQReranking (rus-Cyrl)":62.15,"MIRACLReranking (rus-Cyrl)":47.73}
+{"index":8,"Rank":10,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":41.84,"RuBQReranking (rus-Cyrl)":54.83,"MIRACLReranking (rus-Cyrl)":28.86}
+{"index":6,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":40.56,"RuBQReranking (rus-Cyrl)":56.14,"MIRACLReranking (rus-Cyrl)":24.99}
+{"index":7,"Rank":12,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.8,"RuBQReranking (rus-Cyrl)":46.81,"MIRACLReranking (rus-Cyrl)":18.8}
+{"index":10,"Rank":13,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":30.95,"RuBQReranking (rus-Cyrl)":46.09,"MIRACLReranking (rus-Cyrl)":15.81}
+{"index":1,"Rank":14,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":27.84,"RuBQReranking (rus-Cyrl)":42.58,"MIRACLReranking (rus-Cyrl)":13.09}
+{"index":2,"Rank":15,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.46,"RuBQReranking (rus-Cyrl)":41.65,"MIRACLReranking (rus-Cyrl)":13.27}
+{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":26.83,"RuBQReranking (rus-Cyrl)":39.89,"MIRACLReranking (rus-Cyrl)":13.77}
+{"index":4,"Rank":17,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RuBQReranking (rus-Cyrl)":72.43,"MIRACLReranking (rus-Cyrl)":""}
+{"index":5,"Rank":18,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RuBQReranking (rus-Cyrl)":70.87,"MIRACLReranking (rus-Cyrl)":""}
+{"index":9,"Rank":19,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RuBQReranking (rus-Cyrl)":35.44,"MIRACLReranking (rus-Cyrl)":""}
+{"index":13,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RuBQReranking (rus-Cyrl)":34.01,"MIRACLReranking (rus-Cyrl)":""}
+{"index":18,"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RuBQReranking (rus-Cyrl)":55.13,"MIRACLReranking (rus-Cyrl)":""}
+{"index":19,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RuBQReranking (rus-Cyrl)":38.51,"MIRACLReranking (rus-Cyrl)":""}
+{"index":20,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","RuBQReranking (rus-Cyrl)":27.05,"MIRACLReranking (rus-Cyrl)":""}
+{"index":21,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RuBQReranking (rus-Cyrl)":30.96,"MIRACLReranking (rus-Cyrl)":""}
+{"index":22,"Rank":25,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RuBQReranking (rus-Cyrl)":52.8,"MIRACLReranking (rus-Cyrl)":""}
+{"index":23,"Rank":26,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RuBQReranking (rus-Cyrl)":58.77,"MIRACLReranking (rus-Cyrl)":""}
diff --git a/all_data_tasks/35/default.jsonl b/all_data_tasks/35/default.jsonl
index da917f12f418cf001cfed3e816a32ee54be8fdf7..b58c28ce8374b9ed166a4895ffe9e66dfebd999b 100644
--- a/all_data_tasks/35/default.jsonl
+++ b/all_data_tasks/35/default.jsonl
@@ -1,26 +1,26 @@
-{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.46,"RiaNewsRetrieval (rus-Cyrl)":78.94,"RuBQRetrieval (rus-Cyrl)":75.98}
-{"index":16,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.4,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.13}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.99,"RuBQRetrieval (rus-Cyrl)":71.22}
-{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
-{"index":5,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77}
-{"index":15,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
-{"index":17,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.26,"RiaNewsRetrieval (rus-Cyrl)":70.0,"RuBQRetrieval (rus-Cyrl)":68.53}
-{"index":24,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
-{"index":11,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
-{"index":25,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
-{"index":23,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
-{"index":22,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
-{"index":18,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
-{"index":8,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
-{"index":6,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
-{"index":10,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
-{"index":7,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
-{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
-{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
-{"index":13,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
-{"index":1,"Rank":21,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
-{"index":9,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
-{"index":20,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
-{"index":4,"Rank":24,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":70.94}
-{"index":19,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84}
-{"index":21,"Rank":26,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75}
+{"index":0,"Rank":1,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":74.79,"RiaNewsRetrieval (rus-Cyrl)":82.99,"RuBQRetrieval (rus-Cyrl)":71.22,"MIRACLRetrieval (rus-Cyrl)":70.16}
+{"index":14,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":74.19,"RiaNewsRetrieval (rus-Cyrl)":78.94,"RuBQRetrieval (rus-Cyrl)":75.98,"MIRACLRetrieval (rus-Cyrl)":67.66}
+{"index":16,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":74.04,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.13,"MIRACLRetrieval (rus-Cyrl)":67.33}
+{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":73.63,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03,"MIRACLRetrieval (rus-Cyrl)":67.33}
+{"index":15,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.14,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58,"MIRACLRetrieval (rus-Cyrl)":61.6}
+{"index":17,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"RiaNewsRetrieval (rus-Cyrl)":70.0,"RuBQRetrieval (rus-Cyrl)":68.53,"MIRACLRetrieval (rus-Cyrl)":59.01}
+{"index":24,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":63.68,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71,"MIRACLRetrieval (rus-Cyrl)":55.97}
+{"index":11,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.64,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86,"MIRACLRetrieval (rus-Cyrl)":35.22}
+{"index":25,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":46.69,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73,"MIRACLRetrieval (rus-Cyrl)":37.07}
+{"index":8,"Rank":10,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":24.78,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03,"MIRACLRetrieval (rus-Cyrl)":10.58}
+{"index":6,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":19.13,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8,"MIRACLRetrieval (rus-Cyrl)":6.2}
+{"index":10,"Rank":12,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":8.89,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87,"MIRACLRetrieval (rus-Cyrl)":1.89}
+{"index":7,"Rank":13,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":8.51,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45,"MIRACLRetrieval (rus-Cyrl)":1.98}
+{"index":3,"Rank":14,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.09,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63,"MIRACLRetrieval (rus-Cyrl)":1.92}
+{"index":1,"Rank":15,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":5.71,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6,"MIRACLRetrieval (rus-Cyrl)":2.39}
+{"index":2,"Rank":16,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":5.33,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52,"MIRACLRetrieval (rus-Cyrl)":0.88}
+{"index":20,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.23,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64,"MIRACLRetrieval (rus-Cyrl)":0.39}
+{"index":4,"Rank":18,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":70.94,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":5,"Rank":19,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":9,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":13,"Rank":21,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":18,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":19,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":21,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":22,"Rank":25,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":23,"Rank":26,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04,"MIRACLRetrieval (rus-Cyrl)":""}
diff --git a/all_data_tasks/36/default.jsonl b/all_data_tasks/36/default.jsonl
index cf7eaef21c4f2dc1a99f1d07bcfa06cae3a153c7..7b854f8b2a4ad4abe635d00b42e8bcb1b6189c20 100644
--- a/all_data_tasks/36/default.jsonl
+++ b/all_data_tasks/36/default.jsonl
@@ -1 +1,26 @@
-{"index":5,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":77.42,"RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69}
+{"index":12,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":75.38,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35,"STS22 (rus-Cyrl)":66.42}
+{"index":14,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.71,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13,"STS22 (rus-Cyrl)":60.83}
+{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.68,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87,"STS22 (rus-Cyrl)":66.26}
+{"index":11,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":73.07,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26,"STS22 (rus-Cyrl)":63.39}
+{"index":24,"Rank":5,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":72.54,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77,"STS22 (rus-Cyrl)":62.89}
+{"index":16,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.62,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15,"STS22 (rus-Cyrl)":59.89}
+{"index":25,"Rank":7,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":70.23,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48,"STS22 (rus-Cyrl)":60.06}
+{"index":15,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":70.16,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64,"STS22 (rus-Cyrl)":60.67}
+{"index":17,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.48,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08,"STS22 (rus-Cyrl)":59.9}
+{"index":23,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.98,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46,"STS22 (rus-Cyrl)":58.74}
+{"index":22,"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.17,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55,"STS22 (rus-Cyrl)":57.08}
+{"index":8,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":65.91,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32,"STS22 (rus-Cyrl)":58.53}
+{"index":18,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":65.52,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34,"STS22 (rus-Cyrl)":57.49}
+{"index":6,"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":64.4,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22,"STS22 (rus-Cyrl)":56.82}
+{"index":10,"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":61.6,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43,"STS22 (rus-Cyrl)":50.23}
+{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":61.18,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03,"STS22 (rus-Cyrl)":51.27}
+{"index":7,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.21,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82,"STS22 (rus-Cyrl)":50.75}
+{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":56.2,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72,"STS22 (rus-Cyrl)":51.87}
+{"index":13,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.39,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47,"STS22 (rus-Cyrl)":47.67}
+{"index":9,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":53.15,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16,"STS22 (rus-Cyrl)":47.88}
+{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":46.22,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95,"STS22 (rus-Cyrl)":34.98}
+{"index":20,"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":38.07,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56,"STS22 (rus-Cyrl)":14.72}
+{"index":21,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.89,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68,"STS22 (rus-Cyrl)":15.83}
+{"index":19,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":37.66,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33,"STS22 (rus-Cyrl)":11.19}
+{"index":4,"Rank":25,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RUParaPhraserSTS (rus-Cyrl)":74.37,"RuSTSBenchmarkSTS (rus-Cyrl)":81.07,"STS22 (rus-Cyrl)":""}
+{"index":5,"Rank":26,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69,"STS22 (rus-Cyrl)":""}
diff --git a/all_data_tasks/37/default.jsonl b/all_data_tasks/37/default.jsonl
index 2c57e68661f043ceda5ed5e686eb8c78708306fe..c7017bc663e7cf0a931ab1686304088e632b266f 100644
--- a/all_data_tasks/37/default.jsonl
+++ b/all_data_tasks/37/default.jsonl
@@ -1,59 +1,26 @@
-{"index":16,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
-{"index":15,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
-{"index":28,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
-{"index":35,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
-{"index":27,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
-{"index":36,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
-{"index":30,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
-{"index":20,"Rank":8,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
-{"index":57,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
-{"index":22,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
-{"index":58,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
-{"index":23,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
-{"index":24,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
-{"index":9,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
-{"index":26,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
-{"index":7,"Rank":16,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
-{"index":40,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
-{"index":33,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
-{"index":8,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
-{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":2,"Rank":22,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.89,"MassiveScenarioClassification (nb)":44.27,"NoRecClassification":43.53,"NordicLangClassification":"","NorwegianParliament":54.9,"ScalaNbClassification":""}
-{"index":3,"Rank":23,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":28.65,"MassiveScenarioClassification (nb)":35.24,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":5,"Rank":25,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":6,"Rank":26,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
-{"index":10,"Rank":27,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":11,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":12,"Rank":29,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":14,"Rank":31,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":17,"Rank":32,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":18,"Rank":33,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":19,"Rank":34,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":21,"Rank":35,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":25,"Rank":36,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":29,"Rank":37,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":31,"Rank":38,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":32,"Rank":39,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":34,"Rank":40,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":37,"Rank":41,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":38,"Rank":42,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":39,"Rank":43,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":41,"Rank":44,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":42,"Rank":45,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":43,"Rank":46,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":44,"Rank":47,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":45,"Rank":48,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":46,"Rank":49,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":47,"Rank":50,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":48,"Rank":51,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":49,"Rank":52,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":50,"Rank":53,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":51,"Rank":54,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":52,"Rank":55,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":53,"Rank":56,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":54,"Rank":57,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":55,"Rank":58,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":56,"Rank":59,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":42.93,"CEDRClassification (rus-Cyrl)":51.94,"SensitiveTopicsClassification (rus-Cyrl)":33.92}
+{"index":5,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":38.88,"CEDRClassification (rus-Cyrl)":44.69,"SensitiveTopicsClassification (rus-Cyrl)":33.07}
+{"index":11,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":36.98,"CEDRClassification (rus-Cyrl)":46.47,"SensitiveTopicsClassification (rus-Cyrl)":27.5}
+{"index":24,"Rank":4,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":36.32,"CEDRClassification (rus-Cyrl)":45.11,"SensitiveTopicsClassification (rus-Cyrl)":27.52}
+{"index":16,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":36.01,"CEDRClassification (rus-Cyrl)":44.84,"SensitiveTopicsClassification (rus-Cyrl)":27.17}
+{"index":12,"Rank":6,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":35.88,"CEDRClassification (rus-Cyrl)":45.48,"SensitiveTopicsClassification (rus-Cyrl)":26.29}
+{"index":4,"Rank":7,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":35.6,"CEDRClassification (rus-Cyrl)":42.68,"SensitiveTopicsClassification (rus-Cyrl)":28.52}
+{"index":0,"Rank":8,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":34.86,"CEDRClassification (rus-Cyrl)":43.47,"SensitiveTopicsClassification (rus-Cyrl)":26.25}
+{"index":15,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":33.65,"CEDRClassification (rus-Cyrl)":42.32,"SensitiveTopicsClassification (rus-Cyrl)":24.98}
+{"index":23,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":32.9,"CEDRClassification (rus-Cyrl)":39.98,"SensitiveTopicsClassification (rus-Cyrl)":25.83}
+{"index":6,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.67,"CEDRClassification (rus-Cyrl)":36.81,"SensitiveTopicsClassification (rus-Cyrl)":28.54}
+{"index":17,"Rank":12,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":32.38,"CEDRClassification (rus-Cyrl)":40.39,"SensitiveTopicsClassification (rus-Cyrl)":24.38}
+{"index":7,"Rank":13,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":31.87,"CEDRClassification (rus-Cyrl)":35.84,"SensitiveTopicsClassification (rus-Cyrl)":27.9}
+{"index":25,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":31.7,"CEDRClassification (rus-Cyrl)":38.95,"SensitiveTopicsClassification (rus-Cyrl)":24.44}
+{"index":18,"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":31.42,"CEDRClassification (rus-Cyrl)":40.61,"SensitiveTopicsClassification (rus-Cyrl)":22.23}
+{"index":22,"Rank":16,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.3,"CEDRClassification (rus-Cyrl)":37.76,"SensitiveTopicsClassification (rus-Cyrl)":24.84}
+{"index":8,"Rank":17,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.27,"CEDRClassification (rus-Cyrl)":40.75,"SensitiveTopicsClassification (rus-Cyrl)":21.79}
+{"index":10,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":29.45,"CEDRClassification (rus-Cyrl)":36.87,"SensitiveTopicsClassification (rus-Cyrl)":22.03}
+{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":29.32,"CEDRClassification (rus-Cyrl)":36.19,"SensitiveTopicsClassification (rus-Cyrl)":22.45}
+{"index":13,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":28.9,"CEDRClassification (rus-Cyrl)":34.14,"SensitiveTopicsClassification (rus-Cyrl)":23.67}
+{"index":9,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":27.96,"CEDRClassification (rus-Cyrl)":37.39,"SensitiveTopicsClassification (rus-Cyrl)":18.54}
+{"index":3,"Rank":22,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.8,"CEDRClassification (rus-Cyrl)":35.55,"SensitiveTopicsClassification (rus-Cyrl)":20.05}
+{"index":21,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.9,"CEDRClassification (rus-Cyrl)":35.98,"SensitiveTopicsClassification (rus-Cyrl)":17.83}
+{"index":2,"Rank":24,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":26.2,"CEDRClassification (rus-Cyrl)":33.59,"SensitiveTopicsClassification (rus-Cyrl)":18.8}
+{"index":19,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.96,"CEDRClassification (rus-Cyrl)":33.86,"SensitiveTopicsClassification (rus-Cyrl)":18.05}
+{"index":20,"Rank":26,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":25.27,"CEDRClassification (rus-Cyrl)":32.72,"SensitiveTopicsClassification (rus-Cyrl)":17.82}
diff --git a/all_data_tasks/38/default.jsonl b/all_data_tasks/38/default.jsonl
index 5729c2210851f4fb244a65157518b30c31b1d99a..2c57e68661f043ceda5ed5e686eb8c78708306fe 100644
--- a/all_data_tasks/38/default.jsonl
+++ b/all_data_tasks/38/default.jsonl
@@ -1,144 +1,59 @@
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+{"index":57,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
+{"index":22,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
+{"index":58,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
+{"index":23,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
+{"index":24,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
+{"index":9,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
+{"index":26,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
+{"index":7,"Rank":16,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
+{"index":40,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
+{"index":33,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
+{"index":8,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
+{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":2,"Rank":22,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.89,"MassiveScenarioClassification (nb)":44.27,"NoRecClassification":43.53,"NordicLangClassification":"","NorwegianParliament":54.9,"ScalaNbClassification":""}
+{"index":3,"Rank":23,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":28.65,"MassiveScenarioClassification (nb)":35.24,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":5,"Rank":25,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":6,"Rank":26,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
+{"index":10,"Rank":27,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":11,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":12,"Rank":29,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":14,"Rank":31,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":17,"Rank":32,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":18,"Rank":33,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":19,"Rank":34,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":21,"Rank":35,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":25,"Rank":36,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":29,"Rank":37,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":31,"Rank":38,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":32,"Rank":39,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":34,"Rank":40,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":37,"Rank":41,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":38,"Rank":42,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":39,"Rank":43,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":41,"Rank":44,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":42,"Rank":45,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":43,"Rank":46,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":44,"Rank":47,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":45,"Rank":48,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":46,"Rank":49,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":47,"Rank":50,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":48,"Rank":51,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":49,"Rank":52,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":50,"Rank":53,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":51,"Rank":54,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":52,"Rank":55,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":53,"Rank":56,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":54,"Rank":57,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":55,"Rank":58,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":56,"Rank":59,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.5,"MassiveScenarioClassification (nb)":42.22,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
diff --git a/all_data_tasks/39/default.jsonl b/all_data_tasks/39/default.jsonl
index 6e2e6d131a437e7b77a00508f6b9dc42438f0e95..5729c2210851f4fb244a65157518b30c31b1d99a 100644
--- a/all_data_tasks/39/default.jsonl
+++ b/all_data_tasks/39/default.jsonl
@@ -1,250 +1,144 @@
-{"index":119,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.54,"STS17 (ar-ar)":81.87,"STS17 (en-ar)":77.93,"STS17 (en-de)":87.3,"STS17 (en-tr)":72.56,"STS17 (es-en)":88.24,"STS17 (es-es)":87.46,"STS17 (fr-en)":88.06,"STS17 (it-en)":89.68,"STS17 (ko-ko)":83.69,"STS17 (nl-en)":88.25,"STS22 (ar)":54.12,"STS22 (de)":49.12,"STS22 (de-en)":60.92,"STS22 (de-fr)":61.39,"STS22 (de-pl)":54.47,"STS22 (es)":67.0,"STS22 (es-en)":75.84,"STS22 (es-it)":75.04,"STS22 (fr)":79.86,"STS22 (fr-pl)":84.52,"STS22 (it)":75.87,"STS22 (pl)":39.21,"STS22 (pl-en)":73.18,"STS22 (ru)":60.83,"STS22 (tr)":68.72,"STS22 (zh-en)":71.88,"STSBenchmark":88.6}
-{"index":9,"Rank":2,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46}
-{"index":139,"Rank":3,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46}
-{"index":102,"Rank":4,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
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-{"index":15,"Rank":36,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
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-{"index":22,"Rank":43,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.79}
-{"index":23,"Rank":44,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""}
-{"index":24,"Rank":45,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.98}
-{"index":25,"Rank":46,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64}
-{"index":26,"Rank":47,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43}
-{"index":27,"Rank":48,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57}
-{"index":28,"Rank":49,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":29,"Rank":50,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":30,"Rank":51,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":31,"Rank":52,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":32,"Rank":53,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":41,"Rank":60,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81}
-{"index":42,"Rank":61,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":45,"Rank":62,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34}
-{"index":46,"Rank":63,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":47,"Rank":64,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":48,"Rank":65,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72}
-{"index":49,"Rank":66,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79}
-{"index":50,"Rank":67,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93}
-{"index":51,"Rank":68,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61}
-{"index":52,"Rank":69,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59}
-{"index":55,"Rank":70,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":56,"Rank":71,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39}
-{"index":57,"Rank":72,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":58,"Rank":73,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":59,"Rank":74,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":60,"Rank":75,"Model":"Arabic-Triplet-Matryoshka-V2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.31,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":61,"Rank":76,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":82.4,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":51.38,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":62,"Rank":77,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","STS17 (ar-ar)":82.47,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":57.26,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":63,"Rank":78,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":79.93,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.44,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":64,"Rank":79,"Model":"GATE-AraBert-v1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":82.78,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":59.75,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":72,"Rank":87,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
-{"index":73,"Rank":88,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67}
-{"index":74,"Rank":89,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
-{"index":75,"Rank":90,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1}
-{"index":76,"Rank":91,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
-{"index":77,"Rank":92,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":78,"Rank":93,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
-{"index":79,"Rank":94,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18}
-{"index":80,"Rank":95,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32}
-{"index":81,"Rank":96,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5}
-{"index":82,"Rank":97,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38}
-{"index":83,"Rank":98,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
-{"index":84,"Rank":99,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":57.96,"STS17 (en-de)":74.66,"STS17 (en-tr)":58.58,"STS17 (es-en)":76.72,"STS17 (es-es)":"","STS17 (fr-en)":75.12,"STS17 (it-en)":76.0,"STS17 (ko-ko)":"","STS17 (nl-en)":72.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":58.37,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":76.86,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":71.16,"STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":75.77,"STSBenchmark":85.5}
-{"index":85,"Rank":100,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":86,"Rank":101,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":87,"Rank":102,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.28}
-{"index":88,"Rank":103,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":67.06,"STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":89,"Rank":104,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
-{"index":91,"Rank":105,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94}
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-{"index":101,"Rank":114,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
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-{"index":107,"Rank":119,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23}
-{"index":108,"Rank":120,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
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-{"index":111,"Rank":122,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43}
-{"index":112,"Rank":123,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
-{"index":113,"Rank":124,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56}
-{"index":114,"Rank":125,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45}
-{"index":115,"Rank":126,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.18}
-{"index":116,"Rank":127,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
-{"index":117,"Rank":128,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.21}
-{"index":118,"Rank":129,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":120,"Rank":130,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.36}
-{"index":121,"Rank":131,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.95}
-{"index":124,"Rank":132,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
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-{"index":140,"Rank":144,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
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-{"index":142,"Rank":146,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
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-{"index":144,"Rank":148,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
-{"index":145,"Rank":149,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5}
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-{"index":147,"Rank":151,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
-{"index":148,"Rank":152,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.7,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":149,"Rank":153,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":75.66,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":151,"Rank":155,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":152,"Rank":156,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":153,"Rank":157,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.2}
-{"index":154,"Rank":158,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1}
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-{"index":170,"Rank":174,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
-{"index":172,"Rank":175,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":173,"Rank":176,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15}
-{"index":174,"Rank":177,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":175,"Rank":178,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":176,"Rank":179,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":177,"Rank":180,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":178,"Rank":181,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":179,"Rank":182,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":180,"Rank":183,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":200,"Rank":201,"Model":"lma-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":67.59}
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-{"index":203,"Rank":204,"Model":"lma3-correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.54}
-{"index":204,"Rank":205,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.88}
-{"index":205,"Rank":206,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.55}
-{"index":206,"Rank":207,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.19}
-{"index":207,"Rank":208,"Model":"mpn-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.7}
-{"index":208,"Rank":209,"Model":"mpn-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":67.38}
-{"index":209,"Rank":210,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":70.01}
-{"index":210,"Rank":211,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.7}
-{"index":211,"Rank":212,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
-{"index":212,"Rank":213,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.76}
-{"index":213,"Rank":214,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.47}
-{"index":214,"Rank":215,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.4}
-{"index":215,"Rank":216,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":59.29}
-{"index":216,"Rank":217,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
-{"index":217,"Rank":218,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
-{"index":218,"Rank":219,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
-{"index":219,"Rank":220,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
-{"index":220,"Rank":221,"Model":"nmc-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.92}
-{"index":221,"Rank":222,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":222,"Rank":223,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":223,"Rank":224,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.67}
-{"index":224,"Rank":225,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.19}
-{"index":225,"Rank":226,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":226,"Rank":227,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
-{"index":227,"Rank":228,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":72.56}
-{"index":228,"Rank":229,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
-{"index":229,"Rank":230,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93}
-{"index":230,"Rank":231,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
-{"index":231,"Rank":232,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24}
-{"index":232,"Rank":233,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77}
-{"index":233,"Rank":234,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69}
-{"index":234,"Rank":235,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8}
-{"index":235,"Rank":236,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
-{"index":236,"Rank":237,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":237,"Rank":238,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92}
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diff --git a/all_data_tasks/4/default.jsonl b/all_data_tasks/4/default.jsonl
index 1e80e0d36f796719f128d687ca6e6ef848a0a2b7..a842a7ab1da9e33d1dc43e4178ab41eb5afb30a6 100644
--- a/all_data_tasks/4/default.jsonl
+++ b/all_data_tasks/4/default.jsonl
@@ -1,248 +1,248 @@
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-{"index":12,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":60.25,"ArguAna":64.27,"ClimateFEVER":45.88,"CQADupstackRetrieval":46.43,"DBPedia":52.42,"FEVER":95.11,"FiQA2018":62.03,"HotpotQA":73.08,"MSMARCO":45.98,"NFCorpus":40.6,"NQ":67.0,"QuoraRetrieval":90.09,"SCIDOCS":28.91,"SciFact":79.06,"Touche2020":30.57,"TRECCOVID":82.26}
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-{"index":308,"Rank":8,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.5,"ArguAna":65.62,"ClimateFEVER":42.05,"CQADupstackRetrieval":48.85,"DBPedia":51.2,"FEVER":92.44,"FiQA2018":58.78,"HotpotQA":79.45,"MSMARCO":44.18,"NFCorpus":40.46,"NQ":70.52,"QuoraRetrieval":89.89,"SCIDOCS":20.86,"SciFact":77.38,"Touche2020":27.1,"TRECCOVID":83.68}
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diff --git a/all_data_tasks/40/default.jsonl b/all_data_tasks/40/default.jsonl
index 30041ca4f8ad8059406182e35583a4011fda3f09..0c2f571a1b46e5c165bca9708ddadad1e0038bec 100644
--- a/all_data_tasks/40/default.jsonl
+++ b/all_data_tasks/40/default.jsonl
@@ -1,17 +1,338 @@
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+{"index":122,"Rank":147,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32}
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+{"index":234,"Rank":248,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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+{"index":239,"Rank":250,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
+{"index":241,"Rank":251,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54}
+{"index":244,"Rank":252,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58}
+{"index":247,"Rank":253,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73}
+{"index":248,"Rank":254,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97}
+{"index":249,"Rank":255,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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+{"index":283,"Rank":284,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.19}
+{"index":284,"Rank":285,"Model":"mpn-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.7}
+{"index":285,"Rank":286,"Model":"mpn-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":67.38}
+{"index":286,"Rank":287,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":70.01}
+{"index":287,"Rank":288,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.7}
+{"index":288,"Rank":289,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
+{"index":289,"Rank":290,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.76}
+{"index":290,"Rank":291,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.47}
+{"index":291,"Rank":292,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.4}
+{"index":292,"Rank":293,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":59.29}
+{"index":293,"Rank":294,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
+{"index":294,"Rank":295,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
+{"index":295,"Rank":296,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
+{"index":296,"Rank":297,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
+{"index":297,"Rank":298,"Model":"nmc-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.92}
+{"index":298,"Rank":299,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":299,"Rank":300,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":300,"Rank":301,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.67}
+{"index":301,"Rank":302,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.19}
+{"index":302,"Rank":303,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":303,"Rank":304,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
+{"index":304,"Rank":305,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":72.56}
+{"index":305,"Rank":306,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
+{"index":306,"Rank":307,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93}
+{"index":307,"Rank":308,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
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+{"index":324,"Rank":325,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45}
+{"index":325,"Rank":326,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13}
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+{"index":327,"Rank":328,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99}
+{"index":328,"Rank":329,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":329,"Rank":330,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78}
+{"index":330,"Rank":331,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32}
+{"index":331,"Rank":332,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02}
+{"index":332,"Rank":333,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08}
+{"index":333,"Rank":334,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
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+{"index":335,"Rank":336,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56}
+{"index":336,"Rank":337,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
+{"index":337,"Rank":338,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54}
diff --git a/all_data_tasks/41/default.jsonl b/all_data_tasks/41/default.jsonl
index 473e42a88a40e6e738c59f1ce6c4934b7157056e..30041ca4f8ad8059406182e35583a4011fda3f09 100644
--- a/all_data_tasks/41/default.jsonl
+++ b/all_data_tasks/41/default.jsonl
@@ -1,19 +1,17 @@
-{"index":1,"Rank":1,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.17,"LEMBNarrativeQARetrieval":64.69,"LEMBNeedleRetrieval":75.25,"LEMBPasskeyRetrieval":97.0,"LEMBQMSumRetrieval":51.49,"LEMBSummScreenFDRetrieval":99.11,"LEMBWikimQARetrieval":87.49}
-{"index":0,"Rank":2,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.85,"LEMBNarrativeQARetrieval":55.78,"LEMBNeedleRetrieval":80.5,"LEMBPasskeyRetrieval":93.75,"LEMBQMSumRetrieval":57.26,"LEMBSummScreenFDRetrieval":98.72,"LEMBWikimQARetrieval":87.08}
-{"index":10,"Rank":3,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Average":58.12,"LEMBNarrativeQARetrieval":37.89,"LEMBNeedleRetrieval":54.25,"LEMBPasskeyRetrieval":50.25,"LEMBQMSumRetrieval":38.87,"LEMBSummScreenFDRetrieval":93.48,"LEMBWikimQARetrieval":73.99}
-{"index":2,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":56.56,"LEMBNarrativeQARetrieval":45.76,"LEMBNeedleRetrieval":40.25,"LEMBPasskeyRetrieval":46.0,"LEMBQMSumRetrieval":35.54,"LEMBSummScreenFDRetrieval":94.09,"LEMBWikimQARetrieval":77.73}
-{"index":4,"Rank":5,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.52,"LEMBNarrativeQARetrieval":30.35,"LEMBNeedleRetrieval":41.5,"LEMBPasskeyRetrieval":67.25,"LEMBQMSumRetrieval":35.6,"LEMBSummScreenFDRetrieval":95.23,"LEMBWikimQARetrieval":69.19}
-{"index":11,"Rank":6,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":54.81,"LEMBNarrativeQARetrieval":41.23,"LEMBNeedleRetrieval":39.5,"LEMBPasskeyRetrieval":44.75,"LEMBQMSumRetrieval":36.65,"LEMBSummScreenFDRetrieval":92.97,"LEMBWikimQARetrieval":73.75}
-{"index":18,"Rank":7,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.3,"LEMBNarrativeQARetrieval":44.09,"LEMBNeedleRetrieval":29.25,"LEMBPasskeyRetrieval":63.0,"LEMBQMSumRetrieval":32.49,"LEMBSummScreenFDRetrieval":84.8,"LEMBWikimQARetrieval":54.16}
-{"index":3,"Rank":8,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":47.09,"LEMBNarrativeQARetrieval":41.45,"LEMBNeedleRetrieval":33.25,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":30.36,"LEMBSummScreenFDRetrieval":78.48,"LEMBWikimQARetrieval":60.77}
-{"index":6,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":43.65,"LEMBNarrativeQARetrieval":37.21,"LEMBNeedleRetrieval":31.5,"LEMBPasskeyRetrieval":30.75,"LEMBQMSumRetrieval":28.63,"LEMBSummScreenFDRetrieval":75.11,"LEMBWikimQARetrieval":58.71}
-{"index":7,"Rank":10,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.54,"LEMBNarrativeQARetrieval":23.6,"LEMBNeedleRetrieval":32.0,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":25.16,"LEMBSummScreenFDRetrieval":68.21,"LEMBWikimQARetrieval":56.04}
-{"index":8,"Rank":11,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":40.44,"LEMBNarrativeQARetrieval":24.22,"LEMBNeedleRetrieval":28.0,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":24.26,"LEMBSummScreenFDRetrieval":71.12,"LEMBWikimQARetrieval":56.8}
-{"index":5,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.24,"LEMBNarrativeQARetrieval":25.31,"LEMBNeedleRetrieval":28.5,"LEMBPasskeyRetrieval":33.25,"LEMBQMSumRetrieval":23.83,"LEMBSummScreenFDRetrieval":74.67,"LEMBWikimQARetrieval":55.85}
-{"index":9,"Rank":13,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.83,"LEMBNarrativeQARetrieval":22.6,"LEMBNeedleRetrieval":30.75,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":21.51,"LEMBSummScreenFDRetrieval":62.75,"LEMBWikimQARetrieval":57.13}
-{"index":15,"Rank":14,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":31.12,"LEMBNarrativeQARetrieval":19.34,"LEMBNeedleRetrieval":16.0,"LEMBPasskeyRetrieval":24.5,"LEMBQMSumRetrieval":21.54,"LEMBSummScreenFDRetrieval":60.43,"LEMBWikimQARetrieval":44.92}
-{"index":14,"Rank":15,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.81,"LEMBNarrativeQARetrieval":18.27,"LEMBNeedleRetrieval":20.0,"LEMBPasskeyRetrieval":23.25,"LEMBQMSumRetrieval":16.32,"LEMBSummScreenFDRetrieval":54.8,"LEMBWikimQARetrieval":46.23}
-{"index":13,"Rank":16,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.26,"LEMBNarrativeQARetrieval":19.64,"LEMBNeedleRetrieval":12.25,"LEMBPasskeyRetrieval":14.75,"LEMBQMSumRetrieval":13.08,"LEMBSummScreenFDRetrieval":46.98,"LEMBWikimQARetrieval":44.88}
-{"index":12,"Rank":17,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":21.94,"LEMBNarrativeQARetrieval":11.45,"LEMBNeedleRetrieval":17.5,"LEMBPasskeyRetrieval":20.0,"LEMBQMSumRetrieval":14.07,"LEMBSummScreenFDRetrieval":40.52,"LEMBWikimQARetrieval":28.1}
-{"index":17,"Rank":18,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":21.67,"LEMBNarrativeQARetrieval":16.02,"LEMBNeedleRetrieval":14.0,"LEMBPasskeyRetrieval":7.75,"LEMBQMSumRetrieval":12.23,"LEMBSummScreenFDRetrieval":41.15,"LEMBWikimQARetrieval":38.86}
-{"index":16,"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.92,"LEMBNarrativeQARetrieval":13.82,"LEMBNeedleRetrieval":13.5,"LEMBPasskeyRetrieval":8.25,"LEMBQMSumRetrieval":11.02,"LEMBSummScreenFDRetrieval":38.12,"LEMBWikimQARetrieval":40.84}
+{"index":1,"Rank":1,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.39,"AILACasedocs":44.56,"AILAStatutes":45.51,"GerDaLIRSmall":44.91,"LeCaRDv2":72.75,"LegalBenchConsumerContractsQA":83.27,"LegalBenchCorporateLobbying":95.66,"LegalQuAD":67.47,"LegalSummarization":68.96}
+{"index":5,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":60.0,"AILACasedocs":36.66,"AILAStatutes":34.53,"GerDaLIRSmall":37.18,"LeCaRDv2":68.56,"LegalBenchConsumerContractsQA":77.98,"LegalBenchCorporateLobbying":94.6,"LegalQuAD":59.64,"LegalSummarization":70.86}
+{"index":16,"Rank":3,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.22,"AILACasedocs":39.0,"AILAStatutes":41.31,"GerDaLIRSmall":32.77,"LeCaRDv2":57.2,"LegalBenchConsumerContractsQA":79.39,"LegalBenchCorporateLobbying":95.09,"LegalQuAD":57.47,"LegalSummarization":71.55}
+{"index":0,"Rank":4,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.43,"AILACasedocs":38.2,"AILAStatutes":44.81,"GerDaLIRSmall":17.85,"LeCaRDv2":61.12,"LegalBenchConsumerContractsQA":80.8,"LegalBenchCorporateLobbying":94.11,"LegalQuAD":47.17,"LegalSummarization":67.39}
+{"index":3,"Rank":5,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":43.04,"AILACasedocs":31.54,"AILAStatutes":27.15,"GerDaLIRSmall":6.05,"LeCaRDv2":21.02,"LegalBenchConsumerContractsQA":77.12,"LegalBenchCorporateLobbying":93.68,"LegalQuAD":26.08,"LegalSummarization":61.7}
+{"index":2,"Rank":6,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":39.22,"AILACasedocs":25.15,"AILAStatutes":20.74,"GerDaLIRSmall":3.96,"LeCaRDv2":22.68,"LegalBenchConsumerContractsQA":73.52,"LegalBenchCorporateLobbying":91.51,"LegalQuAD":16.22,"LegalSummarization":59.99}
+{"index":4,"Rank":7,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","AILACasedocs":35.29,"AILAStatutes":41.8,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":82.05,"LegalBenchCorporateLobbying":95.0,"LegalQuAD":"","LegalSummarization":70.64}
+{"index":6,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AILACasedocs":26.05,"AILAStatutes":20.37,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":69.02,"LegalBenchCorporateLobbying":88.97,"LegalQuAD":"","LegalSummarization":61.69}
+{"index":7,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AILACasedocs":26.43,"AILAStatutes":20.84,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":73.3,"LegalBenchCorporateLobbying":89.72,"LegalQuAD":"","LegalSummarization":62.1}
+{"index":8,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AILACasedocs":23.43,"AILAStatutes":19.01,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":66.98,"LegalBenchCorporateLobbying":89.47,"LegalQuAD":"","LegalSummarization":55.76}
+{"index":9,"Rank":11,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AILACasedocs":17.67,"AILAStatutes":16.72,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":54.66,"LegalBenchCorporateLobbying":69.39,"LegalQuAD":"","LegalSummarization":53.89}
+{"index":10,"Rank":12,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalSummarization":57.43}
+{"index":11,"Rank":13,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AILACasedocs":19.72,"AILAStatutes":20.52,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":65.6,"LegalBenchCorporateLobbying":86.41,"LegalQuAD":"","LegalSummarization":59.0}
+{"index":12,"Rank":14,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AILACasedocs":22.51,"AILAStatutes":21.27,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":75.25,"LegalBenchCorporateLobbying":89.04,"LegalQuAD":"","LegalSummarization":58.55}
+{"index":13,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AILACasedocs":13.66,"AILAStatutes":20.52,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":49.81,"LegalBenchCorporateLobbying":88.51,"LegalQuAD":"","LegalSummarization":54.97}
+{"index":14,"Rank":16,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AILACasedocs":17.45,"AILAStatutes":22.24,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":52.37,"LegalBenchCorporateLobbying":87.62,"LegalQuAD":"","LegalSummarization":56.8}
+{"index":15,"Rank":17,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AILACasedocs":7.43,"AILAStatutes":13.62,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":"","LegalBenchCorporateLobbying":"","LegalQuAD":"","LegalSummarization":""}
diff --git a/all_data_tasks/42/default.jsonl b/all_data_tasks/42/default.jsonl
index 2f454c7160cb34f5878a2ee54bf11df49ad6fb1a..473e42a88a40e6e738c59f1ce6c4934b7157056e 100644
--- a/all_data_tasks/42/default.jsonl
+++ b/all_data_tasks/42/default.jsonl
@@ -1,36 +1,19 @@
-{"index":13,"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":35.2,"ARCChallenge":26.68,"AlphaNLI":34.0,"HellaSwag":39.45,"PIQA":44.35,"Quail":11.67,"RARbCode":84.02,"RARbMath":82.35,"SIQA":7.23,"SpartQA":9.35,"TempReasonL1":7.16,"TempReasonL2Fact":58.39,"TempReasonL2Pure":11.22,"TempReasonL3Fact":44.29,"TempReasonL3Pure":14.15,"WinoGrande":53.7}
-{"index":32,"Rank":2,"Model":"text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92}
-{"index":12,"Rank":3,"Model":"GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12}
-{"index":33,"Rank":4,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11}
-{"index":16,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.49,"ARCChallenge":19.0,"AlphaNLI":26.02,"HellaSwag":35.37,"PIQA":39.83,"Quail":7.28,"RARbCode":79.77,"RARbMath":72.0,"SIQA":5.68,"SpartQA":10.03,"TempReasonL1":3.6,"TempReasonL2Fact":36.19,"TempReasonL2Pure":8.93,"TempReasonL3Fact":29.98,"TempReasonL3Pure":14.15,"WinoGrande":39.51}
-{"index":17,"Rank":6,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18}
-{"index":10,"Rank":7,"Model":"Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02}
-{"index":19,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":24.69,"ARCChallenge":10.83,"AlphaNLI":13.59,"HellaSwag":27.35,"PIQA":28.82,"Quail":4.85,"RARbCode":58.92,"RARbMath":67.32,"SIQA":5.36,"SpartQA":5.64,"TempReasonL1":1.14,"TempReasonL2Fact":42.96,"TempReasonL2Pure":2.05,"TempReasonL3Fact":38.22,"TempReasonL3Pure":8.31,"WinoGrande":54.99}
-{"index":35,"Rank":9,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53}
-{"index":11,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01}
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diff --git a/all_data_tasks/43/default.jsonl b/all_data_tasks/43/default.jsonl
index 92e05d04dda24ceebfb5d150ba718589372d6194..2f454c7160cb34f5878a2ee54bf11df49ad6fb1a 100644
--- a/all_data_tasks/43/default.jsonl
+++ b/all_data_tasks/43/default.jsonl
@@ -1,14 +1,36 @@
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+{"index":4,"Rank":27,"Model":"bge-large-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.55,"ARCChallenge":8.86,"AlphaNLI":0.86,"HellaSwag":26.24,"PIQA":23.26,"Quail":2.72,"RARbCode":45.25,"RARbMath":49.82,"SIQA":0.59,"SpartQA":2.34,"TempReasonL1":1.17,"TempReasonL2Fact":21.19,"TempReasonL2Pure":2.1,"TempReasonL3Fact":17.59,"TempReasonL3Pure":5.99,"WinoGrande":10.31}
+{"index":9,"Rank":28,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28}
+{"index":25,"Rank":29,"Model":"all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66}
+{"index":2,"Rank":30,"Model":"bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27}
+{"index":8,"Rank":31,"Model":"bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35}
+{"index":28,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01}
+{"index":27,"Rank":33,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52}
+{"index":21,"Rank":34,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3}
+{"index":14,"Rank":35,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3}
+{"index":29,"Rank":36,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""}
diff --git a/all_data_tasks/44/default.jsonl b/all_data_tasks/44/default.jsonl
index 20ae2cb1c27e9f078408c126b867130b0ab744d3..92e05d04dda24ceebfb5d150ba718589372d6194 100644
--- a/all_data_tasks/44/default.jsonl
+++ b/all_data_tasks/44/default.jsonl
@@ -1,14 +1,14 @@
-{"index":3,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":27.82,"BrightRetrieval (biology)":39.24,"BrightRetrieval (earth_science)":36.13,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":42.28,"BrightRetrieval (robotics)":21.29,"BrightRetrieval (stackoverflow)":23.5,"BrightRetrieval (sustainable_living)":33.1}
-{"index":7,"Rank":2,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":26.03,"BrightRetrieval (biology)":37.46,"BrightRetrieval (earth_science)":39.44,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.35,"BrightRetrieval (robotics)":17.82,"BrightRetrieval (stackoverflow)":20.08,"BrightRetrieval (sustainable_living)":32.36}
-{"index":8,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":26.01,"BrightRetrieval (biology)":30.26,"BrightRetrieval (earth_science)":37.0,"BrightRetrieval (economics)":24.27,"BrightRetrieval (pony)":2.0,"BrightRetrieval (psychology)":47.72,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":34.99}
-{"index":4,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":25.96,"BrightRetrieval (biology)":34.87,"BrightRetrieval (earth_science)":38.36,"BrightRetrieval (economics)":27.67,"BrightRetrieval (pony)":1.17,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":16.67,"BrightRetrieval (sustainable_living)":31.28}
-{"index":11,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":25.54,"BrightRetrieval (biology)":29.93,"BrightRetrieval (earth_science)":36.28,"BrightRetrieval (economics)":26.21,"BrightRetrieval (pony)":1.14,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":32.21}
-{"index":1,"Rank":6,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.62,"BrightRetrieval (biology)":34.38,"BrightRetrieval (earth_science)":35.35,"BrightRetrieval (economics)":26.7,"BrightRetrieval (pony)":1.28,"BrightRetrieval (psychology)":41.58,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":13.68,"BrightRetrieval (sustainable_living)":31.1}
-{"index":0,"Rank":7,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":22.44,"BrightRetrieval (biology)":30.91,"BrightRetrieval (earth_science)":38.0,"BrightRetrieval (economics)":21.84,"BrightRetrieval (pony)":0.29,"BrightRetrieval (psychology)":30.69,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":19.23,"BrightRetrieval (sustainable_living)":25.65}
-{"index":13,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":21.88,"BrightRetrieval (biology)":33.09,"BrightRetrieval (earth_science)":32.26,"BrightRetrieval (economics)":24.76,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.15,"BrightRetrieval (robotics)":11.88,"BrightRetrieval (stackoverflow)":11.54,"BrightRetrieval (sustainable_living)":26.34}
-{"index":6,"Rank":9,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.4,"BrightRetrieval (biology)":31.47,"BrightRetrieval (earth_science)":35.49,"BrightRetrieval (economics)":17.96,"BrightRetrieval (pony)":0.84,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":9.9,"BrightRetrieval (stackoverflow)":15.81,"BrightRetrieval (sustainable_living)":15.23}
-{"index":9,"Rank":10,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":18.21,"BrightRetrieval (biology)":24.11,"BrightRetrieval (earth_science)":29.45,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":3.94,"BrightRetrieval (psychology)":21.29,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":25.42}
-{"index":10,"Rank":11,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":17.82,"BrightRetrieval (biology)":22.01,"BrightRetrieval (earth_science)":32.04,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":5.93,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":20.14}
-{"index":12,"Rank":12,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":17.43,"BrightRetrieval (biology)":25.57,"BrightRetrieval (earth_science)":34.05,"BrightRetrieval (economics)":18.93,"BrightRetrieval (pony)":1.19,"BrightRetrieval (psychology)":15.84,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":18.01}
-{"index":5,"Rank":13,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.75,"BrightRetrieval (biology)":16.42,"BrightRetrieval (earth_science)":27.73,"BrightRetrieval (economics)":20.87,"BrightRetrieval (pony)":0.36,"BrightRetrieval (psychology)":11.58,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":13.25,"BrightRetrieval (sustainable_living)":16.9}
-{"index":2,"Rank":14,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":11.35,"BrightRetrieval (biology)":10.68,"BrightRetrieval (earth_science)":15.37,"BrightRetrieval (economics)":10.68,"BrightRetrieval (pony)":5.35,"BrightRetrieval (psychology)":8.42,"BrightRetrieval (robotics)":7.43,"BrightRetrieval (stackoverflow)":22.22,"BrightRetrieval (sustainable_living)":10.68}
+{"index":4,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.89,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":34.22}
+{"index":3,"Rank":2,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":22.09,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":30.8}
+{"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.63,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":19.75}
+{"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.52,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":14.31}
+{"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.61,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.22}
+{"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.02,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.32}
+{"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.65,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":11.1}
+{"index":13,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.56,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":10.82}
+{"index":11,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.54,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":25.09}
+{"index":6,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.33,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":7.14}
+{"index":12,"Rank":11,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":14.6,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":9.9}
+{"index":2,"Rank":12,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.33,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.75}
+{"index":9,"Rank":13,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.04,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":8.27}
+{"index":5,"Rank":14,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.57,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":6.72}
diff --git a/all_data_tasks/45/default.jsonl b/all_data_tasks/45/default.jsonl
index 5fe63f2677ded1b0beaafef6ae561b693d2c57b4..20ae2cb1c27e9f078408c126b867130b0ab744d3 100644
--- a/all_data_tasks/45/default.jsonl
+++ b/all_data_tasks/45/default.jsonl
@@ -1,11 +1,14 @@
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diff --git a/all_data_tasks/46/default.jsonl b/all_data_tasks/46/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fca7c18370799729167f5153531ccae6e16d962e
--- /dev/null
+++ b/all_data_tasks/46/default.jsonl
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diff --git a/all_data_tasks/5/default.jsonl b/all_data_tasks/5/default.jsonl
index 34c88b936ed0945f8be86209b162b9c6e2b3e723..156e36fd0a8713bb409bc204e23bb09f2b83d74e 100644
--- a/all_data_tasks/5/default.jsonl
+++ b/all_data_tasks/5/default.jsonl
@@ -1,211 +1,263 @@
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+{"index":285,"Rank":336,"Model":"kom<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
+{"index":286,"Rank":337,"Model":"kom2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
+{"index":287,"Rank":338,"Model":"komni<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":76.91,"STS22 (en)":54.42,"STSBenchmark":""}
+{"index":288,"Rank":339,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
+{"index":292,"Rank":340,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
+{"index":293,"Rank":341,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":85.49,"STS22 (en)":62.01,"STSBenchmark":""}
+{"index":324,"Rank":342,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":84.75,"SICK-R":80.74,"STS12":75.42,"STS13":85.48,"STS14":78.85,"STS15":85.23,"STS16":82.16,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":82.69}
+{"index":325,"Rank":343,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","BIOSSES":0.74,"SICK-R":0.81,"STS12":0.74,"STS13":0.83,"STS14":0.75,"STS15":0.82,"STS16":0.81,"STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":0.8}
+{"index":331,"Rank":347,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":334,"Rank":348,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":335,"Rank":349,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":"","SICK-R":"","STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":74.97,"STS22 (en)":69.08,"STSBenchmark":""}
+{"index":349,"Rank":355,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
+{"index":350,"Rank":356,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
+{"index":351,"Rank":357,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
diff --git a/all_data_tasks/6/default.jsonl b/all_data_tasks/6/default.jsonl
index dc2d43d6cd4a9a5c0a38c7a4b761c0d36ae5d90e..b9469d2b66e337315537728144bfe87c91918fc1 100644
--- a/all_data_tasks/6/default.jsonl
+++ b/all_data_tasks/6/default.jsonl
@@ -1,183 +1,229 @@
-{"index":123,"Rank":1,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"SummEval":33.6}
-{"index":184,"Rank":2,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.71}
-{"index":141,"Rank":3,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"SummEval":32.52}
-{"index":281,"Rank":4,"Model":"nmc-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.49}
-{"index":96,"Rank":5,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.47}
-{"index":140,"Rank":6,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"SummEval":32.32}
-{"index":47,"Rank":7,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.12}
-{"index":157,"Rank":8,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"SummEval":32.06}
-{"index":107,"Rank":9,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.03}
-{"index":293,"Rank":10,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.93}
-{"index":139,"Rank":11,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.84}
-{"index":267,"Rank":12,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.8}
-{"index":304,"Rank":13,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.75}
-{"index":101,"Rank":14,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.75}
-{"index":268,"Rank":15,"Model":"mpn-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.68}
-{"index":135,"Rank":16,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"SummEval":31.66}
-{"index":246,"Rank":17,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.66}
-{"index":159,"Rank":18,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":213,"Rank":19,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
-{"index":212,"Rank":20,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
-{"index":18,"Rank":21,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":164,"Rank":22,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.6}
-{"index":113,"Rank":23,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
-{"index":296,"Rank":24,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
-{"index":126,"Rank":25,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":183,"Rank":26,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.55}
-{"index":163,"Rank":27,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
-{"index":53,"Rank":28,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":134,"Rank":29,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"SummEval":31.49}
-{"index":10,"Rank":30,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"SummEval":31.46}
-{"index":80,"Rank":31,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":31.46}
-{"index":308,"Rank":32,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.42}
-{"index":253,"Rank":33,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
-{"index":254,"Rank":34,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
-{"index":146,"Rank":35,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.4}
-{"index":147,"Rank":36,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
-{"index":301,"Rank":37,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
-{"index":99,"Rank":38,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
-{"index":12,"Rank":39,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
-{"index":29,"Rank":40,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
-{"index":194,"Rank":41,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.28}
-{"index":66,"Rank":42,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.27}
-{"index":162,"Rank":43,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":31.25}
-{"index":37,"Rank":44,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
-{"index":117,"Rank":45,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.22}
-{"index":202,"Rank":46,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
-{"index":19,"Rank":47,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
-{"index":245,"Rank":48,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
-{"index":13,"Rank":49,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
-{"index":11,"Rank":50,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEval":31.17}
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-{"index":93,"Rank":52,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
-{"index":103,"Rank":53,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":31.16}
-{"index":119,"Rank":54,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
-{"index":111,"Rank":55,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
-{"index":49,"Rank":56,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
-{"index":155,"Rank":57,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"SummEval":31.1}
-{"index":121,"Rank":58,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":169,"Rank":59,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":16,"Rank":60,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
-{"index":171,"Rank":61,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":172,"Rank":62,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":170,"Rank":63,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":249,"Rank":64,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":132,"Rank":65,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
-{"index":79,"Rank":66,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"SummEval":31.03}
-{"index":276,"Rank":67,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.03}
-{"index":142,"Rank":68,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
-{"index":173,"Rank":69,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
-{"index":32,"Rank":70,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
-{"index":52,"Rank":71,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
-{"index":65,"Rank":72,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.97}
-{"index":158,"Rank":73,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"SummEval":30.97}
-{"index":144,"Rank":74,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.97}
-{"index":118,"Rank":75,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.96}
-{"index":14,"Rank":76,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"SummEval":30.91}
-{"index":116,"Rank":77,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.87}
-{"index":271,"Rank":78,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.86}
-{"index":97,"Rank":79,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
-{"index":300,"Rank":80,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":211,"Rank":81,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
-{"index":94,"Rank":82,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.82}
-{"index":176,"Rank":83,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
-{"index":291,"Rank":84,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
-{"index":17,"Rank":85,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.77}
-{"index":274,"Rank":86,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.73}
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+{"index":266,"Rank":184,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":29.91}
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+{"index":330,"Rank":194,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
+{"index":322,"Rank":195,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
+{"index":89,"Rank":196,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.71}
+{"index":271,"Rank":197,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
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+{"index":177,"Rank":202,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.64}
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+{"index":223,"Rank":204,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
+{"index":316,"Rank":205,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":313,"Rank":206,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":312,"Rank":207,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":257,"Rank":208,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
+{"index":260,"Rank":209,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
+{"index":117,"Rank":210,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":29.47}
+{"index":319,"Rank":211,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.42}
+{"index":87,"Rank":212,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.33}
+{"index":63,"Rank":213,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":29.23}
+{"index":146,"Rank":214,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
+{"index":202,"Rank":215,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
+{"index":320,"Rank":216,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.01}
+{"index":253,"Rank":217,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
+{"index":69,"Rank":218,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
+{"index":226,"Rank":219,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":28.41}
+{"index":289,"Rank":220,"Model":"lma-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":28.15}
+{"index":294,"Rank":221,"Model":"lma3-correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.94}
+{"index":249,"Rank":222,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":27.91}
+{"index":252,"Rank":223,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
+{"index":129,"Rank":224,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.54}
+{"index":251,"Rank":225,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.49}
+{"index":348,"Rank":226,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
+{"index":11,"Rank":227,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
+{"index":121,"Rank":228,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":24.79}
+{"index":325,"Rank":229,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":0.29}
diff --git a/all_data_tasks/8/default.jsonl b/all_data_tasks/8/default.jsonl
index 0ce5888c4fc8f53d283463dc3d94040eaa1ceaee..54677c245c4e8a36a67cff91d7d8a4056bdec432 100644
--- a/all_data_tasks/8/default.jsonl
+++ b/all_data_tasks/8/default.jsonl
@@ -1,99 +1,99 @@
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-{"index":108,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":75.03,"AmazonReviewsClassification (zh)":50.31,"IFlyTek":51.94,"JDReview":90.32,"MassiveIntentClassification (zh-CN)":78.14,"MassiveScenarioClassification (zh-CN)":86.2,"MultilingualSentiment":78.58,"OnlineShopping":95.07,"TNews":55.03,"Waimai":89.7}
-{"index":195,"Rank":3,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
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-{"index":157,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.43,"AmazonReviewsClassification (zh)":49.72,"IFlyTek":51.7,"JDReview":88.87,"MassiveIntentClassification (zh-CN)":76.79,"MassiveScenarioClassification (zh-CN)":84.96,"MultilingualSentiment":79.22,"OnlineShopping":94.88,"TNews":54.35,"Waimai":89.36}
-{"index":30,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.3,"AmazonReviewsClassification (zh)":49.5,"IFlyTek":51.77,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":76.96,"MassiveScenarioClassification (zh-CN)":84.64,"MultilingualSentiment":78.97,"OnlineShopping":94.56,"TNews":54.39,"Waimai":89.42}
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-{"index":255,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"AmazonReviewsClassification (zh)":49.68,"IFlyTek":51.77,"JDReview":86.94,"MassiveIntentClassification (zh-CN)":80.6,"MassiveScenarioClassification (zh-CN)":87.42,"MultilingualSentiment":75.92,"OnlineShopping":94.03,"TNews":52.69,"Waimai":88.23}
-{"index":21,"Rank":9,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":74.11,"AmazonReviewsClassification (zh)":54.34,"IFlyTek":49.94,"JDReview":88.91,"MassiveIntentClassification (zh-CN)":78.19,"MassiveScenarioClassification (zh-CN)":82.58,"MultilingualSentiment":78.91,"OnlineShopping":94.59,"TNews":50.26,"Waimai":89.26}
-{"index":6,"Rank":10,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":73.36,"AmazonReviewsClassification (zh)":52.95,"IFlyTek":53.77,"JDReview":88.2,"MassiveIntentClassification (zh-CN)":76.25,"MassiveScenarioClassification (zh-CN)":77.26,"MultilingualSentiment":77.42,"OnlineShopping":94.48,"TNews":51.24,"Waimai":88.63}
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-{"index":33,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.09,"AmazonReviewsClassification (zh)":43.32,"IFlyTek":47.08,"JDReview":84.48,"MassiveIntentClassification (zh-CN)":70.91,"MassiveScenarioClassification (zh-CN)":74.94,"MultilingualSentiment":72.68,"OnlineShopping":92.11,"TNews":49.85,"Waimai":86.44}
-{"index":12,"Rank":28,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.81,"IFlyTek":48.01,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.27,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.4,"OnlineShopping":91.82,"TNews":51.93,"Waimai":87.1}
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diff --git a/all_data_tasks/9/default.jsonl b/all_data_tasks/9/default.jsonl
index 7f68d83b9b2b2cab2297bed15935570d433c30ed..87758e527dd4fe42a2eb8bf73f226770ff6b105b 100644
--- a/all_data_tasks/9/default.jsonl
+++ b/all_data_tasks/9/default.jsonl
@@ -1,67 +1,67 @@
-{"index":6,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":67.08,"CLSClusteringP2P":47.21,"CLSClusteringS2S":45.79,"ThuNewsClusteringP2P":87.43,"ThuNewsClusteringS2S":87.9}
-{"index":255,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
-{"index":45,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
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diff --git a/boards_data/coir/data_tasks/Retrieval/default.jsonl b/boards_data/coir/data_tasks/Retrieval/default.jsonl
index 5fe63f2677ded1b0beaafef6ae561b693d2c57b4..fca7c18370799729167f5153531ccae6e16d962e 100644
--- a/boards_data/coir/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/coir/data_tasks/Retrieval/default.jsonl
@@ -1,11 +1,11 @@
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diff --git a/boards_data/en/data_overall/default.jsonl b/boards_data/en/data_overall/default.jsonl
index 5794dcad7b1346d066576afe23eda0ed1466579b..21a10886e44f84d5ac7ab91619dfc181758932f4 100644
--- a/boards_data/en/data_overall/default.jsonl
+++ b/boards_data/en/data_overall/default.jsonl
@@ -1,306 +1,336 @@
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-{"index":287,"Rank":127,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":49.17,"Classification Average (12 datasets)":63.05,"Clustering Average (11 datasets)":33.94,"PairClassification Average (3 datasets)":77.78,"Reranking Average (4 datasets)":50.24,"Retrieval Average (15 datasets)":28.14,"STS Average (10 datasets)":73.67,"Summarization Average (1 datasets)":30.45}
-{"index":273,"Rank":128,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":48.8,"Classification Average (12 datasets)":63.25,"Clustering Average (11 datasets)":32.17,"PairClassification Average (3 datasets)":79.48,"Reranking Average (4 datasets)":49.27,"Retrieval Average (15 datasets)":27.11,"STS Average (10 datasets)":74.78,"Summarization Average (1 datasets)":30.26}
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-{"index":265,"Rank":131,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":48.36,"Classification Average (12 datasets)":64.66,"Clustering Average (11 datasets)":29.98,"PairClassification Average (3 datasets)":78.57,"Reranking Average (4 datasets)":48.43,"Retrieval Average (15 datasets)":28.81,"STS Average (10 datasets)":71.06,"Summarization Average (1 datasets)":30.19}
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-{"index":281,"Rank":134,"Model":"nmc-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":47.3,"Classification Average (12 datasets)":62.63,"Clustering Average (11 datasets)":29.94,"PairClassification Average (3 datasets)":75.66,"Reranking Average (4 datasets)":49.01,"Retrieval Average (15 datasets)":27.1,"STS Average (10 datasets)":70.57,"Summarization Average (1 datasets)":32.49}
-{"index":254,"Rank":135,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":47.19,"Classification Average (12 datasets)":62.79,"Clustering Average (11 datasets)":34.58,"PairClassification Average (3 datasets)":74.08,"Reranking Average (4 datasets)":48.46,"Retrieval Average (15 datasets)":25.56,"STS Average (10 datasets)":67.79,"Summarization Average (1 datasets)":31.41}
-{"index":252,"Rank":136,"Model":"ft-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":47.05,"Classification Average (12 datasets)":62.79,"Clustering Average (11 datasets)":34.62,"PairClassification Average (3 datasets)":72.15,"Reranking Average (4 datasets)":45.98,"Retrieval Average (15 datasets)":26.4,"STS Average (10 datasets)":67.4,"Summarization Average (1 datasets)":30.07}
-{"index":269,"Rank":137,"Model":"mpn-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":47.05,"Classification Average (12 datasets)":61.89,"Clustering Average (11 datasets)":32.61,"PairClassification Average (3 datasets)":73.5,"Reranking Average (4 datasets)":48.91,"Retrieval Average (15 datasets)":26.52,"STS Average (10 datasets)":68.9,"Summarization Average (1 datasets)":30.53}
-{"index":261,"Rank":138,"Model":"lma-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":46.85,"Classification Average (12 datasets)":62.52,"Clustering Average (11 datasets)":28.15,"PairClassification Average (3 datasets)":74.44,"Reranking Average (4 datasets)":48.38,"Retrieval Average (15 datasets)":28.73,"STS Average (10 datasets)":68.53,"Summarization Average (1 datasets)":30.63}
-{"index":284,"Rank":139,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":46.7,"Classification Average (12 datasets)":60.05,"Clustering Average (11 datasets)":34.17,"PairClassification Average (3 datasets)":72.05,"Reranking Average (4 datasets)":47.43,"Retrieval Average (15 datasets)":27.58,"STS Average (10 datasets)":66.91,"Summarization Average (1 datasets)":29.8}
-{"index":285,"Rank":140,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":46.68,"Classification Average (12 datasets)":61.23,"Clustering Average (11 datasets)":30.24,"PairClassification Average (3 datasets)":76.04,"Reranking Average (4 datasets)":47.51,"Retrieval Average (15 datasets)":24.62,"STS Average (10 datasets)":72.9,"Summarization Average (1 datasets)":30.11}
-{"index":288,"Rank":141,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":46.37,"Classification Average (12 datasets)":61.1,"Clustering Average (11 datasets)":30.6,"PairClassification Average (3 datasets)":75.57,"Reranking Average (4 datasets)":47.78,"Retrieval Average (15 datasets)":24.17,"STS Average (10 datasets)":71.63,"Summarization Average (1 datasets)":30.4}
-{"index":282,"Rank":142,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":46.29,"Classification Average (12 datasets)":61.16,"Clustering Average (11 datasets)":31.75,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":27.79,"STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
-{"index":283,"Rank":143,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":46.28,"Classification Average (12 datasets)":61.15,"Clustering Average (11 datasets)":31.68,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":27.79,"STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
-{"index":78,"Rank":144,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":45.97,"Classification Average (12 datasets)":61.46,"Clustering Average (11 datasets)":30.95,"PairClassification Average (3 datasets)":71.78,"Reranking Average (4 datasets)":47.56,"Retrieval Average (15 datasets)":20.9,"STS Average (10 datasets)":74.71,"Summarization Average (1 datasets)":30.26}
-{"index":253,"Rank":145,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":43.76,"Classification Average (12 datasets)":59.2,"Clustering Average (11 datasets)":31.47,"PairClassification Average (3 datasets)":71.07,"Reranking Average (4 datasets)":46.7,"Retrieval Average (15 datasets)":22.27,"STS Average (10 datasets)":62.85,"Summarization Average (1 datasets)":31.41}
-{"index":250,"Rank":146,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":43.06,"Classification Average (12 datasets)":59.11,"Clustering Average (11 datasets)":30.75,"PairClassification Average (3 datasets)":65.76,"Reranking Average (4 datasets)":43.63,"Retrieval Average (15 datasets)":22.21,"STS Average (10 datasets)":62.82,"Summarization Average (1 datasets)":30.33}
-{"index":251,"Rank":147,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":43.05,"Classification Average (12 datasets)":59.09,"Clustering Average (11 datasets)":30.75,"PairClassification Average (3 datasets)":65.76,"Reranking Average (4 datasets)":43.63,"Retrieval Average (15 datasets)":22.21,"STS Average (10 datasets)":62.82,"Summarization Average (1 datasets)":30.33}
-{"index":276,"Rank":148,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":42.87,"Classification Average (12 datasets)":61.05,"Clustering Average (11 datasets)":27.52,"PairClassification Average (3 datasets)":60.02,"Reranking Average (4 datasets)":44.85,"Retrieval Average (15 datasets)":24.82,"STS Average (10 datasets)":60.25,"Summarization Average (1 datasets)":31.03}
-{"index":260,"Rank":149,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":42.32,"Classification Average (12 datasets)":60.37,"Clustering Average (11 datasets)":26.68,"PairClassification Average (3 datasets)":59.62,"Reranking Average (4 datasets)":43.71,"Retrieval Average (15 datasets)":26.35,"STS Average (10 datasets)":57.26,"Summarization Average (1 datasets)":30.27}
-{"index":137,"Rank":150,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":42.02,"Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":26.2,"PairClassification Average (3 datasets)":71.4,"Reranking Average (4 datasets)":46.18,"Retrieval Average (15 datasets)":13.47,"STS Average (10 datasets)":67.23,"Summarization Average (1 datasets)":30.56}
-{"index":0,"Rank":151,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":79.0,"Clustering Average (11 datasets)":45.07,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":57.78,"Retrieval Average (15 datasets)":52.44,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":1,"Rank":152,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":81.17,"Clustering Average (11 datasets)":47.48,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":58.9,"Retrieval Average (15 datasets)":55.7,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":2,"Rank":153,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":3,"Rank":154,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":"","Classification Average (12 datasets)":81.49,"Clustering Average (11 datasets)":53.35,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":60.09,"Retrieval Average (15 datasets)":58.28,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":4,"Rank":155,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":"","Classification Average (12 datasets)":74.79,"Clustering Average (11 datasets)":47.4,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":59.74,"Retrieval Average (15 datasets)":55.58,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":5,"Rank":156,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":"","Classification Average (12 datasets)":79.25,"Clustering Average (11 datasets)":52.42,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":58.24,"Retrieval Average (15 datasets)":56.6,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":6,"Rank":157,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (56 datasets)":"","Classification Average (12 datasets)":53.18,"Clustering Average (11 datasets)":15.28,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":41.44,"Retrieval Average (15 datasets)":7.94,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":7,"Rank":158,"Model":"bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":39.84,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":8,"Rank":159,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":21,"Rank":161,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":58.65,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":26,"Rank":162,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":31.67,"PairClassification Average (3 datasets)":76.96,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":34,"Rank":166,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":44,"Rank":173,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Embedding Dimensions":2048,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":45,"Rank":174,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.24,"Clustering Average (11 datasets)":44.49,"PairClassification Average (3 datasets)":86.03,"Reranking Average (4 datasets)":56.61,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":30.19}
-{"index":48,"Rank":175,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":71.14,"Clustering Average (11 datasets)":42.03,"PairClassification Average (3 datasets)":85.0,"Reranking Average (4 datasets)":55.4,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.26}
-{"index":49,"Rank":176,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":72.95,"Clustering Average (11 datasets)":44.62,"PairClassification Average (3 datasets)":85.61,"Reranking Average (4 datasets)":56.26,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":86.02,"Summarization Average (1 datasets)":31.14}
-{"index":50,"Rank":177,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":51,"Rank":178,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.77,"Clustering Average (11 datasets)":39.16,"PairClassification Average (3 datasets)":82.95,"Reranking Average (4 datasets)":53.37,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.93,"Summarization Average (1 datasets)":29.23}
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-{"index":96,"Rank":208,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":79.84,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":32.47}
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-{"index":106,"Rank":210,"Model":"e5-R-mistral-7b-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":58.65,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":109,"Rank":211,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":110,"Rank":212,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":112,"Rank":214,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":113,"Rank":215,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.45,"Clustering Average (11 datasets)":41.73,"PairClassification Average (3 datasets)":85.38,"Reranking Average (4 datasets)":56.98,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.7,"Summarization Average (1 datasets)":31.6}
-{"index":121,"Rank":216,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":122,"Rank":217,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":61.66,"Clustering Average (11 datasets)":30.12,"PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":43.44,"Retrieval Average (15 datasets)":10.59,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":125,"Rank":219,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":126,"Rank":220,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
-{"index":128,"Rank":221,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":129,"Rank":222,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":47.85,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":70.81,"Summarization Average (1 datasets)":29.02}
-{"index":130,"Rank":223,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":61.44,"Clustering Average (11 datasets)":37.92,"PairClassification Average (3 datasets)":82.11,"Reranking Average (4 datasets)":55.24,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":131,"Rank":224,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":66.95,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":81.03,"Reranking Average (4 datasets)":54.63,"Retrieval Average (15 datasets)":38.79,"STS Average (10 datasets)":80.17,"Summarization Average (1 datasets)":""}
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-{"index":153,"Rank":226,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":154,"Rank":227,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":163,"Rank":228,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
-{"index":165,"Rank":229,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":69.02,"Clustering Average (11 datasets)":39.29,"PairClassification Average (3 datasets)":84.56,"Reranking Average (4 datasets)":55.32,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.49,"Summarization Average (1 datasets)":29.87}
-{"index":177,"Rank":230,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":178,"Rank":231,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":179,"Rank":232,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":180,"Rank":233,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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diff --git a/boards_data/en/data_tasks/Classification/default.jsonl b/boards_data/en/data_tasks/Classification/default.jsonl
index 09c51d4d576feb243c69aedd6957c8a614eb9e04..e81b0970dabe159ca0672ae057956481bce72481 100644
--- a/boards_data/en/data_tasks/Classification/default.jsonl
+++ b/boards_data/en/data_tasks/Classification/default.jsonl
@@ -1,266 +1,266 @@
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diff --git a/boards_data/en/data_tasks/Clustering/default.jsonl b/boards_data/en/data_tasks/Clustering/default.jsonl
index c75741c93c8aab4d70ce18d5921330ad5308581c..5f47bbb470c43d2774315e5d7b54959e3f68462f 100644
--- a/boards_data/en/data_tasks/Clustering/default.jsonl
+++ b/boards_data/en/data_tasks/Clustering/default.jsonl
@@ -1,251 +1,251 @@
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diff --git a/boards_data/en/data_tasks/PairClassification/default.jsonl b/boards_data/en/data_tasks/PairClassification/default.jsonl
index c7726ac29b7ebb72c6de4f7dcffe9e8d5baaa592..0271d0ce537d7f94a2b3d887596616129a6f3f31 100644
--- a/boards_data/en/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/en/data_tasks/PairClassification/default.jsonl
@@ -1,201 +1,251 @@
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+{"index":72,"Rank":203,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":78.01,"SprintDuplicateQuestions":88.14,"TwitterSemEval2015":66.6,"TwitterURLCorpus":79.3}
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+{"index":201,"Rank":205,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.83,"SprintDuplicateQuestions":88.21,"TwitterSemEval2015":64.8,"TwitterURLCorpus":80.49}
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+{"index":317,"Rank":207,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.78,"SprintDuplicateQuestions":92.15,"TwitterSemEval2015":59.41,"TwitterURLCorpus":81.78}
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+{"index":300,"Rank":211,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.12,"SprintDuplicateQuestions":89.07,"TwitterSemEval2015":61.47,"TwitterURLCorpus":80.82}
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+{"index":348,"Rank":214,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.93,"SprintDuplicateQuestions":78.07,"TwitterSemEval2015":69.04,"TwitterURLCorpus":83.69}
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+{"index":319,"Rank":218,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.23,"SprintDuplicateQuestions":86.37,"TwitterSemEval2015":60.64,"TwitterURLCorpus":81.68}
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+{"index":76,"Rank":233,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"SprintDuplicateQuestions":77.36,"TwitterSemEval2015":61.54,"TwitterURLCorpus":77.73}
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+{"index":314,"Rank":235,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.05,"SprintDuplicateQuestions":76.35,"TwitterSemEval2015":58.11,"TwitterURLCorpus":81.68}
+{"index":312,"Rank":236,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
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+{"index":316,"Rank":238,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.88,"SprintDuplicateQuestions":75.53,"TwitterSemEval2015":58.77,"TwitterURLCorpus":81.33}
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+{"index":159,"Rank":240,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
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+{"index":107,"Rank":292,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
diff --git a/boards_data/en/data_tasks/Reranking/default.jsonl b/boards_data/en/data_tasks/Reranking/default.jsonl
index 216e2877829bdcb7864d125c546d65da0121ec42..0db59b4cdc12b8aa5c24a529efde6a90a82888b2 100644
--- a/boards_data/en/data_tasks/Reranking/default.jsonl
+++ b/boards_data/en/data_tasks/Reranking/default.jsonl
@@ -1,244 +1,244 @@
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diff --git a/boards_data/en/data_tasks/Retrieval/default.jsonl b/boards_data/en/data_tasks/Retrieval/default.jsonl
index 1e80e0d36f796719f128d687ca6e6ef848a0a2b7..a842a7ab1da9e33d1dc43e4178ab41eb5afb30a6 100644
--- a/boards_data/en/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/en/data_tasks/Retrieval/default.jsonl
@@ -1,248 +1,248 @@
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diff --git a/boards_data/en/data_tasks/STS/default.jsonl b/boards_data/en/data_tasks/STS/default.jsonl
index 34c88b936ed0945f8be86209b162b9c6e2b3e723..156e36fd0a8713bb409bc204e23bb09f2b83d74e 100644
--- a/boards_data/en/data_tasks/STS/default.jsonl
+++ b/boards_data/en/data_tasks/STS/default.jsonl
@@ -1,211 +1,263 @@
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diff --git a/boards_data/en/data_tasks/Summarization/default.jsonl b/boards_data/en/data_tasks/Summarization/default.jsonl
index dc2d43d6cd4a9a5c0a38c7a4b761c0d36ae5d90e..b9469d2b66e337315537728144bfe87c91918fc1 100644
--- a/boards_data/en/data_tasks/Summarization/default.jsonl
+++ b/boards_data/en/data_tasks/Summarization/default.jsonl
@@ -1,183 +1,229 @@
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-{"index":140,"Rank":6,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"SummEval":32.32}
-{"index":47,"Rank":7,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.12}
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-{"index":267,"Rank":12,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.8}
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-{"index":273,"Rank":126,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.26}
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-{"index":272,"Rank":134,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
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-{"index":241,"Rank":142,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.1}
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-{"index":22,"Rank":144,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
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-{"index":23,"Rank":147,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
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+{"index":307,"Rank":163,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
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+{"index":314,"Rank":193,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.8}
+{"index":330,"Rank":194,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
+{"index":322,"Rank":195,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
+{"index":89,"Rank":196,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.71}
+{"index":271,"Rank":197,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":142,"Rank":198,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":58,"Rank":199,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":236,"Rank":200,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":256,"Rank":201,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
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+{"index":265,"Rank":203,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
+{"index":223,"Rank":204,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
+{"index":316,"Rank":205,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":313,"Rank":206,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":312,"Rank":207,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":257,"Rank":208,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
+{"index":260,"Rank":209,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
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+{"index":87,"Rank":212,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.33}
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+{"index":202,"Rank":215,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
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+{"index":253,"Rank":217,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
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+{"index":226,"Rank":219,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":28.41}
+{"index":289,"Rank":220,"Model":"lma-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":28.15}
+{"index":294,"Rank":221,"Model":"lma3-correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.94}
+{"index":249,"Rank":222,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":27.91}
+{"index":252,"Rank":223,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
+{"index":129,"Rank":224,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":27.54}
+{"index":251,"Rank":225,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.49}
+{"index":348,"Rank":226,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
+{"index":11,"Rank":227,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
+{"index":121,"Rank":228,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":24.79}
+{"index":325,"Rank":229,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":0.29}
diff --git a/boards_data/fr/data_overall/default.jsonl b/boards_data/fr/data_overall/default.jsonl
index be200cc511b375d908a254b6a6e91f0c63105dc5..32506f3e2798c2355d06d000644dfbab441c1336 100644
--- a/boards_data/fr/data_overall/default.jsonl
+++ b/boards_data/fr/data_overall/default.jsonl
@@ -3,82 +3,84 @@
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (26 datasets)":66.6,"Classification Average (6 datasets)":78.02,"Clustering Average (7 datasets)":55.01,"PairClassification Average (2 datasets)":86.88,"Reranking Average (2 datasets)":83.76,"Retrieval Average (5 datasets)":52.56,"STS Average (3 datasets)":81.26,"Summarization Average (1 datasets)":30.5}
{"index":27,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":62.47,"Classification Average (6 datasets)":69.16,"Clustering Average (7 datasets)":51.26,"PairClassification Average (2 datasets)":79.64,"Reranking Average (2 datasets)":79.79,"Retrieval Average (5 datasets)":50.09,"STS Average (3 datasets)":83.62,"Summarization Average (1 datasets)":30.3}
{"index":37,"Rank":5,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":62.47,"Classification Average (6 datasets)":69.16,"Clustering Average (7 datasets)":51.26,"PairClassification Average (2 datasets)":79.64,"Reranking Average (2 datasets)":79.79,"Retrieval Average (5 datasets)":50.09,"STS Average (3 datasets)":83.62,"Summarization Average (1 datasets)":30.3}
-{"index":10,"Rank":6,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (26 datasets)":59.79,"Classification Average (6 datasets)":68.72,"Clustering Average (7 datasets)":41.66,"PairClassification Average (2 datasets)":79.46,"Reranking Average (2 datasets)":76.47,"Retrieval Average (5 datasets)":52.97,"STS Average (3 datasets)":81.36,"Summarization Average (1 datasets)":29.74}
-{"index":61,"Rank":7,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (26 datasets)":59.79,"Classification Average (6 datasets)":68.72,"Clustering Average (7 datasets)":41.66,"PairClassification Average (2 datasets)":79.46,"Reranking Average (2 datasets)":76.47,"Retrieval Average (5 datasets)":52.97,"STS Average (3 datasets)":81.36,"Summarization Average (1 datasets)":29.74}
-{"index":26,"Rank":8,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":59.09,"Classification Average (6 datasets)":66.74,"Clustering Average (7 datasets)":47.45,"PairClassification Average (2 datasets)":77.01,"Reranking Average (2 datasets)":77.14,"Retrieval Average (5 datasets)":44.99,"STS Average (3 datasets)":80.12,"Summarization Average (1 datasets)":30.16}
-{"index":35,"Rank":9,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":58.03,"Classification Average (6 datasets)":70.02,"Clustering Average (7 datasets)":39.65,"PairClassification Average (2 datasets)":77.1,"Reranking Average (2 datasets)":76.58,"Retrieval Average (5 datasets)":46.78,"STS Average (3 datasets)":80.01,"Summarization Average (1 datasets)":29.69}
-{"index":29,"Rank":10,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":57.77,"Classification Average (6 datasets)":65.18,"Clustering Average (7 datasets)":46.25,"PairClassification Average (2 datasets)":75.61,"Reranking Average (2 datasets)":76.0,"Retrieval Average (5 datasets)":42.92,"STS Average (3 datasets)":79.32,"Summarization Average (1 datasets)":31.55}
-{"index":28,"Rank":11,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (26 datasets)":57.73,"Classification Average (6 datasets)":66.54,"Clustering Average (7 datasets)":38.61,"PairClassification Average (2 datasets)":78.3,"Reranking Average (2 datasets)":80.35,"Retrieval Average (5 datasets)":46.68,"STS Average (3 datasets)":83.08,"Summarization Average (1 datasets)":31.62}
-{"index":66,"Rank":12,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":57.19,"Classification Average (6 datasets)":65.96,"Clustering Average (7 datasets)":41.82,"PairClassification Average (2 datasets)":80.15,"Reranking Average (2 datasets)":76.43,"Retrieval Average (5 datasets)":44.41,"STS Average (3 datasets)":77.72,"Summarization Average (1 datasets)":30.22}
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-{"index":64,"Rank":14,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":56.47,"Classification Average (6 datasets)":67.4,"Clustering Average (7 datasets)":39.81,"PairClassification Average (2 datasets)":80.23,"Reranking Average (2 datasets)":75.2,"Retrieval Average (5 datasets)":43.85,"STS Average (3 datasets)":74.91,"Summarization Average (1 datasets)":30.27}
-{"index":95,"Rank":15,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":56.39,"Classification Average (6 datasets)":65.92,"Clustering Average (7 datasets)":39.86,"PairClassification Average (2 datasets)":76.97,"Reranking Average (2 datasets)":75.75,"Retrieval Average (5 datasets)":42.96,"STS Average (3 datasets)":80.59,"Summarization Average (1 datasets)":29.65}
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-{"index":0,"Rank":18,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":68.61,"Clustering Average (7 datasets)":44.74,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":80.46,"Retrieval Average (5 datasets)":46.81,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":1,"Rank":19,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (26 datasets)":"","Classification Average (6 datasets)":59.84,"Clustering Average (7 datasets)":41.88,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":73.1,"Retrieval Average (5 datasets)":40.81,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":3,"Rank":21,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (26 datasets)":"","Classification Average (6 datasets)":68.45,"Clustering Average (7 datasets)":44.23,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":82.06,"Retrieval Average (5 datasets)":52.98,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":4,"Rank":22,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (26 datasets)":"","Classification Average (6 datasets)":68.56,"Clustering Average (7 datasets)":46.57,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":82.59,"Retrieval Average (5 datasets)":54.56,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":5,"Rank":23,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (6 datasets)":53.31,"Clustering Average (7 datasets)":29.92,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":45.61,"Retrieval Average (5 datasets)":16.19,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":82,"Rank":84,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":67.36,"Clustering Average (7 datasets)":43.25,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":76.76,"Retrieval Average (5 datasets)":43.84,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":83,"Rank":85,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":91,"Rank":93,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":64.41,"Clustering Average (7 datasets)":42.0,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":65.04,"Retrieval Average (5 datasets)":38.16,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":93,"Rank":95,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":34.66,"Retrieval Average (5 datasets)":3.2,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":94,"Rank":96,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":30.71,"Clustering Average (7 datasets)":28.62,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":39.01,"Retrieval Average (5 datasets)":4.14,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":96,"Rank":97,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (26 datasets)":"","Classification Average (6 datasets)":69.27,"Clustering Average (7 datasets)":49.67,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":48.23,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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+{"index":83,"Rank":14,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":57.81,"Classification Average (6 datasets)":67.36,"Clustering Average (7 datasets)":43.25,"PairClassification Average (2 datasets)":78.97,"Reranking Average (2 datasets)":76.76,"Retrieval Average (5 datasets)":43.84,"STS Average (3 datasets)":78.37,"Summarization Average (1 datasets)":30.39}
+{"index":29,"Rank":15,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":57.77,"Classification Average (6 datasets)":65.18,"Clustering Average (7 datasets)":46.25,"PairClassification Average (2 datasets)":75.61,"Reranking Average (2 datasets)":76.0,"Retrieval Average (5 datasets)":42.92,"STS Average (3 datasets)":79.32,"Summarization Average (1 datasets)":31.55}
+{"index":28,"Rank":16,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (26 datasets)":57.73,"Classification Average (6 datasets)":66.54,"Clustering Average (7 datasets)":38.61,"PairClassification Average (2 datasets)":78.3,"Reranking Average (2 datasets)":80.35,"Retrieval Average (5 datasets)":46.68,"STS Average (3 datasets)":83.08,"Summarization Average (1 datasets)":31.62}
+{"index":66,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":57.19,"Classification Average (6 datasets)":65.96,"Clustering Average (7 datasets)":41.82,"PairClassification Average (2 datasets)":80.15,"Reranking Average (2 datasets)":76.43,"Retrieval Average (5 datasets)":44.41,"STS Average (3 datasets)":77.72,"Summarization Average (1 datasets)":30.22}
+{"index":65,"Rank":18,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":57.13,"Classification Average (6 datasets)":67.11,"Clustering Average (7 datasets)":40.4,"PairClassification Average (2 datasets)":79.57,"Reranking Average (2 datasets)":75.48,"Retrieval Average (5 datasets)":44.9,"STS Average (3 datasets)":77.64,"Summarization Average (1 datasets)":32.46}
+{"index":45,"Rank":19,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":56.67,"Classification Average (6 datasets)":65.82,"Clustering Average (7 datasets)":43.17,"PairClassification Average (2 datasets)":77.12,"Reranking Average (2 datasets)":72.89,"Retrieval Average (5 datasets)":40.04,"STS Average (3 datasets)":81.74,"Summarization Average (1 datasets)":30.88}
+{"index":64,"Rank":20,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":56.47,"Classification Average (6 datasets)":67.4,"Clustering Average (7 datasets)":39.81,"PairClassification Average (2 datasets)":80.23,"Reranking Average (2 datasets)":75.2,"Retrieval Average (5 datasets)":43.85,"STS Average (3 datasets)":74.91,"Summarization Average (1 datasets)":30.27}
+{"index":96,"Rank":21,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":56.39,"Classification Average (6 datasets)":65.92,"Clustering Average (7 datasets)":39.86,"PairClassification Average (2 datasets)":76.97,"Reranking Average (2 datasets)":75.75,"Retrieval Average (5 datasets)":42.96,"STS Average (3 datasets)":80.59,"Summarization Average (1 datasets)":29.65}
+{"index":62,"Rank":22,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (26 datasets)":56.23,"Classification Average (6 datasets)":67.57,"Clustering Average (7 datasets)":37.9,"PairClassification Average (2 datasets)":77.1,"Reranking Average (2 datasets)":75.3,"Retrieval Average (5 datasets)":43.58,"STS Average (3 datasets)":79.5,"Summarization Average (1 datasets)":30.13}
+{"index":55,"Rank":23,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":56.19,"Classification Average (6 datasets)":66.8,"Clustering Average (7 datasets)":42.66,"PairClassification Average (2 datasets)":74.82,"Reranking Average (2 datasets)":71.76,"Retrieval Average (5 datasets)":41.19,"STS Average (3 datasets)":77.22,"Summarization Average (1 datasets)":30.76}
+{"index":56,"Rank":24,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":56.07,"Classification Average (6 datasets)":68.39,"Clustering Average (7 datasets)":38.7,"PairClassification Average (2 datasets)":76.19,"Reranking Average (2 datasets)":72.14,"Retrieval Average (5 datasets)":42.17,"STS Average (3 datasets)":79.37,"Summarization Average (1 datasets)":30.92}
+{"index":16,"Rank":25,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":56.02,"Classification Average (6 datasets)":67.08,"Clustering Average (7 datasets)":40.7,"PairClassification Average (2 datasets)":77.67,"Reranking Average (2 datasets)":68.36,"Retrieval Average (5 datasets)":40.42,"STS Average (3 datasets)":81.28,"Summarization Average (1 datasets)":31.26}
+{"index":82,"Rank":26,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":55.58,"Classification Average (6 datasets)":65.09,"Clustering Average (7 datasets)":41.6,"PairClassification Average (2 datasets)":77.54,"Reranking Average (2 datasets)":73.18,"Retrieval Average (5 datasets)":39.69,"STS Average (3 datasets)":77.33,"Summarization Average (1 datasets)":31.59}
+{"index":36,"Rank":27,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":54.25,"Classification Average (6 datasets)":64.57,"Clustering Average (7 datasets)":41.7,"PairClassification Average (2 datasets)":77.31,"Reranking Average (2 datasets)":67.95,"Retrieval Average (5 datasets)":36.81,"STS Average (3 datasets)":75.87,"Summarization Average (1 datasets)":29.04}
+{"index":92,"Rank":28,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":53.78,"Classification Average (6 datasets)":64.41,"Clustering Average (7 datasets)":42.0,"PairClassification Average (2 datasets)":71.94,"Reranking Average (2 datasets)":65.04,"Retrieval Average (5 datasets)":38.16,"STS Average (3 datasets)":74.92,"Summarization Average (1 datasets)":28.21}
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+{"index":79,"Rank":30,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":53.55,"Classification Average (6 datasets)":64.64,"Clustering Average (7 datasets)":39.11,"PairClassification Average (2 datasets)":75.8,"Reranking Average (2 datasets)":68.78,"Retrieval Average (5 datasets)":35.49,"STS Average (3 datasets)":78.18,"Summarization Average (1 datasets)":29.47}
+{"index":58,"Rank":31,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":53.4,"Classification Average (6 datasets)":63.13,"Clustering Average (7 datasets)":38.93,"PairClassification Average (2 datasets)":74.1,"Reranking Average (2 datasets)":71.44,"Retrieval Average (5 datasets)":36.55,"STS Average (3 datasets)":77.17,"Summarization Average (1 datasets)":31.85}
+{"index":81,"Rank":32,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":52.95,"Classification Average (6 datasets)":61.64,"Clustering Average (7 datasets)":40.6,"PairClassification Average (2 datasets)":75.44,"Reranking Average (2 datasets)":68.88,"Retrieval Average (5 datasets)":35.66,"STS Average (3 datasets)":75.14,"Summarization Average (1 datasets)":30.23}
+{"index":15,"Rank":33,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":52.87,"Classification Average (6 datasets)":61.3,"Clustering Average (7 datasets)":38.91,"PairClassification Average (2 datasets)":74.14,"Reranking Average (2 datasets)":69.82,"Retrieval Average (5 datasets)":36.1,"STS Average (3 datasets)":78.26,"Summarization Average (1 datasets)":31.4}
+{"index":93,"Rank":34,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":52.82,"Classification Average (6 datasets)":66.37,"Clustering Average (7 datasets)":36.35,"PairClassification Average (2 datasets)":73.52,"Reranking Average (2 datasets)":66.26,"Retrieval Average (5 datasets)":37.78,"STS Average (3 datasets)":74.55,"Summarization Average (1 datasets)":28.56}
+{"index":74,"Rank":35,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":51.31,"Classification Average (6 datasets)":62.14,"Clustering Average (7 datasets)":38.7,"PairClassification Average (2 datasets)":71.61,"Reranking Average (2 datasets)":63.28,"Retrieval Average (5 datasets)":33.22,"STS Average (3 datasets)":75.46,"Summarization Average (1 datasets)":28.12}
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+{"index":80,"Rank":38,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":50.63,"Classification Average (6 datasets)":58.08,"Clustering Average (7 datasets)":40.07,"PairClassification Average (2 datasets)":72.42,"Reranking Average (2 datasets)":64.08,"Retrieval Average (5 datasets)":32.18,"STS Average (3 datasets)":74.49,"Summarization Average (1 datasets)":30.01}
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+{"index":88,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":47.6,"Classification Average (6 datasets)":55.78,"Clustering Average (7 datasets)":33.66,"PairClassification Average (2 datasets)":78.82,"Reranking Average (2 datasets)":60.88,"Retrieval Average (5 datasets)":24.76,"STS Average (3 datasets)":78.28,"Summarization Average (1 datasets)":29.33}
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+{"index":20,"Rank":48,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.22,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.94,"PairClassification Average (2 datasets)":70.59,"Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.5,"STS Average (3 datasets)":50.44,"Summarization Average (1 datasets)":29.06}
+{"index":22,"Rank":49,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.16,"Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":33.96,"PairClassification Average (2 datasets)":70.59,"Reranking Average (2 datasets)":44.75,"Retrieval Average (5 datasets)":8.51,"STS Average (3 datasets)":49.93,"Summarization Average (1 datasets)":28.84}
+{"index":52,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.13,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.82,"PairClassification Average (2 datasets)":70.59,"Reranking Average (2 datasets)":44.74,"Retrieval Average (5 datasets)":8.52,"STS Average (3 datasets)":50.02,"Summarization Average (1 datasets)":28.81}
+{"index":60,"Rank":51,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":31.89,"Classification Average (6 datasets)":30.38,"Clustering Average (7 datasets)":29.03,"PairClassification Average (2 datasets)":73.93,"Reranking Average (2 datasets)":39.82,"Retrieval Average (5 datasets)":7.98,"STS Average (3 datasets)":50.89,"Summarization Average (1 datasets)":23.63}
+{"index":95,"Rank":52,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":30.67,"Classification Average (6 datasets)":30.71,"Clustering Average (7 datasets)":28.62,"PairClassification Average (2 datasets)":68.62,"Reranking Average (2 datasets)":39.01,"Retrieval Average (5 datasets)":4.14,"STS Average (3 datasets)":49.27,"Summarization Average (1 datasets)":28.89}
+{"index":94,"Rank":53,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":30.38,"Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":68.82,"Reranking Average (2 datasets)":34.66,"Retrieval Average (5 datasets)":3.2,"STS Average (3 datasets)":50.52,"Summarization Average (1 datasets)":29.14}
+{"index":49,"Rank":54,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":30.07,"Classification Average (6 datasets)":24.91,"Clustering Average (7 datasets)":27.18,"PairClassification Average (2 datasets)":67.17,"Reranking Average (2 datasets)":45.34,"Retrieval Average (5 datasets)":5.87,"STS Average (3 datasets)":52.12,"Summarization Average (1 datasets)":31.26}
+{"index":50,"Rank":55,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":27.58,"Classification Average (6 datasets)":23.28,"Clustering Average (7 datasets)":22.45,"PairClassification Average (2 datasets)":67.44,"Reranking Average (2 datasets)":45.86,"Retrieval Average (5 datasets)":6.73,"STS Average (3 datasets)":43.49,"Summarization Average (1 datasets)":29.43}
+{"index":51,"Rank":56,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":25.81,"Classification Average (6 datasets)":25.21,"Clustering Average (7 datasets)":25.11,"PairClassification Average (2 datasets)":70.42,"Reranking Average (2 datasets)":34.54,"Retrieval Average (5 datasets)":1.22,"STS Average (3 datasets)":32.93,"Summarization Average (1 datasets)":29.25}
+{"index":6,"Rank":57,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":17,"Rank":61,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":18,"Rank":62,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":19,"Rank":63,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":23,"Rank":64,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":25,"Rank":66,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":31,"Rank":68,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":32,"Rank":69,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":33,"Rank":70,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":34,"Rank":71,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":39,"Rank":73,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":40,"Rank":74,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":41,"Rank":75,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":43,"Rank":77,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":46,"Rank":78,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":47,"Rank":79,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":57,"Rank":81,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":63,"Rank":82,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":68.48,"Clustering Average (7 datasets)":41.33,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":41.15,"STS Average (3 datasets)":72.28,"Summarization Average (1 datasets)":30.28}
+{"index":69,"Rank":84,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":52.14,"Clustering Average (7 datasets)":33.75,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":70,"Rank":85,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":34.73,"PairClassification Average (2 datasets)":70.96,"Reranking Average (2 datasets)":45.63,"Retrieval Average (5 datasets)":29.91,"STS Average (3 datasets)":68.14,"Summarization Average (1 datasets)":28.28}
+{"index":71,"Rank":86,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":72,"Rank":87,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":73,"Rank":88,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":75,"Rank":89,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":76,"Rank":90,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":84,"Rank":91,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":85,"Rank":92,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":86,"Rank":93,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":97,"Rank":98,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (26 datasets)":"","Classification Average (6 datasets)":69.27,"Clustering Average (7 datasets)":49.67,"PairClassification Average (2 datasets)":77.18,"Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":48.23,"STS Average (3 datasets)":78.31,"Summarization Average (1 datasets)":30.5}
+{"index":98,"Rank":99,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
diff --git a/boards_data/fr/data_tasks/Classification/default.jsonl b/boards_data/fr/data_tasks/Classification/default.jsonl
index e0c5651b054ca1eaa34af4089d5f3f5a023a2d22..b1cfa8e28662d467360bc5a5ab597c1d66567a05 100644
--- a/boards_data/fr/data_tasks/Classification/default.jsonl
+++ b/boards_data/fr/data_tasks/Classification/default.jsonl
@@ -2,11 +2,11 @@
{"index":11,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
{"index":35,"Rank":4,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
-{"index":96,"Rank":5,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.27,"AmazonReviewsClassification (fr)":43.76,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":65.42,"MassiveScenarioClassification (fr)":71.11,"MTOPDomainClassification (fr)":89.38,"MTOPIntentClassification (fr)":64.45}
-{"index":27,"Rank":6,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
-{"index":37,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
-{"index":61,"Rank":8,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
-{"index":10,"Rank":9,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
+{"index":97,"Rank":5,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.27,"AmazonReviewsClassification (fr)":43.76,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":65.42,"MassiveScenarioClassification (fr)":71.11,"MTOPDomainClassification (fr)":89.38,"MTOPIntentClassification (fr)":64.45}
+{"index":37,"Rank":6,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
+{"index":27,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
+{"index":10,"Rank":8,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
+{"index":61,"Rank":9,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
{"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.61,"AmazonReviewsClassification (fr)":41.59,"MasakhaNEWSClassification (fra)":81.4,"MassiveIntentClassification (fr)":62.83,"MassiveScenarioClassification (fr)":69.71,"MTOPDomainClassification (fr)":90.05,"MTOPIntentClassification (fr)":66.09}
{"index":4,"Rank":11,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.56,"AmazonReviewsClassification (fr)":43.36,"MasakhaNEWSClassification (fra)":74.81,"MassiveIntentClassification (fr)":68.06,"MassiveScenarioClassification (fr)":74.29,"MTOPDomainClassification (fr)":90.33,"MTOPIntentClassification (fr)":60.52}
{"index":63,"Rank":12,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":68.48,"AmazonReviewsClassification (fr)":36.62,"MasakhaNEWSClassification (fra)":80.4,"MassiveIntentClassification (fr)":65.86,"MassiveScenarioClassification (fr)":71.6,"MTOPDomainClassification (fr)":88.7,"MTOPIntentClassification (fr)":67.69}
@@ -15,44 +15,44 @@
{"index":62,"Rank":15,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":67.57,"AmazonReviewsClassification (fr)":42.33,"MasakhaNEWSClassification (fra)":70.52,"MassiveIntentClassification (fr)":66.7,"MassiveScenarioClassification (fr)":74.58,"MTOPDomainClassification (fr)":90.39,"MTOPIntentClassification (fr)":60.88}
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{"index":60,"Rank":56,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.38,"AmazonReviewsClassification (fr)":26.85,"MasakhaNEWSClassification (fra)":67.94,"MassiveIntentClassification (fr)":15.09,"MassiveScenarioClassification (fr)":21.67,"MTOPDomainClassification (fr)":34.99,"MTOPIntentClassification (fr)":15.76}
{"index":51,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.21,"AmazonReviewsClassification (fr)":22.45,"MasakhaNEWSClassification (fra)":55.64,"MassiveIntentClassification (fr)":16.41,"MassiveScenarioClassification (fr)":22.72,"MTOPDomainClassification (fr)":24.27,"MTOPIntentClassification (fr)":9.79}
{"index":49,"Rank":58,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":24.91,"AmazonReviewsClassification (fr)":24.9,"MasakhaNEWSClassification (fra)":71.14,"MassiveIntentClassification (fr)":6.98,"MassiveScenarioClassification (fr)":11.41,"MTOPDomainClassification (fr)":25.55,"MTOPIntentClassification (fr)":9.49}
@@ -76,11 +76,11 @@
{"index":67,"Rank":85,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
{"index":70,"Rank":86,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":74.05,"MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":72,"Rank":88,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (fr)":23.31,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.41,"MassiveScenarioClassification (fr)":40.26,"MTOPDomainClassification (fr)":54.61,"MTOPIntentClassification (fr)":34.71}
-{"index":74,"Rank":89,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
-{"index":75,"Rank":90,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
-{"index":84,"Rank":92,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":30.84,"MassiveScenarioClassification (fr)":42.42,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
-{"index":85,"Rank":93,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (fr)":33.45,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.8,"MassiveScenarioClassification (fr)":63.39,"MTOPDomainClassification (fr)":76.17,"MTOPIntentClassification (fr)":53.26}
-{"index":86,"Rank":94,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
-{"index":88,"Rank":95,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
-{"index":89,"Rank":96,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
-{"index":90,"Rank":97,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
+{"index":75,"Rank":90,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
+{"index":76,"Rank":91,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
+{"index":85,"Rank":93,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":30.84,"MassiveScenarioClassification (fr)":42.42,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
+{"index":86,"Rank":94,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (fr)":33.45,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.8,"MassiveScenarioClassification (fr)":63.39,"MTOPDomainClassification (fr)":76.17,"MTOPIntentClassification (fr)":53.26}
+{"index":87,"Rank":95,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
+{"index":89,"Rank":96,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
+{"index":90,"Rank":97,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
+{"index":91,"Rank":98,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":29.35,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.33,"MassiveScenarioClassification (fr)":41.55,"MTOPDomainClassification (fr)":65.83,"MTOPIntentClassification (fr)":41.58}
diff --git a/boards_data/fr/data_tasks/Clustering/default.jsonl b/boards_data/fr/data_tasks/Clustering/default.jsonl
index 2be56314f408ec0ebddba10ba04656e46c30362d..49864754a27eab3594cbd681b477d4a7ac6884bf 100644
--- a/boards_data/fr/data_tasks/Clustering/default.jsonl
+++ b/boards_data/fr/data_tasks/Clustering/default.jsonl
@@ -3,44 +3,44 @@
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
{"index":27,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
{"index":37,"Rank":5,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
-{"index":96,"Rank":6,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
+{"index":97,"Rank":6,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
{"index":26,"Rank":7,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":47.45,"AlloProfClusteringP2P":64.71,"AlloProfClusteringS2S":45.57,"HALClusteringS2S":25.37,"MLSUMClusteringP2P (fr)":44.23,"MLSUMClusteringS2S (fr)":44.58,"MasakhaNEWSClusteringP2P (fra)":61.58,"MasakhaNEWSClusteringS2S (fra)":46.1}
{"index":4,"Rank":8,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
{"index":29,"Rank":9,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":46.25,"AlloProfClusteringP2P":62.17,"AlloProfClusteringS2S":45.12,"HALClusteringS2S":23.56,"MLSUMClusteringP2P (fr)":43.3,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":52.88,"MasakhaNEWSClusteringS2S (fra)":53.93}
{"index":2,"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.46,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44,"MLSUMClusteringP2P (fr)":45.23,"MLSUMClusteringS2S (fr)":41.48,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":35.18}
{"index":0,"Rank":11,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
{"index":3,"Rank":12,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
-{"index":82,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
+{"index":83,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
{"index":45,"Rank":14,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":43.17,"AlloProfClusteringP2P":62.69,"AlloProfClusteringS2S":42.06,"HALClusteringS2S":23.9,"MLSUMClusteringP2P (fr)":42.04,"MLSUMClusteringS2S (fr)":32.29,"MasakhaNEWSClusteringP2P (fra)":54.51,"MasakhaNEWSClusteringS2S (fra)":44.73}
{"index":55,"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.66,"AlloProfClusteringP2P":62.09,"AlloProfClusteringS2S":32.98,"HALClusteringS2S":22.48,"MLSUMClusteringP2P (fr)":43.48,"MLSUMClusteringS2S (fr)":38.53,"MasakhaNEWSClusteringP2P (fra)":47.91,"MasakhaNEWSClusteringS2S (fra)":51.16}
-{"index":91,"Rank":16,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
+{"index":92,"Rank":16,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
{"index":1,"Rank":17,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
{"index":66,"Rank":18,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
{"index":36,"Rank":19,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
{"index":10,"Rank":20,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
{"index":61,"Rank":21,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
-{"index":81,"Rank":22,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
+{"index":82,"Rank":22,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
{"index":63,"Rank":23,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
{"index":7,"Rank":24,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
{"index":54,"Rank":25,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
{"index":16,"Rank":26,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
-{"index":80,"Rank":27,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
+{"index":81,"Rank":27,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
{"index":53,"Rank":28,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
{"index":65,"Rank":29,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":40.4,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":37.62,"HALClusteringS2S":25.76,"MLSUMClusteringP2P (fr)":41.82,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":42.63,"MasakhaNEWSClusteringS2S (fra)":36.4}
-{"index":79,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
-{"index":95,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
+{"index":80,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
+{"index":96,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
{"index":64,"Rank":32,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
{"index":35,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
-{"index":78,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
+{"index":79,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
{"index":58,"Rank":35,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.93,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.2,"MLSUMClusteringS2S (fr)":37.61,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
{"index":15,"Rank":36,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
-{"index":56,"Rank":37,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
-{"index":73,"Rank":38,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
+{"index":74,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
+{"index":56,"Rank":38,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
{"index":28,"Rank":39,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":38.61,"AlloProfClusteringP2P":55.52,"AlloProfClusteringS2S":35.8,"HALClusteringS2S":23.14,"MLSUMClusteringP2P (fr)":40.31,"MLSUMClusteringS2S (fr)":40.05,"MasakhaNEWSClusteringP2P (fra)":45.03,"MasakhaNEWSClusteringS2S (fra)":30.39}
-{"index":77,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
+{"index":78,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
{"index":68,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
{"index":62,"Rank":42,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
-{"index":92,"Rank":43,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
+{"index":93,"Rank":43,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
{"index":44,"Rank":44,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
{"index":59,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
{"index":70,"Rank":46,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
@@ -49,12 +49,12 @@
{"index":20,"Rank":49,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
{"index":52,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
{"index":69,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
-{"index":87,"Rank":52,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
-{"index":76,"Rank":53,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
+{"index":88,"Rank":52,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
+{"index":77,"Rank":53,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
{"index":5,"Rank":54,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
{"index":60,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
-{"index":94,"Rank":56,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
-{"index":93,"Rank":57,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
+{"index":95,"Rank":56,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
+{"index":94,"Rank":57,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
{"index":49,"Rank":58,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
{"index":51,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
{"index":50,"Rank":60,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
diff --git a/boards_data/fr/data_tasks/PairClassification/default.jsonl b/boards_data/fr/data_tasks/PairClassification/default.jsonl
index c858bdeb8955a545a43b98b6ccec81f88a67f34a..39df1f0eadf28216210e2278fc909715cf769853 100644
--- a/boards_data/fr/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/fr/data_tasks/PairClassification/default.jsonl
@@ -1,19 +1,61 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
{"index":11,"Rank":3,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
-{"index":7,"Rank":4,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
-{"index":64,"Rank":5,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
-{"index":66,"Rank":6,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.15,"OpusparcusPC (fr)":93.37,"PawsXPairClassification (fr)":66.92}
-{"index":37,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
-{"index":27,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
-{"index":65,"Rank":9,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":79.57,"OpusparcusPC (fr)":93.72,"PawsXPairClassification (fr)":65.42}
-{"index":10,"Rank":10,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
-{"index":61,"Rank":11,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
-{"index":28,"Rank":12,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":78.3,"OpusparcusPC (fr)":93.15,"PawsXPairClassification (fr)":63.44}
-{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
-{"index":62,"Rank":14,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
-{"index":26,"Rank":15,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
-{"index":95,"Rank":16,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
-{"index":29,"Rank":17,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
-{"index":48,"Rank":55,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
-{"index":63,"Rank":68,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
+{"index":5,"Rank":4,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":82.04,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":70.31}
+{"index":7,"Rank":5,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
+{"index":64,"Rank":6,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
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+{"index":65,"Rank":10,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":79.57,"OpusparcusPC (fr)":93.72,"PawsXPairClassification (fr)":65.42}
+{"index":10,"Rank":11,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
+{"index":61,"Rank":12,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
+{"index":83,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.97,"OpusparcusPC (fr)":93.94,"PawsXPairClassification (fr)":64.01}
+{"index":88,"Rank":14,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.82,"OpusparcusPC (fr)":92.04,"PawsXPairClassification (fr)":65.6}
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+{"index":16,"Rank":17,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.67,"OpusparcusPC (fr)":94.08,"PawsXPairClassification (fr)":61.26}
+{"index":82,"Rank":18,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.54,"OpusparcusPC (fr)":92.48,"PawsXPairClassification (fr)":62.59}
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+{"index":36,"Rank":20,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.31,"OpusparcusPC (fr)":91.42,"PawsXPairClassification (fr)":63.19}
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+{"index":97,"Rank":22,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.18,"OpusparcusPC (fr)":94.16,"PawsXPairClassification (fr)":60.19}
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+{"index":59,"Rank":26,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.05,"OpusparcusPC (fr)":90.15,"PawsXPairClassification (fr)":63.95}
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+{"index":79,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
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+{"index":55,"Rank":35,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
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+{"index":78,"Rank":37,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
+{"index":1,"Rank":38,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.4,"OpusparcusPC (fr)":89.83,"PawsXPairClassification (fr)":58.97}
+{"index":68,"Rank":39,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.32,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.69}
+{"index":15,"Rank":40,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.35}
+{"index":58,"Rank":41,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
+{"index":60,"Rank":42,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.93,"OpusparcusPC (fr)":85.87,"PawsXPairClassification (fr)":61.99}
+{"index":93,"Rank":43,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.52,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.66}
+{"index":77,"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.77,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.48}
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+{"index":92,"Rank":46,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.94,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.41}
+{"index":74,"Rank":47,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.61,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.16}
+{"index":70,"Rank":48,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
+{"index":20,"Rank":49,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.59,"OpusparcusPC (fr)":87.78,"PawsXPairClassification (fr)":53.4}
+{"index":22,"Rank":50,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.59,"OpusparcusPC (fr)":87.78,"PawsXPairClassification (fr)":53.4}
+{"index":52,"Rank":51,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":70.59,"OpusparcusPC (fr)":87.76,"PawsXPairClassification (fr)":53.41}
+{"index":21,"Rank":52,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.56,"OpusparcusPC (fr)":87.73,"PawsXPairClassification (fr)":53.38}
+{"index":53,"Rank":53,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.43,"OpusparcusPC (fr)":87.53,"PawsXPairClassification (fr)":53.33}
+{"index":51,"Rank":54,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":70.42,"OpusparcusPC (fr)":85.91,"PawsXPairClassification (fr)":54.94}
+{"index":94,"Rank":55,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.82,"OpusparcusPC (fr)":85.91,"PawsXPairClassification (fr)":51.73}
+{"index":95,"Rank":56,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.62,"OpusparcusPC (fr)":83.79,"PawsXPairClassification (fr)":53.44}
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+{"index":48,"Rank":82,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
+{"index":63,"Rank":84,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
+{"index":98,"Rank":99,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":""}
diff --git a/boards_data/fr/data_tasks/Reranking/default.jsonl b/boards_data/fr/data_tasks/Reranking/default.jsonl
index ee922861cda34bfbccf5c735c3a3cedb2686dd5d..d5a26ad318c118a0f47d86462df6a7d60b480360 100644
--- a/boards_data/fr/data_tasks/Reranking/default.jsonl
+++ b/boards_data/fr/data_tasks/Reranking/default.jsonl
@@ -4,42 +4,42 @@
{"index":3,"Rank":4,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.06,"AlloprofReranking":72.92,"SyntecReranking":91.2}
{"index":0,"Rank":5,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.46,"AlloprofReranking":72.36,"SyntecReranking":88.57}
{"index":28,"Rank":6,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":80.35,"AlloprofReranking":73.1,"SyntecReranking":87.6}
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+{"index":27,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.79,"AlloprofReranking":73.63,"SyntecReranking":85.95}
+{"index":37,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.79,"AlloprofReranking":73.63,"SyntecReranking":85.95}
{"index":2,"Rank":9,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.78,"AlloprofReranking":70.79,"SyntecReranking":86.77}
{"index":9,"Rank":10,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
{"index":26,"Rank":11,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.14,"AlloprofReranking":70.46,"SyntecReranking":83.83}
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+{"index":83,"Rank":12,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":76.76,"AlloprofReranking":68.36,"SyntecReranking":85.15}
{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
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{"index":66,"Rank":16,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":76.43,"AlloprofReranking":68.79,"SyntecReranking":84.07}
{"index":29,"Rank":17,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":76.0,"AlloprofReranking":69.5,"SyntecReranking":82.5}
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{"index":65,"Rank":19,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.48,"AlloprofReranking":68.31,"SyntecReranking":82.65}
{"index":62,"Rank":20,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":75.3,"AlloprofReranking":65.17,"SyntecReranking":85.43}
{"index":64,"Rank":21,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.2,"AlloprofReranking":67.24,"SyntecReranking":83.17}
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{"index":1,"Rank":23,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.1,"AlloprofReranking":63.54,"SyntecReranking":82.65}
{"index":45,"Rank":24,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":72.89,"AlloprofReranking":57.62,"SyntecReranking":88.15}
{"index":56,"Rank":25,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":72.14,"AlloprofReranking":57.37,"SyntecReranking":86.9}
{"index":55,"Rank":26,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":71.76,"AlloprofReranking":58.1,"SyntecReranking":85.43}
{"index":58,"Rank":27,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":71.44,"AlloprofReranking":56.17,"SyntecReranking":86.7}
{"index":15,"Rank":28,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.82,"AlloprofReranking":51.6,"SyntecReranking":88.03}
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{"index":16,"Rank":31,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.36,"AlloprofReranking":51.01,"SyntecReranking":85.72}
{"index":36,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.95,"AlloprofReranking":53.0,"SyntecReranking":82.9}
-{"index":92,"Rank":33,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.26,"AlloprofReranking":55.39,"SyntecReranking":77.13}
-{"index":91,"Rank":34,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.04,"AlloprofReranking":56.23,"SyntecReranking":73.85}
+{"index":93,"Rank":33,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.26,"AlloprofReranking":55.39,"SyntecReranking":77.13}
+{"index":92,"Rank":34,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.04,"AlloprofReranking":56.23,"SyntecReranking":73.85}
{"index":44,"Rank":35,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.22,"AlloprofReranking":48.68,"SyntecReranking":79.75}
-{"index":79,"Rank":36,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.08,"AlloprofReranking":50.12,"SyntecReranking":78.05}
-{"index":73,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":63.28,"AlloprofReranking":51.77,"SyntecReranking":74.78}
+{"index":80,"Rank":36,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.08,"AlloprofReranking":50.12,"SyntecReranking":78.05}
+{"index":74,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":63.28,"AlloprofReranking":51.77,"SyntecReranking":74.78}
{"index":54,"Rank":38,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":62.2,"AlloprofReranking":47.36,"SyntecReranking":77.05}
-{"index":77,"Rank":39,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.02,"AlloprofReranking":49.01,"SyntecReranking":75.03}
+{"index":78,"Rank":39,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.02,"AlloprofReranking":49.01,"SyntecReranking":75.03}
{"index":68,"Rank":40,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":61.4,"AlloprofReranking":49.51,"SyntecReranking":73.28}
-{"index":87,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.88,"AlloprofReranking":51.48,"SyntecReranking":70.28}
-{"index":76,"Rank":42,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":52.68,"AlloprofReranking":40.28,"SyntecReranking":65.08}
+{"index":88,"Rank":41,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.88,"AlloprofReranking":51.48,"SyntecReranking":70.28}
+{"index":77,"Rank":42,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":52.68,"AlloprofReranking":40.28,"SyntecReranking":65.08}
{"index":53,"Rank":43,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":52.62,"AlloprofReranking":38.85,"SyntecReranking":66.4}
{"index":59,"Rank":44,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.86,"AlloprofReranking":39.13,"SyntecReranking":62.58}
{"index":7,"Rank":45,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.98,"AlloprofReranking":37.09,"SyntecReranking":62.87}
@@ -52,7 +52,7 @@
{"index":21,"Rank":52,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":44.73,"AlloprofReranking":36.21,"SyntecReranking":53.25}
{"index":20,"Rank":53,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":44.73,"AlloprofReranking":36.21,"SyntecReranking":53.25}
{"index":60,"Rank":54,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.82,"AlloprofReranking":28.75,"SyntecReranking":50.88}
-{"index":94,"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.01,"AlloprofReranking":28.62,"SyntecReranking":49.4}
-{"index":93,"Rank":56,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":34.66,"AlloprofReranking":25.58,"SyntecReranking":43.75}
+{"index":95,"Rank":55,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.01,"AlloprofReranking":28.62,"SyntecReranking":49.4}
+{"index":94,"Rank":56,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":34.66,"AlloprofReranking":25.58,"SyntecReranking":43.75}
{"index":51,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":34.54,"AlloprofReranking":26.29,"SyntecReranking":42.8}
-{"index":96,"Rank":97,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloprofReranking":"","SyntecReranking":89.87}
+{"index":97,"Rank":98,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloprofReranking":"","SyntecReranking":89.87}
diff --git a/boards_data/fr/data_tasks/Retrieval/default.jsonl b/boards_data/fr/data_tasks/Retrieval/default.jsonl
index d729de280eaffc95d73a70b77e9469d15397e546..23a10c1837e45a664d2c22833a5b068a4ea0768c 100644
--- a/boards_data/fr/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/fr/data_tasks/Retrieval/default.jsonl
@@ -7,7 +7,7 @@
{"index":8,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":52.56,"AlloprofRetrieval":57.89,"BSARDRetrieval":6.3,"MintakaRetrieval (fr)":42.56,"SyntecRetrieval":90.47,"XPQARetrieval (fr)":65.58}
{"index":27,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
{"index":37,"Rank":9,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
-{"index":96,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
+{"index":97,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
{"index":0,"Rank":11,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
{"index":35,"Rank":12,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
{"index":28,"Rank":13,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
@@ -16,9 +16,9 @@
{"index":65,"Rank":16,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.9,"AlloprofRetrieval":49.84,"BSARDRetrieval":0.22,"MintakaRetrieval (fr)":31.25,"SyntecRetrieval":76.63,"XPQARetrieval (fr)":66.55}
{"index":66,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.41,"AlloprofRetrieval":49.05,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":31.06,"SyntecRetrieval":76.96,"XPQARetrieval (fr)":64.8}
{"index":64,"Rank":18,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.85,"AlloprofRetrieval":47.69,"BSARDRetrieval":1.75,"MintakaRetrieval (fr)":27.88,"SyntecRetrieval":77.67,"XPQARetrieval (fr)":64.27}
-{"index":82,"Rank":19,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
+{"index":83,"Rank":19,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
{"index":62,"Rank":20,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":43.58,"AlloprofRetrieval":45.1,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.17,"SyntecRetrieval":79.14,"XPQARetrieval (fr)":68.49}
-{"index":95,"Rank":21,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
+{"index":96,"Rank":21,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
{"index":29,"Rank":22,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.92,"AlloprofRetrieval":39.89,"BSARDRetrieval":8.41,"MintakaRetrieval (fr)":25.52,"SyntecRetrieval":77.57,"XPQARetrieval (fr)":63.2}
{"index":56,"Rank":23,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":42.17,"AlloprofRetrieval":38.15,"BSARDRetrieval":0.27,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"XPQARetrieval (fr)":66.15}
{"index":55,"Rank":24,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":41.19,"AlloprofRetrieval":36.21,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"XPQARetrieval (fr)":65.81}
@@ -26,22 +26,22 @@
{"index":1,"Rank":26,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.81,"AlloprofRetrieval":45.5,"BSARDRetrieval":0.15,"MintakaRetrieval (fr)":15.51,"SyntecRetrieval":75.83,"XPQARetrieval (fr)":67.07}
{"index":16,"Rank":27,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.42,"AlloprofRetrieval":38.36,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":25.44,"SyntecRetrieval":79.27,"XPQARetrieval (fr)":58.87}
{"index":45,"Rank":28,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":40.04,"AlloprofRetrieval":31.62,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.87,"SyntecRetrieval":81.11,"XPQARetrieval (fr)":65.62}
-{"index":81,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":39.69,"AlloprofRetrieval":40.38,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"XPQARetrieval (fr)":52.14}
-{"index":91,"Rank":30,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
-{"index":92,"Rank":31,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
+{"index":82,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":39.69,"AlloprofRetrieval":40.38,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"XPQARetrieval (fr)":52.14}
+{"index":92,"Rank":30,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
+{"index":93,"Rank":31,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
{"index":36,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":36.81,"AlloprofRetrieval":29.97,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.31,"SyntecRetrieval":74.2,"XPQARetrieval (fr)":58.57}
{"index":58,"Rank":33,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":36.55,"AlloprofRetrieval":27.01,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.53,"SyntecRetrieval":75.76,"XPQARetrieval (fr)":57.47}
{"index":15,"Rank":34,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.1,"AlloprofRetrieval":35.39,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.0,"SyntecRetrieval":76.88,"XPQARetrieval (fr)":45.23}
-{"index":80,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
-{"index":78,"Rank":36,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":35.49,"AlloprofRetrieval":30.8,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"XPQARetrieval (fr)":46.22}
-{"index":73,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":33.22,"AlloprofRetrieval":26.99,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"XPQARetrieval (fr)":51.2}
+{"index":81,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
+{"index":79,"Rank":36,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":35.49,"AlloprofRetrieval":30.8,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"XPQARetrieval (fr)":46.22}
+{"index":74,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":33.22,"AlloprofRetrieval":26.99,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"XPQARetrieval (fr)":51.2}
{"index":44,"Rank":38,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.37,"AlloprofRetrieval":21.94,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":13.36,"SyntecRetrieval":68.62,"XPQARetrieval (fr)":57.92}
-{"index":79,"Rank":39,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.18,"AlloprofRetrieval":27.52,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"XPQARetrieval (fr)":45.19}
-{"index":77,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.24,"AlloprofRetrieval":26.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"XPQARetrieval (fr)":42.51}
-{"index":76,"Rank":41,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":30.69,"AlloprofRetrieval":30.23,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"XPQARetrieval (fr)":48.83}
+{"index":80,"Rank":39,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.18,"AlloprofRetrieval":27.52,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"XPQARetrieval (fr)":45.19}
+{"index":78,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.24,"AlloprofRetrieval":26.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"XPQARetrieval (fr)":42.51}
+{"index":77,"Rank":41,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":30.69,"AlloprofRetrieval":30.23,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":16.31,"SyntecRetrieval":58.07,"XPQARetrieval (fr)":48.83}
{"index":70,"Rank":42,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.91,"AlloprofRetrieval":28.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":9.19,"SyntecRetrieval":60.15,"XPQARetrieval (fr)":51.79}
{"index":68,"Rank":43,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":28.47,"AlloprofRetrieval":19.77,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":15.53,"SyntecRetrieval":55.31,"XPQARetrieval (fr)":51.74}
-{"index":87,"Rank":44,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.76,"AlloprofRetrieval":18.9,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"XPQARetrieval (fr)":40.4}
+{"index":88,"Rank":44,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.76,"AlloprofRetrieval":18.9,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"XPQARetrieval (fr)":40.4}
{"index":54,"Rank":45,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":23.44,"AlloprofRetrieval":16.46,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.57,"SyntecRetrieval":55.9,"XPQARetrieval (fr)":41.29}
{"index":59,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.91,"AlloprofRetrieval":12.37,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.78,"SyntecRetrieval":40.57,"XPQARetrieval (fr)":33.82}
{"index":5,"Rank":47,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":16.19,"AlloprofRetrieval":3.1,"BSARDRetrieval":0.36,"MintakaRetrieval (fr)":6.31,"SyntecRetrieval":28.58,"XPQARetrieval (fr)":42.59}
@@ -54,7 +54,7 @@
{"index":60,"Rank":54,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.98,"AlloprofRetrieval":1.98,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.48,"SyntecRetrieval":24.45,"XPQARetrieval (fr)":12.98}
{"index":50,"Rank":55,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":6.73,"AlloprofRetrieval":1.72,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.51,"SyntecRetrieval":22.33,"XPQARetrieval (fr)":9.09}
{"index":49,"Rank":56,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":5.87,"AlloprofRetrieval":1.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.58,"SyntecRetrieval":20.56,"XPQARetrieval (fr)":6.59}
-{"index":94,"Rank":57,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":4.14,"AlloprofRetrieval":0.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"XPQARetrieval (fr)":12.7}
-{"index":93,"Rank":58,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":3.2,"AlloprofRetrieval":0.16,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"XPQARetrieval (fr)":11.65}
+{"index":95,"Rank":57,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":4.14,"AlloprofRetrieval":0.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"XPQARetrieval (fr)":12.7}
+{"index":94,"Rank":58,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":3.2,"AlloprofRetrieval":0.16,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"XPQARetrieval (fr)":11.65}
{"index":51,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":1.22,"AlloprofRetrieval":0.58,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.26,"SyntecRetrieval":1.58,"XPQARetrieval (fr)":3.69}
{"index":69,"Rank":86,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AlloprofRetrieval":33.2,"BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":55.9}
diff --git a/boards_data/fr/data_tasks/STS/default.jsonl b/boards_data/fr/data_tasks/STS/default.jsonl
index b1728195601b8bba74ff1d43c9a442a1d9c4d793..3cb696231024d7f68b7a874ef1f4fda0ae4c0691 100644
--- a/boards_data/fr/data_tasks/STS/default.jsonl
+++ b/boards_data/fr/data_tasks/STS/default.jsonl
@@ -3,40 +3,80 @@
{"index":28,"Rank":3,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
{"index":9,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":10,"Rank":6,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
-{"index":61,"Rank":7,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
-{"index":8,"Rank":8,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":95,"Rank":9,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.59,"STS22 (fr)":80.31,"STSBenchmarkMultilingualSTS (fr)":84.36,"SICKFr":77.1}
-{"index":26,"Rank":10,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
-{"index":35,"Rank":11,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
-{"index":62,"Rank":12,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
-{"index":29,"Rank":13,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.32,"STS22 (fr)":82.57,"STSBenchmarkMultilingualSTS (fr)":82.51,"SICKFr":72.88}
-{"index":66,"Rank":14,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.72,"STS22 (fr)":82.35,"STSBenchmarkMultilingualSTS (fr)":79.22,"SICKFr":71.6}
-{"index":65,"Rank":15,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.64,"STS22 (fr)":80.8,"STSBenchmarkMultilingualSTS (fr)":80.23,"SICKFr":71.89}
-{"index":64,"Rank":16,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":74.91,"STS22 (fr)":78.68,"STSBenchmarkMultilingualSTS (fr)":76.38,"SICKFr":69.67}
-{"index":63,"Rank":17,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.28,"STS22 (fr)":75.66,"STSBenchmarkMultilingualSTS (fr)":71.13,"SICKFr":70.04}
-{"index":7,"Rank":18,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.33,"STS22 (fr)":67.83,"STSBenchmarkMultilingualSTS (fr)":51.98,"SICKFr":58.18}
-{"index":24,"Rank":38,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":25,"Rank":39,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":30,"Rank":40,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":31,"Rank":41,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":32,"Rank":42,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":33,"Rank":43,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":38,"Rank":46,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":39,"Rank":47,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":40,"Rank":48,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":42,"Rank":50,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":48,"Rank":56,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":54,"Rank":62,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS22 (fr)":79.86,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":55,"Rank":63,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS22 (fr)":74.8,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":56,"Rank":64,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":58,"Rank":66,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":59,"Rank":67,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.25,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":60,"Rank":68,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":78.73,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":67,"Rank":69,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":84,"Rank":86,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS22 (fr)":42.0,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":85,"Rank":87,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":86,"Rank":88,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":88,"Rank":90,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":89,"Rank":91,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":90,"Rank":92,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":45,"Rank":6,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":81.74,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7}
+{"index":10,"Rank":7,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
+{"index":61,"Rank":8,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
+{"index":16,"Rank":9,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.28,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23}
+{"index":8,"Rank":10,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
+{"index":96,"Rank":11,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.59,"STS22 (fr)":80.31,"STSBenchmarkMultilingualSTS (fr)":84.36,"SICKFr":77.1}
+{"index":3,"Rank":12,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.29,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09}
+{"index":4,"Rank":13,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
+{"index":26,"Rank":14,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
+{"index":35,"Rank":15,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
+{"index":0,"Rank":16,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.56,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21}
+{"index":62,"Rank":17,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
+{"index":56,"Rank":18,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.37,"STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78}
+{"index":29,"Rank":19,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.32,"STS22 (fr)":82.57,"STSBenchmarkMultilingualSTS (fr)":82.51,"SICKFr":72.88}
+{"index":83,"Rank":20,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.37,"STS22 (fr)":76.8,"STSBenchmarkMultilingualSTS (fr)":81.24,"SICKFr":77.07}
+{"index":97,"Rank":21,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.31,"STS22 (fr)":81.09,"STSBenchmarkMultilingualSTS (fr)":77.55,"SICKFr":76.28}
+{"index":88,"Rank":22,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.28,"STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":83.48,"SICKFr":77.25}
+{"index":15,"Rank":23,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.26,"STS22 (fr)":82.8,"STSBenchmarkMultilingualSTS (fr)":76.48,"SICKFr":75.5}
+{"index":79,"Rank":24,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":78.18,"STS22 (fr)":74.3,"STSBenchmarkMultilingualSTS (fr)":84.69,"SICKFr":75.56}
+{"index":44,"Rank":25,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":77.79,"STS22 (fr)":77.54,"STSBenchmarkMultilingualSTS (fr)":81.64,"SICKFr":74.18}
+{"index":66,"Rank":26,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.72,"STS22 (fr)":82.35,"STSBenchmarkMultilingualSTS (fr)":79.22,"SICKFr":71.6}
+{"index":65,"Rank":27,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.64,"STS22 (fr)":80.8,"STSBenchmarkMultilingualSTS (fr)":80.23,"SICKFr":71.89}
+{"index":2,"Rank":28,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.52,"STS22 (fr)":79.99,"STSBenchmarkMultilingualSTS (fr)":79.02,"SICKFr":73.56}
+{"index":82,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.33,"STS22 (fr)":77.49,"STSBenchmarkMultilingualSTS (fr)":79.42,"SICKFr":75.08}
+{"index":55,"Rank":30,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.22,"STS22 (fr)":74.8,"STSBenchmarkMultilingualSTS (fr)":80.62,"SICKFr":76.23}
+{"index":58,"Rank":31,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":77.17,"STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":79.32,"SICKFr":75.62}
+{"index":36,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.87,"STS22 (fr)":78.77,"STSBenchmarkMultilingualSTS (fr)":79.23,"SICKFr":69.6}
+{"index":74,"Rank":33,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.46,"STS22 (fr)":76.41,"STSBenchmarkMultilingualSTS (fr)":77.49,"SICKFr":72.49}
+{"index":78,"Rank":34,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.18,"STS22 (fr)":70.55,"STSBenchmarkMultilingualSTS (fr)":79.9,"SICKFr":75.1}
+{"index":81,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.14,"STS22 (fr)":75.01,"STSBenchmarkMultilingualSTS (fr)":77.59,"SICKFr":72.83}
+{"index":92,"Rank":36,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.92,"STS22 (fr)":77.91,"STSBenchmarkMultilingualSTS (fr)":75.48,"SICKFr":71.37}
+{"index":64,"Rank":37,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":74.91,"STS22 (fr)":78.68,"STSBenchmarkMultilingualSTS (fr)":76.38,"SICKFr":69.67}
+{"index":93,"Rank":38,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.55,"STS22 (fr)":71.11,"STSBenchmarkMultilingualSTS (fr)":78.16,"SICKFr":74.39}
+{"index":80,"Rank":39,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.49,"STS22 (fr)":77.69,"STSBenchmarkMultilingualSTS (fr)":74.04,"SICKFr":71.74}
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+{"index":24,"Rank":68,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":25,"Rank":69,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":30,"Rank":70,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":31,"Rank":71,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":32,"Rank":72,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":33,"Rank":73,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":38,"Rank":75,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":39,"Rank":76,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":40,"Rank":77,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":42,"Rank":79,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":48,"Rank":83,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":67,"Rank":85,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":69,"Rank":86,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":72,"Rank":88,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":73,"Rank":89,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","STS22 (fr)":49.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":75,"Rank":90,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS22 (fr)":78.7,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":76,"Rank":91,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","STS22 (fr)":79.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":85,"Rank":93,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS22 (fr)":42.0,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":86,"Rank":94,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":87,"Rank":95,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":89,"Rank":96,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":90,"Rank":97,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":91,"Rank":98,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":52.69,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
diff --git a/boards_data/fr/data_tasks/Summarization/default.jsonl b/boards_data/fr/data_tasks/Summarization/default.jsonl
index 521c161cacab2654501694b27362bc6a1c8bfc98..61c4c9621dcdf480fb01700d3ed8a9a3538275e9 100644
--- a/boards_data/fr/data_tasks/Summarization/default.jsonl
+++ b/boards_data/fr/data_tasks/Summarization/default.jsonl
@@ -1,18 +1,59 @@
{"index":65,"Rank":1,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":32.46}
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-{"index":29,"Rank":3,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
-{"index":9,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
-{"index":11,"Rank":5,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
-{"index":8,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
-{"index":37,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
-{"index":27,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
-{"index":63,"Rank":9,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
-{"index":64,"Rank":10,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
-{"index":66,"Rank":11,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
-{"index":26,"Rank":12,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
-{"index":62,"Rank":13,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
-{"index":10,"Rank":14,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":61,"Rank":15,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":35,"Rank":16,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
-{"index":95,"Rank":17,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
-{"index":7,"Rank":18,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
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+{"index":2,"Rank":54,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
+{"index":70,"Rank":55,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
+{"index":92,"Rank":56,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
+{"index":74,"Rank":57,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
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+{"index":60,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
diff --git a/boards_data/other-sts/data_tasks/STS/default.jsonl b/boards_data/other-sts/data_tasks/STS/default.jsonl
index 6e2e6d131a437e7b77a00508f6b9dc42438f0e95..0c2f571a1b46e5c165bca9708ddadad1e0038bec 100644
--- a/boards_data/other-sts/data_tasks/STS/default.jsonl
+++ b/boards_data/other-sts/data_tasks/STS/default.jsonl
@@ -1,250 +1,338 @@
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-{"index":3,"Rank":25,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":4,"Rank":26,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35}
-{"index":5,"Rank":27,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38}
-{"index":6,"Rank":28,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":7,"Rank":29,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04}
-{"index":8,"Rank":30,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07}
-{"index":10,"Rank":31,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":11,"Rank":32,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42}
-{"index":12,"Rank":33,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":13,"Rank":34,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25}
-{"index":14,"Rank":35,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86}
-{"index":15,"Rank":36,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":16,"Rank":37,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":17,"Rank":38,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":18,"Rank":39,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":19,"Rank":40,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58}
-{"index":20,"Rank":41,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.55}
-{"index":21,"Rank":42,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.46}
-{"index":22,"Rank":43,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.79}
-{"index":23,"Rank":44,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""}
-{"index":24,"Rank":45,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.98}
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-{"index":26,"Rank":47,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43}
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-{"index":29,"Rank":50,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":30,"Rank":51,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":31,"Rank":52,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":32,"Rank":53,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":33,"Rank":54,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":37,"Rank":56,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.14,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.44}
-{"index":38,"Rank":57,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.28}
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-{"index":41,"Rank":60,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81}
-{"index":42,"Rank":61,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":45,"Rank":62,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34}
-{"index":46,"Rank":63,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":47,"Rank":64,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":48,"Rank":65,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72}
-{"index":49,"Rank":66,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79}
-{"index":50,"Rank":67,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93}
-{"index":51,"Rank":68,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61}
-{"index":52,"Rank":69,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59}
-{"index":55,"Rank":70,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":56,"Rank":71,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39}
-{"index":57,"Rank":72,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
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-{"index":66,"Rank":81,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":68,"Rank":83,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":69,"Rank":84,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.83}
-{"index":70,"Rank":85,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6}
-{"index":71,"Rank":86,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0}
-{"index":72,"Rank":87,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
-{"index":73,"Rank":88,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67}
-{"index":74,"Rank":89,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
-{"index":75,"Rank":90,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1}
-{"index":76,"Rank":91,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
-{"index":77,"Rank":92,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":78,"Rank":93,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
-{"index":79,"Rank":94,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18}
-{"index":80,"Rank":95,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32}
-{"index":81,"Rank":96,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5}
-{"index":82,"Rank":97,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38}
-{"index":83,"Rank":98,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
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-{"index":96,"Rank":110,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98}
-{"index":97,"Rank":111,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":98,"Rank":112,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":73.13,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":100,"Rank":113,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85}
-{"index":101,"Rank":114,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14}
-{"index":103,"Rank":115,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":71.4}
-{"index":104,"Rank":116,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2}
-{"index":105,"Rank":117,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.98}
-{"index":106,"Rank":118,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":107,"Rank":119,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23}
-{"index":108,"Rank":120,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":109,"Rank":121,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
-{"index":111,"Rank":122,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43}
-{"index":112,"Rank":123,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88}
-{"index":113,"Rank":124,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56}
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-{"index":137,"Rank":142,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
-{"index":138,"Rank":143,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":140,"Rank":144,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":141,"Rank":145,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":142,"Rank":146,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":143,"Rank":147,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":144,"Rank":148,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
-{"index":145,"Rank":149,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5}
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-{"index":162,"Rank":166,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":37.93,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":163,"Rank":167,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":65.71,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":164,"Rank":168,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":165,"Rank":169,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42}
-{"index":166,"Rank":170,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.96}
-{"index":167,"Rank":171,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":168,"Rank":172,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.14}
-{"index":169,"Rank":173,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.41}
-{"index":170,"Rank":174,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
-{"index":172,"Rank":175,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":173,"Rank":176,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15}
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-{"index":192,"Rank":193,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":60.17}
-{"index":193,"Rank":194,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":67.87}
-{"index":194,"Rank":195,"Model":"kom<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":196,"Rank":197,"Model":"komni<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":198,"Rank":199,"Model":"lma-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.27}
-{"index":199,"Rank":200,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":56.85}
-{"index":200,"Rank":201,"Model":"lma-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":67.59}
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-{"index":204,"Rank":205,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.88}
-{"index":205,"Rank":206,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.55}
-{"index":206,"Rank":207,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.19}
-{"index":207,"Rank":208,"Model":"mpn-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.7}
-{"index":208,"Rank":209,"Model":"mpn-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":67.38}
-{"index":209,"Rank":210,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":70.01}
-{"index":210,"Rank":211,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.7}
-{"index":211,"Rank":212,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
-{"index":212,"Rank":213,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.76}
-{"index":213,"Rank":214,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.47}
-{"index":214,"Rank":215,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.4}
-{"index":215,"Rank":216,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":59.29}
-{"index":216,"Rank":217,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
-{"index":217,"Rank":218,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
-{"index":218,"Rank":219,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
-{"index":219,"Rank":220,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
-{"index":220,"Rank":221,"Model":"nmc-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.92}
-{"index":221,"Rank":222,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":222,"Rank":223,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":223,"Rank":224,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.67}
-{"index":224,"Rank":225,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.19}
-{"index":225,"Rank":226,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":226,"Rank":227,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
-{"index":227,"Rank":228,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":72.56}
-{"index":228,"Rank":229,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
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-{"index":230,"Rank":231,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
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+{"index":98,"Rank":124,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0}
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+{"index":100,"Rank":126,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67}
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+{"index":126,"Rank":151,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98}
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+{"index":241,"Rank":251,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54}
+{"index":244,"Rank":252,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58}
+{"index":247,"Rank":253,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73}
+{"index":248,"Rank":254,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97}
+{"index":249,"Rank":255,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":250,"Rank":256,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42}
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+{"index":255,"Rank":258,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01}
+{"index":256,"Rank":259,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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+{"index":282,"Rank":283,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.55}
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+{"index":288,"Rank":289,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
+{"index":289,"Rank":290,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.76}
+{"index":290,"Rank":291,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.47}
+{"index":291,"Rank":292,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.4}
+{"index":292,"Rank":293,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":59.29}
+{"index":293,"Rank":294,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
+{"index":294,"Rank":295,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
+{"index":295,"Rank":296,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
+{"index":296,"Rank":297,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
+{"index":297,"Rank":298,"Model":"nmc-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.92}
+{"index":298,"Rank":299,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":299,"Rank":300,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":300,"Rank":301,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.67}
+{"index":301,"Rank":302,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.19}
+{"index":302,"Rank":303,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
+{"index":303,"Rank":304,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
+{"index":304,"Rank":305,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":72.56}
+{"index":305,"Rank":306,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
+{"index":306,"Rank":307,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93}
+{"index":307,"Rank":308,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
+{"index":308,"Rank":309,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24}
+{"index":309,"Rank":310,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77}
+{"index":310,"Rank":311,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69}
+{"index":311,"Rank":312,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8}
+{"index":312,"Rank":313,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
+{"index":313,"Rank":314,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":314,"Rank":315,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":315,"Rank":316,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":316,"Rank":317,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92}
+{"index":317,"Rank":318,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":318,"Rank":319,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
+{"index":319,"Rank":320,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
+{"index":320,"Rank":321,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":321,"Rank":322,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":322,"Rank":323,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
+{"index":323,"Rank":324,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.4}
+{"index":324,"Rank":325,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45}
+{"index":325,"Rank":326,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13}
+{"index":326,"Rank":327,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.28}
+{"index":327,"Rank":328,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99}
+{"index":328,"Rank":329,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":329,"Rank":330,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78}
+{"index":330,"Rank":331,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32}
+{"index":331,"Rank":332,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02}
+{"index":332,"Rank":333,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08}
+{"index":333,"Rank":334,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
+{"index":334,"Rank":335,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34}
+{"index":335,"Rank":336,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56}
+{"index":336,"Rank":337,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
+{"index":337,"Rank":338,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54}
diff --git a/boards_data/pl/data_overall/default.jsonl b/boards_data/pl/data_overall/default.jsonl
index ff0262da6a7b05d56f36886fba14141580fac619..b0e6f0e66b7c01a27dbd59af4d74b975e2aa100e 100644
--- a/boards_data/pl/data_overall/default.jsonl
+++ b/boards_data/pl/data_overall/default.jsonl
@@ -4,44 +4,45 @@
{"index":43,"Rank":4,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":63.23,"Classification Average (7 datasets)":66.39,"Clustering Average (1 datasets)":31.16,"PairClassification Average (4 datasets)":89.13,"Retrieval Average (11 datasets)":52.71,"STS Average (3 datasets)":70.59}
{"index":40,"Rank":5,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":61.17,"Classification Average (7 datasets)":61.07,"Clustering Average (1 datasets)":30.62,"PairClassification Average (4 datasets)":85.9,"Retrieval Average (11 datasets)":52.63,"STS Average (3 datasets)":69.98}
{"index":42,"Rank":6,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":61.05,"Classification Average (7 datasets)":62.92,"Clustering Average (1 datasets)":33.08,"PairClassification Average (4 datasets)":88.14,"Retrieval Average (11 datasets)":49.92,"STS Average (3 datasets)":70.7}
-{"index":39,"Rank":7,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":59.71,"Classification Average (7 datasets)":59.52,"Clustering Average (1 datasets)":30.25,"PairClassification Average (4 datasets)":86.16,"Retrieval Average (11 datasets)":50.06,"STS Average (3 datasets)":70.13}
-{"index":3,"Rank":8,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (26 datasets)":58.22,"Classification Average (7 datasets)":60.15,"Clustering Average (1 datasets)":33.67,"PairClassification Average (4 datasets)":85.45,"Retrieval Average (11 datasets)":46.4,"STS Average (3 datasets)":68.92}
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-{"index":5,"Rank":13,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (7 datasets)":37.66,"Clustering Average (1 datasets)":4.68,"PairClassification Average (4 datasets)":59.51,"Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
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-{"index":25,"Rank":32,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
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-{"index":28,"Rank":35,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
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-{"index":32,"Rank":39,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":57.05,"Clustering Average (1 datasets)":23.92,"PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":42.43,"STS Average (3 datasets)":""}
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-{"index":36,"Rank":43,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
-{"index":44,"Rank":45,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":58.55,"Clustering Average (1 datasets)":31.68,"PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":32.08,"STS Average (3 datasets)":""}
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-{"index":46,"Rank":47,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":57.39,"Clustering Average (1 datasets)":12.96,"PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":23.36,"STS Average (3 datasets)":""}
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-{"index":50,"Rank":51,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
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-{"index":60,"Rank":61,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
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+{"index":24,"Rank":42,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":25,"Rank":43,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":27,"Rank":45,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (7 datasets)":56.34,"Clustering Average (1 datasets)":18.79,"PairClassification Average (4 datasets)":73.2,"Retrieval Average (11 datasets)":"","STS Average (3 datasets)":58.02}
+{"index":28,"Rank":46,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":31,"Rank":47,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":35,"Rank":48,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":36,"Rank":49,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":47,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":48,"Rank":52,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":49,"Rank":53,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":50,"Rank":54,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":51,"Rank":55,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":53,"Rank":56,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":54,"Rank":57,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":57,"Rank":58,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":58,"Rank":59,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":59,"Rank":60,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":60,"Rank":61,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":61,"Rank":62,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
diff --git a/boards_data/pl/data_tasks/Classification/default.jsonl b/boards_data/pl/data_tasks/Classification/default.jsonl
index 85aa1fbb5e91bd7457ab21d62efec26b370c2f63..21b0e1294991281c291ae0b2b0b47375d9e6eb1b 100644
--- a/boards_data/pl/data_tasks/Classification/default.jsonl
+++ b/boards_data/pl/data_tasks/Classification/default.jsonl
@@ -18,9 +18,9 @@
{"index":46,"Rank":18,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":57.39,"AllegroReviews":34.89,"CBD":65.71,"MassiveIntentClassification (pl)":59.71,"MassiveScenarioClassification (pl)":64.58,"PAC":68.11,"PolEmo2.0-IN":64.0,"PolEmo2.0-OUT":44.72}
{"index":32,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.05,"AllegroReviews":37.42,"CBD":63.25,"MassiveIntentClassification (pl)":57.4,"MassiveScenarioClassification (pl)":64.25,"PAC":70.55,"PolEmo2.0-IN":67.35,"PolEmo2.0-OUT":39.13}
{"index":27,"Rank":20,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.34,"AllegroReviews":29.62,"CBD":63.83,"MassiveIntentClassification (pl)":65.86,"MassiveScenarioClassification (pl)":69.99,"PAC":73.87,"PolEmo2.0-IN":52.8,"PolEmo2.0-OUT":38.4}
-{"index":55,"Rank":21,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
-{"index":54,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
-{"index":51,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
+{"index":56,"Rank":21,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
+{"index":55,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
+{"index":52,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.66,"AllegroReviews":24.89,"CBD":53.78,"MassiveIntentClassification (pl)":31.77,"MassiveScenarioClassification (pl)":37.49,"PAC":57.14,"PolEmo2.0-IN":40.97,"PolEmo2.0-OUT":17.57}
{"index":0,"Rank":25,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.99,"MassiveScenarioClassification (pl)":52.92,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":6,"Rank":26,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":27.62,"MassiveScenarioClassification (pl)":31.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
@@ -48,14 +48,14 @@
{"index":38,"Rank":50,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":47,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.63,"MassiveScenarioClassification (pl)":44.72,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":50,"Rank":54,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":35.77,"MassiveScenarioClassification (pl)":36.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":52,"Rank":55,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":53,"Rank":56,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.64,"MassiveScenarioClassification (pl)":49.97,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":56,"Rank":57,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":57,"Rank":58,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.67,"MassiveScenarioClassification (pl)":45.2,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":58,"Rank":59,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":43.95,"MassiveScenarioClassification (pl)":49.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":59,"Rank":60,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":60,"Rank":61,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":61,"Rank":62,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":62,"Rank":63,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":63,"Rank":64,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":64,"Rank":65,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":53,"Rank":56,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":54,"Rank":57,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.64,"MassiveScenarioClassification (pl)":49.97,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":57,"Rank":58,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":58,"Rank":59,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.67,"MassiveScenarioClassification (pl)":45.2,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":59,"Rank":60,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":43.95,"MassiveScenarioClassification (pl)":49.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":60,"Rank":61,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":61,"Rank":62,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":62,"Rank":63,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":63,"Rank":64,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":64,"Rank":65,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":65,"Rank":66,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.0,"MassiveScenarioClassification (pl)":37.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
diff --git a/boards_data/pl/data_tasks/Clustering/default.jsonl b/boards_data/pl/data_tasks/Clustering/default.jsonl
index cc1993ad13ddcda7583ec0827a395e871fd430a0..3abb05fb94ad1dd69465f1e6dcfc09901422b985 100644
--- a/boards_data/pl/data_tasks/Clustering/default.jsonl
+++ b/boards_data/pl/data_tasks/Clustering/default.jsonl
@@ -14,11 +14,11 @@
{"index":40,"Rank":14,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":30.62}
{"index":39,"Rank":15,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":30.25}
{"index":33,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
-{"index":55,"Rank":17,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
+{"index":56,"Rank":17,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
{"index":29,"Rank":18,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
{"index":32,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
-{"index":54,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
+{"index":55,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
{"index":27,"Rank":21,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":18.79}
{"index":46,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
-{"index":51,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
+{"index":52,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":4.68}
diff --git a/boards_data/pl/data_tasks/PairClassification/default.jsonl b/boards_data/pl/data_tasks/PairClassification/default.jsonl
index db05e3efd17d55092eb9ea329a838b7ab116984d..bcec97636ece61243c8b479b596c7ca7a1f4d780 100644
--- a/boards_data/pl/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/pl/data_tasks/PairClassification/default.jsonl
@@ -3,17 +3,28 @@
{"index":2,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
{"index":42,"Rank":4,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":88.14,"CDSC-E":79.1,"PPC":92.81,"PSC":98.61,"SICK-E-PL":82.04}
{"index":22,"Rank":5,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":87.92,"CDSC-E":79.12,"PPC":92.65,"PSC":98.42,"SICK-E-PL":81.47}
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-{"index":12,"Rank":21,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.44,"PPC":"","PSC":0.75,"SICK-E-PL":0.52}
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+{"index":34,"Rank":21,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":77.67,"CDSC-E":67.56,"PPC":85.98,"PSC":98.6,"SICK-E-PL":58.54}
+{"index":33,"Rank":22,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":75.48,"CDSC-E":63.61,"PPC":84.37,"PSC":98.98,"SICK-E-PL":54.95}
+{"index":27,"Rank":23,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.2,"CDSC-E":59.97,"PPC":85.37,"PSC":91.98,"SICK-E-PL":55.48}
+{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.51,"CDSC-E":43.51,"PPC":70.19,"PSC":77.83,"SICK-E-PL":46.51}
+{"index":9,"Rank":29,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.43,"PPC":"","PSC":0.4,"SICK-E-PL":0.55}
+{"index":10,"Rank":30,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.37,"PPC":"","PSC":0.38,"SICK-E-PL":0.42}
+{"index":11,"Rank":31,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.46,"PPC":"","PSC":0.41,"SICK-E-PL":0.51}
+{"index":12,"Rank":32,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.44,"PPC":"","PSC":0.75,"SICK-E-PL":0.52}
+{"index":13,"Rank":33,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.41,"PPC":"","PSC":0.38,"SICK-E-PL":0.44}
+{"index":14,"Rank":34,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.56,"PPC":"","PSC":0.85,"SICK-E-PL":0.61}
diff --git a/boards_data/pl/data_tasks/Retrieval/default.jsonl b/boards_data/pl/data_tasks/Retrieval/default.jsonl
index 7b029e498d94ca495dab5077fbc0f95442867d5a..16332e28ee4aadd5353752710478efbbfc46154a 100644
--- a/boards_data/pl/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/pl/data_tasks/Retrieval/default.jsonl
@@ -6,8 +6,8 @@
{"index":39,"Rank":6,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.06,"ArguAna-PL":58.4,"DBPedia-PL":37.19,"FiQA-PL":34.53,"HotpotQA-PL":66.25,"MSMARCO-PL":32.54,"NFCorpus-PL":33.71,"NQ-PL":44.6,"Quora-PL":84.44,"SCIDOCS-PL":17.35,"SciFact-PL":68.29,"TRECCOVID-PL":73.33}
{"index":42,"Rank":7,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":49.92,"ArguAna-PL":59.02,"DBPedia-PL":36.22,"FiQA-PL":35.01,"HotpotQA-PL":66.64,"MSMARCO-PL":33.05,"NFCorpus-PL":34.14,"NQ-PL":45.65,"Quora-PL":84.44,"SCIDOCS-PL":17.84,"SciFact-PL":65.75,"TRECCOVID-PL":71.33}
{"index":30,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.98,"ArguAna-PL":53.02,"DBPedia-PL":35.82,"FiQA-PL":33.0,"HotpotQA-PL":67.41,"MSMARCO-PL":33.38,"NFCorpus-PL":30.24,"NQ-PL":52.79,"Quora-PL":83.65,"SCIDOCS-PL":13.81,"SciFact-PL":65.66,"TRECCOVID-PL":70.03}
-{"index":3,"Rank":9,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
-{"index":37,"Rank":10,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
+{"index":37,"Rank":9,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
+{"index":3,"Rank":10,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":46.4,"ArguAna-PL":53.17,"DBPedia-PL":32.5,"FiQA-PL":28.96,"HotpotQA-PL":56.9,"MSMARCO-PL":55.62,"NFCorpus-PL":26.83,"NQ-PL":43.13,"Quora-PL":80.76,"SCIDOCS-PL":14.22,"SciFact-PL":58.92,"TRECCOVID-PL":59.36}
{"index":29,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.01,"ArguAna-PL":42.81,"DBPedia-PL":30.23,"FiQA-PL":25.52,"HotpotQA-PL":63.52,"MSMARCO-PL":29.52,"NFCorpus-PL":25.98,"NQ-PL":44.8,"Quora-PL":81.22,"SCIDOCS-PL":12.35,"SciFact-PL":62.11,"TRECCOVID-PL":66.06}
{"index":41,"Rank":12,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.83,"ArguAna-PL":54.31,"DBPedia-PL":30.28,"FiQA-PL":29.75,"HotpotQA-PL":57.14,"MSMARCO-PL":25.94,"NFCorpus-PL":27.6,"NQ-PL":33.83,"Quora-PL":81.15,"SCIDOCS-PL":14.79,"SciFact-PL":58.14,"TRECCOVID-PL":58.2}
{"index":32,"Rank":13,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.43,"ArguAna-PL":37.43,"DBPedia-PL":29.27,"FiQA-PL":22.03,"HotpotQA-PL":60.15,"MSMARCO-PL":26.94,"NFCorpus-PL":26.48,"NQ-PL":40.46,"Quora-PL":78.7,"SCIDOCS-PL":11.6,"SciFact-PL":62.76,"TRECCOVID-PL":70.92}
@@ -16,8 +16,8 @@
{"index":34,"Rank":16,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":38.43,"ArguAna-PL":44.12,"DBPedia-PL":26.32,"FiQA-PL":24.95,"HotpotQA-PL":45.13,"MSMARCO-PL":25.47,"NFCorpus-PL":28.55,"NQ-PL":37.9,"Quora-PL":77.98,"SCIDOCS-PL":10.9,"SciFact-PL":54.44,"TRECCOVID-PL":46.98}
{"index":45,"Rank":17,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":34.44,"ArguAna-PL":51.87,"DBPedia-PL":24.59,"FiQA-PL":22.27,"HotpotQA-PL":32.11,"MSMARCO-PL":17.91,"NFCorpus-PL":24.05,"NQ-PL":23.54,"Quora-PL":81.49,"SCIDOCS-PL":13.23,"SciFact-PL":52.51,"TRECCOVID-PL":35.23}
{"index":44,"Rank":18,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":32.08,"ArguAna-PL":49.42,"DBPedia-PL":19.82,"FiQA-PL":19.58,"HotpotQA-PL":23.47,"MSMARCO-PL":16.51,"NFCorpus-PL":22.49,"NQ-PL":19.83,"Quora-PL":81.17,"SCIDOCS-PL":12.15,"SciFact-PL":49.49,"TRECCOVID-PL":38.97}
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{"index":46,"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":23.36,"ArguAna-PL":38.52,"DBPedia-PL":16.1,"FiQA-PL":7.63,"HotpotQA-PL":19.72,"MSMARCO-PL":7.22,"NFCorpus-PL":17.45,"NQ-PL":9.65,"Quora-PL":74.96,"SCIDOCS-PL":7.48,"SciFact-PL":39.79,"TRECCOVID-PL":18.45}
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{"index":27,"Rank":45,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna-PL":15.04,"DBPedia-PL":"","FiQA-PL":3.1,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":4.6,"NQ-PL":"","Quora-PL":77.61,"SCIDOCS-PL":1.4,"SciFact-PL":32.24,"TRECCOVID-PL":24.53}
diff --git a/boards_data/pl/data_tasks/STS/default.jsonl b/boards_data/pl/data_tasks/STS/default.jsonl
index 20d022b9dfa9bc994c02671b3cbc1fbe42999918..000f2c0dcf1f1acbbe89424cc3a56aa4ad11891a 100644
--- a/boards_data/pl/data_tasks/STS/default.jsonl
+++ b/boards_data/pl/data_tasks/STS/default.jsonl
@@ -5,36 +5,54 @@
{"index":39,"Rank":5,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":70.13,"CDSC-R":93.26,"SICK-R-PL":76.77,"STS22 (pl)":40.36}
{"index":40,"Rank":6,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.98,"CDSC-R":93.5,"SICK-R-PL":76.04,"STS22 (pl)":40.4}
{"index":22,"Rank":7,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":69.47,"CDSC-R":92.13,"SICK-R-PL":79.51,"STS22 (pl)":36.78}
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-{"index":37,"Rank":9,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
-{"index":41,"Rank":10,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
-{"index":1,"Rank":11,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
-{"index":27,"Rank":12,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.02,"CDSC-R":85.77,"SICK-R-PL":62.98,"STS22 (pl)":25.31}
-{"index":9,"Rank":18,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.46,"SICK-R-PL":0.43,"STS22 (pl)":""}
-{"index":10,"Rank":19,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.41,"SICK-R-PL":0.32,"STS22 (pl)":""}
-{"index":11,"Rank":20,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.57,"SICK-R-PL":0.39,"STS22 (pl)":""}
-{"index":12,"Rank":21,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.62,"SICK-R-PL":0.42,"STS22 (pl)":""}
-{"index":13,"Rank":22,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.3,"SICK-R-PL":0.28,"STS22 (pl)":""}
-{"index":14,"Rank":23,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.65,"SICK-R-PL":0.55,"STS22 (pl)":""}
-{"index":16,"Rank":25,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
-{"index":17,"Rank":26,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.38}
-{"index":18,"Rank":27,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":36.37}
-{"index":19,"Rank":28,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.79}
-{"index":20,"Rank":29,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":23.31}
-{"index":21,"Rank":30,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":14.91}
-{"index":23,"Rank":31,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":42.08}
-{"index":24,"Rank":32,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":31.13}
-{"index":26,"Rank":34,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
-{"index":28,"Rank":35,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":39.21}
-{"index":29,"Rank":36,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.13}
-{"index":30,"Rank":37,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
-{"index":32,"Rank":39,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.79}
-{"index":35,"Rank":42,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.98}
-{"index":36,"Rank":43,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":15.06}
-{"index":38,"Rank":44,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
-{"index":59,"Rank":60,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":9.71}
-{"index":60,"Rank":61,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.81}
-{"index":61,"Rank":62,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
-{"index":62,"Rank":63,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
-{"index":63,"Rank":64,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
-{"index":64,"Rank":65,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
+{"index":37,"Rank":8,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
+{"index":3,"Rank":9,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
+{"index":44,"Rank":10,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":68.78,"CDSC-R":89.62,"SICK-R-PL":76.37,"STS22 (pl)":40.36}
+{"index":41,"Rank":11,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
+{"index":1,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
+{"index":45,"Rank":13,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":67.36,"CDSC-R":88.55,"SICK-R-PL":76.18,"STS22 (pl)":37.34}
+{"index":30,"Rank":14,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":66.91,"CDSC-R":91.0,"SICK-R-PL":75.08,"STS22 (pl)":34.66}
+{"index":56,"Rank":15,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.19,"CDSC-R":88.8,"SICK-R-PL":73.13,"STS22 (pl)":33.64}
+{"index":32,"Rank":16,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.18,"CDSC-R":90.27,"SICK-R-PL":69.46,"STS22 (pl)":35.8}
+{"index":29,"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.13,"CDSC-R":90.08,"SICK-R-PL":71.23,"STS22 (pl)":34.07}
+{"index":34,"Rank":18,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":65.01,"CDSC-R":89.09,"SICK-R-PL":67.26,"STS22 (pl)":38.69}
+{"index":55,"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":63.83,"CDSC-R":88.98,"SICK-R-PL":68.77,"STS22 (pl)":33.73}
+{"index":46,"Rank":20,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":63.57,"CDSC-R":85.53,"SICK-R-PL":65.9,"STS22 (pl)":39.28}
+{"index":33,"Rank":21,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":63.53,"CDSC-R":86.18,"SICK-R-PL":64.67,"STS22 (pl)":39.73}
+{"index":52,"Rank":22,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":62.59,"CDSC-R":87.67,"SICK-R-PL":65.53,"STS22 (pl)":34.58}
+{"index":27,"Rank":23,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.02,"CDSC-R":85.77,"SICK-R-PL":62.98,"STS22 (pl)":25.31}
+{"index":0,"Rank":24,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.34}
+{"index":9,"Rank":29,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.46,"SICK-R-PL":0.43,"STS22 (pl)":""}
+{"index":10,"Rank":30,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.41,"SICK-R-PL":0.32,"STS22 (pl)":""}
+{"index":11,"Rank":31,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.57,"SICK-R-PL":0.39,"STS22 (pl)":""}
+{"index":12,"Rank":32,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.62,"SICK-R-PL":0.42,"STS22 (pl)":""}
+{"index":13,"Rank":33,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.3,"SICK-R-PL":0.28,"STS22 (pl)":""}
+{"index":14,"Rank":34,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.65,"SICK-R-PL":0.55,"STS22 (pl)":""}
+{"index":16,"Rank":36,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
+{"index":17,"Rank":37,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.38}
+{"index":18,"Rank":38,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":36.37}
+{"index":19,"Rank":39,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.79}
+{"index":20,"Rank":40,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":23.31}
+{"index":21,"Rank":41,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":14.91}
+{"index":23,"Rank":42,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":42.08}
+{"index":24,"Rank":43,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":31.13}
+{"index":26,"Rank":45,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
+{"index":28,"Rank":46,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":39.21}
+{"index":35,"Rank":48,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.98}
+{"index":36,"Rank":49,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":15.06}
+{"index":38,"Rank":50,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
+{"index":47,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":19.22}
+{"index":48,"Rank":52,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":26.77}
+{"index":50,"Rank":54,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":13.56}
+{"index":51,"Rank":55,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.47}
+{"index":53,"Rank":56,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":30.68}
+{"index":54,"Rank":57,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":33.74}
+{"index":57,"Rank":58,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":24.42}
+{"index":58,"Rank":59,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":25.0}
+{"index":59,"Rank":60,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.04}
+{"index":60,"Rank":61,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":9.71}
+{"index":61,"Rank":62,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.81}
+{"index":62,"Rank":63,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
+{"index":63,"Rank":64,"Model":"lma<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
+{"index":64,"Rank":65,"Model":"lma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
+{"index":65,"Rank":66,"Model":"lma3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.46}
diff --git a/boards_data/ru/data_overall/default.jsonl b/boards_data/ru/data_overall/default.jsonl
index e3ef2ce66662b4aedeed817052eebde64f21f447..62af6dd3641f91ea1d93636002262cebf05169a3 100644
--- a/boards_data/ru/data_overall/default.jsonl
+++ b/boards_data/ru/data_overall/default.jsonl
@@ -1,26 +1,26 @@
-{"index":5,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":64.14,"Classification Average (7 datasets)":60.84,"Clustering Average (3 datasets)":56.06,"PairClassification Average (1 datasets)":60.79,"Reranking Average (1 datasets)":70.87,"Retrieval Average (2 datasets)":72.82,"STS Average (2 datasets)":77.42}
-{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":"","Classification Average (7 datasets)":57.43,"Clustering Average (3 datasets)":52.38,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":74.03,"Retrieval Average (2 datasets)":77.1,"STS Average (2 datasets)":""}
-{"index":1,"Rank":3,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":52.16,"Clustering Average (3 datasets)":38.41,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":42.58,"Retrieval Average (2 datasets)":7.37,"STS Average (2 datasets)":""}
-{"index":2,"Rank":4,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":50.66,"Clustering Average (3 datasets)":27.91,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":41.65,"Retrieval Average (2 datasets)":7.55,"STS Average (2 datasets)":""}
-{"index":3,"Rank":5,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":51.49,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":39.89,"Retrieval Average (2 datasets)":9.68,"STS Average (2 datasets)":""}
-{"index":4,"Rank":6,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (16 datasets)":"","Classification Average (7 datasets)":64.72,"Clustering Average (3 datasets)":61.91,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":72.43,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":""}
-{"index":6,"Rank":7,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":55.44,"Clustering Average (3 datasets)":51.29,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":56.14,"Retrieval Average (2 datasets)":25.6,"STS Average (2 datasets)":""}
-{"index":7,"Rank":8,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":55.21,"Clustering Average (3 datasets)":50.43,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":46.81,"Retrieval Average (2 datasets)":11.78,"STS Average (2 datasets)":""}
-{"index":8,"Rank":9,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":52.73,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":54.83,"Retrieval Average (2 datasets)":31.88,"STS Average (2 datasets)":""}
-{"index":9,"Rank":10,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":42.68,"Clustering Average (3 datasets)":30.76,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":35.44,"Retrieval Average (2 datasets)":2.02,"STS Average (2 datasets)":""}
-{"index":10,"Rank":11,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":51.37,"Clustering Average (3 datasets)":39.11,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":46.09,"Retrieval Average (2 datasets)":12.4,"STS Average (2 datasets)":""}
-{"index":11,"Rank":12,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":57.86,"Clustering Average (3 datasets)":53.42,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":64.42,"Retrieval Average (2 datasets)":67.34,"STS Average (2 datasets)":""}
-{"index":12,"Rank":13,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":"","Classification Average (7 datasets)":59.36,"Clustering Average (3 datasets)":53.61,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":73.08,"Retrieval Average (2 datasets)":76.78,"STS Average (2 datasets)":""}
-{"index":13,"Rank":14,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":54.23,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":34.01,"Retrieval Average (2 datasets)":7.5,"STS Average (2 datasets)":""}
-{"index":14,"Rank":15,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (16 datasets)":"","Classification Average (7 datasets)":67.31,"Clustering Average (3 datasets)":64.24,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":76.32,"Retrieval Average (2 datasets)":77.46,"STS Average (2 datasets)":""}
-{"index":15,"Rank":16,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":56.19,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":72.01,"Retrieval Average (2 datasets)":69.91,"STS Average (2 datasets)":""}
-{"index":16,"Rank":17,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":58.92,"Clustering Average (3 datasets)":52.23,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":75.6,"Retrieval Average (2 datasets)":77.4,"STS Average (2 datasets)":""}
-{"index":17,"Rank":18,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":55.09,"Clustering Average (3 datasets)":51.35,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":69.98,"Retrieval Average (2 datasets)":69.26,"STS Average (2 datasets)":""}
-{"index":18,"Rank":19,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":52.35,"Clustering Average (3 datasets)":47.74,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":55.13,"Retrieval Average (2 datasets)":36.38,"STS Average (2 datasets)":""}
-{"index":19,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":28.33,"Clustering Average (3 datasets)":13.78,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":38.51,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":""}
-{"index":20,"Rank":21,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":28.67,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":27.05,"Retrieval Average (2 datasets)":1.66,"STS Average (2 datasets)":""}
-{"index":21,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":29.53,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":30.96,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":""}
-{"index":22,"Rank":23,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":51.38,"Clustering Average (3 datasets)":47.76,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":52.8,"Retrieval Average (2 datasets)":37.26,"STS Average (2 datasets)":""}
-{"index":23,"Rank":24,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":54.11,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":58.77,"Retrieval Average (2 datasets)":44.4,"STS Average (2 datasets)":""}
-{"index":24,"Rank":25,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":56.55,"Clustering Average (3 datasets)":53.22,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":68.65,"Retrieval Average (2 datasets)":67.54,"STS Average (2 datasets)":""}
-{"index":25,"Rank":26,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (16 datasets)":"","Classification Average (7 datasets)":53.46,"Clustering Average (3 datasets)":49.57,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":62.15,"Retrieval Average (2 datasets)":51.5,"STS Average (2 datasets)":""}
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+{"index":12,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (23 datasets)":62.58,"Classification Average (9 datasets)":61.92,"Clustering Average (3 datasets)":53.61,"PairClassification Average (1 datasets)":65.07,"Reranking Average (2 datasets)":68.72,"Retrieval Average (3 datasets)":73.63,"STS Average (3 datasets)":75.38,"MultilabelClassification Average (2 datasets)":35.88}
+{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (23 datasets)":61.58,"Classification Average (9 datasets)":60.46,"Clustering Average (3 datasets)":52.38,"PairClassification Average (1 datasets)":60.6,"Reranking Average (2 datasets)":69.7,"Retrieval Average (3 datasets)":74.79,"STS Average (3 datasets)":73.68,"MultilabelClassification Average (2 datasets)":34.86}
+{"index":16,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":61.41,"Classification Average (9 datasets)":61.01,"Clustering Average (3 datasets)":52.23,"PairClassification Average (1 datasets)":58.42,"Reranking Average (2 datasets)":69.66,"Retrieval Average (3 datasets)":74.04,"STS Average (3 datasets)":71.62,"MultilabelClassification Average (2 datasets)":36.01}
+{"index":24,"Rank":5,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":59.04,"Classification Average (9 datasets)":59.23,"Clustering Average (3 datasets)":53.22,"PairClassification Average (1 datasets)":57.81,"Reranking Average (2 datasets)":63.04,"Retrieval Average (3 datasets)":63.68,"STS Average (3 datasets)":72.54,"MultilabelClassification Average (2 datasets)":36.32}
+{"index":15,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":58.34,"Classification Average (9 datasets)":58.26,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":54.98,"Reranking Average (2 datasets)":66.24,"Retrieval Average (3 datasets)":67.14,"STS Average (3 datasets)":70.16,"MultilabelClassification Average (2 datasets)":33.65}
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+{"index":17,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":57.26,"Classification Average (9 datasets)":56.44,"Clustering Average (3 datasets)":51.35,"PairClassification Average (1 datasets)":55.14,"Reranking Average (2 datasets)":64.55,"Retrieval Average (3 datasets)":65.85,"STS Average (3 datasets)":69.48,"MultilabelClassification Average (2 datasets)":32.38}
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+{"index":6,"Rank":10,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":48.72,"Classification Average (9 datasets)":57.52,"Clustering Average (3 datasets)":51.29,"PairClassification Average (1 datasets)":51.97,"Reranking Average (2 datasets)":40.56,"Retrieval Average (3 datasets)":19.13,"STS Average (3 datasets)":64.4,"MultilabelClassification Average (2 datasets)":32.67}
+{"index":8,"Rank":11,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":48.23,"Classification Average (9 datasets)":54.98,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (2 datasets)":41.84,"Retrieval Average (3 datasets)":24.78,"STS Average (3 datasets)":65.91,"MultilabelClassification Average (2 datasets)":31.27}
+{"index":7,"Rank":12,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":45.35,"Classification Average (9 datasets)":57.24,"Clustering Average (3 datasets)":50.43,"PairClassification Average (1 datasets)":50.17,"Reranking Average (2 datasets)":32.8,"Retrieval Average (3 datasets)":8.51,"STS Average (3 datasets)":57.21,"MultilabelClassification Average (2 datasets)":31.87}
+{"index":10,"Rank":13,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (23 datasets)":42.22,"Classification Average (9 datasets)":52.17,"Clustering Average (3 datasets)":39.11,"PairClassification Average (1 datasets)":51.87,"Reranking Average (2 datasets)":30.95,"Retrieval Average (3 datasets)":8.89,"STS Average (3 datasets)":61.6,"MultilabelClassification Average (2 datasets)":29.45}
+{"index":1,"Rank":14,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":41.94,"Classification Average (9 datasets)":55.15,"Clustering Average (3 datasets)":38.41,"PairClassification Average (1 datasets)":53.02,"Reranking Average (2 datasets)":27.84,"Retrieval Average (3 datasets)":5.71,"STS Average (3 datasets)":56.2,"MultilabelClassification Average (2 datasets)":29.32}
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+{"index":4,"Rank":17,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (23 datasets)":"","Classification Average (9 datasets)":67.48,"Clustering Average (3 datasets)":61.91,"PairClassification Average (1 datasets)":58.93,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":35.6}
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+{"index":13,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":56.18,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":56.49,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":53.39,"MultilabelClassification Average (2 datasets)":28.9}
+{"index":18,"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":54.7,"Clustering Average (3 datasets)":47.74,"PairClassification Average (1 datasets)":55.71,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":65.52,"MultilabelClassification Average (2 datasets)":31.42}
+{"index":19,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":28.15,"Clustering Average (3 datasets)":13.78,"PairClassification Average (1 datasets)":46.4,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":37.66,"MultilabelClassification Average (2 datasets)":25.96}
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+{"index":22,"Rank":25,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":53.77,"Clustering Average (3 datasets)":47.76,"PairClassification Average (1 datasets)":58.56,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":66.17,"MultilabelClassification Average (2 datasets)":31.3}
+{"index":23,"Rank":26,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":56.88,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":68.98,"MultilabelClassification Average (2 datasets)":32.9}
diff --git a/boards_data/ru/data_tasks/Classification/default.jsonl b/boards_data/ru/data_tasks/Classification/default.jsonl
index ef1914f131a744fdc0a7dd393cf9c21b01aa7085..ac2d7423607ba893bab9730815e083f9a4092b87 100644
--- a/boards_data/ru/data_tasks/Classification/default.jsonl
+++ b/boards_data/ru/data_tasks/Classification/default.jsonl
@@ -1,26 +1,26 @@
-{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":67.31,"GeoreviewClassification (rus-Cyrl)":56.72,"HeadlineClassification (rus-Cyrl)":87.02,"InappropriatenessClassification (rus-Cyrl)":70.36,"KinopoiskClassification (rus-Cyrl)":68.35,"RuReviewsClassification (rus-Cyrl)":70.57,"RuSciBenchGRNTIClassification (rus-Cyrl)":66.05,"RuSciBenchOECDClassification (rus-Cyrl)":52.11}
-{"index":4,"Rank":2,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":64.72,"GeoreviewClassification (rus-Cyrl)":53.47,"HeadlineClassification (rus-Cyrl)":85.66,"InappropriatenessClassification (rus-Cyrl)":65.29,"KinopoiskClassification (rus-Cyrl)":64.25,"RuReviewsClassification (rus-Cyrl)":68.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.56,"RuSciBenchOECDClassification (rus-Cyrl)":51.2}
-{"index":5,"Rank":3,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33}
-{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
-{"index":16,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.59,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
-{"index":11,"Rank":6,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
-{"index":0,"Rank":7,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
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+{"index":3,"Rank":21,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.27,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11,"MassiveIntentClassification (rus-Cyrl)":49.1,"MassiveScenarioClassification (rus-Cyrl)":51.91}
+{"index":9,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":44.55,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51,"MassiveIntentClassification (rus-Cyrl)":50.1,"MassiveScenarioClassification (rus-Cyrl)":52.15}
+{"index":21,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":28.82,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62,"MassiveIntentClassification (rus-Cyrl)":23.98,"MassiveScenarioClassification (rus-Cyrl)":28.71}
+{"index":20,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.75,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3,"MassiveIntentClassification (rus-Cyrl)":27.58,"MassiveScenarioClassification (rus-Cyrl)":30.46}
+{"index":19,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.15,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31,"MassiveIntentClassification (rus-Cyrl)":26.29,"MassiveScenarioClassification (rus-Cyrl)":28.77}
+{"index":5,"Rank":26,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33,"MassiveIntentClassification (rus-Cyrl)":"","MassiveScenarioClassification (rus-Cyrl)":""}
diff --git a/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl b/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c7017bc663e7cf0a931ab1686304088e632b266f
--- /dev/null
+++ b/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl
@@ -0,0 +1,26 @@
+{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":42.93,"CEDRClassification (rus-Cyrl)":51.94,"SensitiveTopicsClassification (rus-Cyrl)":33.92}
+{"index":5,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":38.88,"CEDRClassification (rus-Cyrl)":44.69,"SensitiveTopicsClassification (rus-Cyrl)":33.07}
+{"index":11,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":36.98,"CEDRClassification (rus-Cyrl)":46.47,"SensitiveTopicsClassification (rus-Cyrl)":27.5}
+{"index":24,"Rank":4,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":36.32,"CEDRClassification (rus-Cyrl)":45.11,"SensitiveTopicsClassification (rus-Cyrl)":27.52}
+{"index":16,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":36.01,"CEDRClassification (rus-Cyrl)":44.84,"SensitiveTopicsClassification (rus-Cyrl)":27.17}
+{"index":12,"Rank":6,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":35.88,"CEDRClassification (rus-Cyrl)":45.48,"SensitiveTopicsClassification (rus-Cyrl)":26.29}
+{"index":4,"Rank":7,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":35.6,"CEDRClassification (rus-Cyrl)":42.68,"SensitiveTopicsClassification (rus-Cyrl)":28.52}
+{"index":0,"Rank":8,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":34.86,"CEDRClassification (rus-Cyrl)":43.47,"SensitiveTopicsClassification (rus-Cyrl)":26.25}
+{"index":15,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":33.65,"CEDRClassification (rus-Cyrl)":42.32,"SensitiveTopicsClassification (rus-Cyrl)":24.98}
+{"index":23,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":32.9,"CEDRClassification (rus-Cyrl)":39.98,"SensitiveTopicsClassification (rus-Cyrl)":25.83}
+{"index":6,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.67,"CEDRClassification (rus-Cyrl)":36.81,"SensitiveTopicsClassification (rus-Cyrl)":28.54}
+{"index":17,"Rank":12,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":32.38,"CEDRClassification (rus-Cyrl)":40.39,"SensitiveTopicsClassification (rus-Cyrl)":24.38}
+{"index":7,"Rank":13,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":31.87,"CEDRClassification (rus-Cyrl)":35.84,"SensitiveTopicsClassification (rus-Cyrl)":27.9}
+{"index":25,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":31.7,"CEDRClassification (rus-Cyrl)":38.95,"SensitiveTopicsClassification (rus-Cyrl)":24.44}
+{"index":18,"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":31.42,"CEDRClassification (rus-Cyrl)":40.61,"SensitiveTopicsClassification (rus-Cyrl)":22.23}
+{"index":22,"Rank":16,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.3,"CEDRClassification (rus-Cyrl)":37.76,"SensitiveTopicsClassification (rus-Cyrl)":24.84}
+{"index":8,"Rank":17,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.27,"CEDRClassification (rus-Cyrl)":40.75,"SensitiveTopicsClassification (rus-Cyrl)":21.79}
+{"index":10,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":29.45,"CEDRClassification (rus-Cyrl)":36.87,"SensitiveTopicsClassification (rus-Cyrl)":22.03}
+{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":29.32,"CEDRClassification (rus-Cyrl)":36.19,"SensitiveTopicsClassification (rus-Cyrl)":22.45}
+{"index":13,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":28.9,"CEDRClassification (rus-Cyrl)":34.14,"SensitiveTopicsClassification (rus-Cyrl)":23.67}
+{"index":9,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":27.96,"CEDRClassification (rus-Cyrl)":37.39,"SensitiveTopicsClassification (rus-Cyrl)":18.54}
+{"index":3,"Rank":22,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.8,"CEDRClassification (rus-Cyrl)":35.55,"SensitiveTopicsClassification (rus-Cyrl)":20.05}
+{"index":21,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.9,"CEDRClassification (rus-Cyrl)":35.98,"SensitiveTopicsClassification (rus-Cyrl)":17.83}
+{"index":2,"Rank":24,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":26.2,"CEDRClassification (rus-Cyrl)":33.59,"SensitiveTopicsClassification (rus-Cyrl)":18.8}
+{"index":19,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.96,"CEDRClassification (rus-Cyrl)":33.86,"SensitiveTopicsClassification (rus-Cyrl)":18.05}
+{"index":20,"Rank":26,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":25.27,"CEDRClassification (rus-Cyrl)":32.72,"SensitiveTopicsClassification (rus-Cyrl)":17.82}
diff --git a/boards_data/ru/data_tasks/PairClassification/default.jsonl b/boards_data/ru/data_tasks/PairClassification/default.jsonl
index d7c500fed8bd16c5ada10d61431fc6ba32c88a98..0af873378256e6b2954ba67654b29ed84ba69ecc 100644
--- a/boards_data/ru/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/ru/data_tasks/PairClassification/default.jsonl
@@ -1 +1,26 @@
-{"index":5,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
+{"index":12,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":65.07}
+{"index":23,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
+{"index":14,"Rank":3,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":60.81}
+{"index":5,"Rank":4,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
+{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"TERRa (rus-Cyrl)":60.6}
+{"index":11,"Rank":6,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.11}
+{"index":3,"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
+{"index":4,"Rank":8,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"TERRa (rus-Cyrl)":58.93}
+{"index":22,"Rank":9,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
+{"index":16,"Rank":10,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.42}
+{"index":24,"Rank":11,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
+{"index":13,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":56.49}
+{"index":25,"Rank":13,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.27}
+{"index":18,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
+{"index":8,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
+{"index":17,"Rank":16,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
+{"index":15,"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.98}
+{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":53.17}
+{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":53.02}
+{"index":9,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":52.85}
+{"index":6,"Rank":21,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
+{"index":10,"Rank":22,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
+{"index":7,"Rank":23,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
+{"index":19,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
+{"index":20,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
+{"index":21,"Rank":26,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
diff --git a/boards_data/ru/data_tasks/Reranking/default.jsonl b/boards_data/ru/data_tasks/Reranking/default.jsonl
index 802ad25ffaefef980454725ab207f95b8e988cf1..831e6130365ab2f1e69909bdb76fe5e0fb5f5528 100644
--- a/boards_data/ru/data_tasks/Reranking/default.jsonl
+++ b/boards_data/ru/data_tasks/Reranking/default.jsonl
@@ -1,26 +1,26 @@
-{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":76.32}
-{"index":16,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.6}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.03}
-{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08}
-{"index":4,"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"RuBQReranking (rus-Cyrl)":72.43}
-{"index":15,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01}
-{"index":5,"Rank":7,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"RuBQReranking (rus-Cyrl)":70.87}
-{"index":17,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":69.98}
-{"index":24,"Rank":9,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65}
-{"index":11,"Rank":10,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42}
-{"index":25,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15}
-{"index":23,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77}
-{"index":6,"Rank":13,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.14}
-{"index":18,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13}
-{"index":8,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83}
-{"index":22,"Rank":16,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8}
-{"index":7,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81}
-{"index":10,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09}
-{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58}
-{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65}
-{"index":3,"Rank":21,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89}
-{"index":19,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51}
-{"index":9,"Rank":23,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44}
-{"index":13,"Rank":24,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01}
-{"index":21,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96}
-{"index":20,"Rank":26,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05}
+{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":69.96,"RuBQReranking (rus-Cyrl)":76.32,"MIRACLReranking (rus-Cyrl)":63.61}
+{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":69.7,"RuBQReranking (rus-Cyrl)":74.03,"MIRACLReranking (rus-Cyrl)":65.38}
+{"index":16,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.66,"RuBQReranking (rus-Cyrl)":75.6,"MIRACLReranking (rus-Cyrl)":63.71}
+{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":68.72,"RuBQReranking (rus-Cyrl)":73.08,"MIRACLReranking (rus-Cyrl)":64.35}
+{"index":15,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.24,"RuBQReranking (rus-Cyrl)":72.01,"MIRACLReranking (rus-Cyrl)":60.47}
+{"index":17,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":64.55,"RuBQReranking (rus-Cyrl)":69.98,"MIRACLReranking (rus-Cyrl)":59.12}
+{"index":24,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":63.04,"RuBQReranking (rus-Cyrl)":68.65,"MIRACLReranking (rus-Cyrl)":57.44}
+{"index":11,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":55.58,"RuBQReranking (rus-Cyrl)":64.42,"MIRACLReranking (rus-Cyrl)":46.75}
+{"index":25,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":54.94,"RuBQReranking (rus-Cyrl)":62.15,"MIRACLReranking (rus-Cyrl)":47.73}
+{"index":8,"Rank":10,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":41.84,"RuBQReranking (rus-Cyrl)":54.83,"MIRACLReranking (rus-Cyrl)":28.86}
+{"index":6,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":40.56,"RuBQReranking (rus-Cyrl)":56.14,"MIRACLReranking (rus-Cyrl)":24.99}
+{"index":7,"Rank":12,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.8,"RuBQReranking (rus-Cyrl)":46.81,"MIRACLReranking (rus-Cyrl)":18.8}
+{"index":10,"Rank":13,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":30.95,"RuBQReranking (rus-Cyrl)":46.09,"MIRACLReranking (rus-Cyrl)":15.81}
+{"index":1,"Rank":14,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":27.84,"RuBQReranking (rus-Cyrl)":42.58,"MIRACLReranking (rus-Cyrl)":13.09}
+{"index":2,"Rank":15,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.46,"RuBQReranking (rus-Cyrl)":41.65,"MIRACLReranking (rus-Cyrl)":13.27}
+{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":26.83,"RuBQReranking (rus-Cyrl)":39.89,"MIRACLReranking (rus-Cyrl)":13.77}
+{"index":4,"Rank":17,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RuBQReranking (rus-Cyrl)":72.43,"MIRACLReranking (rus-Cyrl)":""}
+{"index":5,"Rank":18,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RuBQReranking (rus-Cyrl)":70.87,"MIRACLReranking (rus-Cyrl)":""}
+{"index":9,"Rank":19,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RuBQReranking (rus-Cyrl)":35.44,"MIRACLReranking (rus-Cyrl)":""}
+{"index":13,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RuBQReranking (rus-Cyrl)":34.01,"MIRACLReranking (rus-Cyrl)":""}
+{"index":18,"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RuBQReranking (rus-Cyrl)":55.13,"MIRACLReranking (rus-Cyrl)":""}
+{"index":19,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RuBQReranking (rus-Cyrl)":38.51,"MIRACLReranking (rus-Cyrl)":""}
+{"index":20,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","RuBQReranking (rus-Cyrl)":27.05,"MIRACLReranking (rus-Cyrl)":""}
+{"index":21,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RuBQReranking (rus-Cyrl)":30.96,"MIRACLReranking (rus-Cyrl)":""}
+{"index":22,"Rank":25,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RuBQReranking (rus-Cyrl)":52.8,"MIRACLReranking (rus-Cyrl)":""}
+{"index":23,"Rank":26,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RuBQReranking (rus-Cyrl)":58.77,"MIRACLReranking (rus-Cyrl)":""}
diff --git a/boards_data/ru/data_tasks/Retrieval/default.jsonl b/boards_data/ru/data_tasks/Retrieval/default.jsonl
index da917f12f418cf001cfed3e816a32ee54be8fdf7..b58c28ce8374b9ed166a4895ffe9e66dfebd999b 100644
--- a/boards_data/ru/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/ru/data_tasks/Retrieval/default.jsonl
@@ -1,26 +1,26 @@
-{"index":14,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.46,"RiaNewsRetrieval (rus-Cyrl)":78.94,"RuBQRetrieval (rus-Cyrl)":75.98}
-{"index":16,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.4,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.13}
-{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.99,"RuBQRetrieval (rus-Cyrl)":71.22}
-{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
-{"index":5,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77}
-{"index":15,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
-{"index":17,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.26,"RiaNewsRetrieval (rus-Cyrl)":70.0,"RuBQRetrieval (rus-Cyrl)":68.53}
-{"index":24,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
-{"index":11,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
-{"index":25,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
-{"index":23,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
-{"index":22,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
-{"index":18,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
-{"index":8,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
-{"index":6,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
-{"index":10,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
-{"index":7,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
-{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63}
-{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52}
-{"index":13,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15}
-{"index":1,"Rank":21,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6}
-{"index":9,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24}
-{"index":20,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64}
-{"index":4,"Rank":24,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":70.94}
-{"index":19,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84}
-{"index":21,"Rank":26,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75}
+{"index":0,"Rank":1,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":74.79,"RiaNewsRetrieval (rus-Cyrl)":82.99,"RuBQRetrieval (rus-Cyrl)":71.22,"MIRACLRetrieval (rus-Cyrl)":70.16}
+{"index":14,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":74.19,"RiaNewsRetrieval (rus-Cyrl)":78.94,"RuBQRetrieval (rus-Cyrl)":75.98,"MIRACLRetrieval (rus-Cyrl)":67.66}
+{"index":16,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":74.04,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.13,"MIRACLRetrieval (rus-Cyrl)":67.33}
+{"index":12,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":73.63,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03,"MIRACLRetrieval (rus-Cyrl)":67.33}
+{"index":15,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.14,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58,"MIRACLRetrieval (rus-Cyrl)":61.6}
+{"index":17,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"RiaNewsRetrieval (rus-Cyrl)":70.0,"RuBQRetrieval (rus-Cyrl)":68.53,"MIRACLRetrieval (rus-Cyrl)":59.01}
+{"index":24,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":63.68,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71,"MIRACLRetrieval (rus-Cyrl)":55.97}
+{"index":11,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.64,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86,"MIRACLRetrieval (rus-Cyrl)":35.22}
+{"index":25,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":46.69,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73,"MIRACLRetrieval (rus-Cyrl)":37.07}
+{"index":8,"Rank":10,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":24.78,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03,"MIRACLRetrieval (rus-Cyrl)":10.58}
+{"index":6,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":19.13,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8,"MIRACLRetrieval (rus-Cyrl)":6.2}
+{"index":10,"Rank":12,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":8.89,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87,"MIRACLRetrieval (rus-Cyrl)":1.89}
+{"index":7,"Rank":13,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":8.51,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45,"MIRACLRetrieval (rus-Cyrl)":1.98}
+{"index":3,"Rank":14,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.09,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63,"MIRACLRetrieval (rus-Cyrl)":1.92}
+{"index":1,"Rank":15,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":5.71,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6,"MIRACLRetrieval (rus-Cyrl)":2.39}
+{"index":2,"Rank":16,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":5.33,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52,"MIRACLRetrieval (rus-Cyrl)":0.88}
+{"index":20,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.23,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64,"MIRACLRetrieval (rus-Cyrl)":0.39}
+{"index":4,"Rank":18,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":70.94,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":5,"Rank":19,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":9,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":13,"Rank":21,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":18,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":19,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":21,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":22,"Rank":25,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7,"MIRACLRetrieval (rus-Cyrl)":""}
+{"index":23,"Rank":26,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04,"MIRACLRetrieval (rus-Cyrl)":""}
diff --git a/boards_data/ru/data_tasks/STS/default.jsonl b/boards_data/ru/data_tasks/STS/default.jsonl
index cf7eaef21c4f2dc1a99f1d07bcfa06cae3a153c7..7b854f8b2a4ad4abe635d00b42e8bcb1b6189c20 100644
--- a/boards_data/ru/data_tasks/STS/default.jsonl
+++ b/boards_data/ru/data_tasks/STS/default.jsonl
@@ -1 +1,26 @@
-{"index":5,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":77.42,"RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69}
+{"index":12,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":75.38,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35,"STS22 (rus-Cyrl)":66.42}
+{"index":14,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.71,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13,"STS22 (rus-Cyrl)":60.83}
+{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.68,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87,"STS22 (rus-Cyrl)":66.26}
+{"index":11,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":73.07,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26,"STS22 (rus-Cyrl)":63.39}
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+{"index":4,"Rank":25,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":"","RUParaPhraserSTS (rus-Cyrl)":74.37,"RuSTSBenchmarkSTS (rus-Cyrl)":81.07,"STS22 (rus-Cyrl)":""}
+{"index":5,"Rank":26,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69,"STS22 (rus-Cyrl)":""}
diff --git a/boards_data/zh/data_overall/default.jsonl b/boards_data/zh/data_overall/default.jsonl
index 301f0cc19f7b4286254fdba398036ae0c512681c..afc0d458b4a6972c112961efcff0d5de7979ed81 100644
--- a/boards_data/zh/data_overall/default.jsonl
+++ b/boards_data/zh/data_overall/default.jsonl
@@ -1,246 +1,297 @@
-{"index":108,"Rank":1,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":72.62,"Classification Average (9 datasets)":75.03,"Clustering Average (4 datasets)":66.33,"PairClassification Average (2 datasets)":91.66,"Reranking Average (4 datasets)":72.76,"Retrieval Average (8 datasets)":76.67,"STS Average (8 datasets)":64.18}
-{"index":195,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":72.43,"Classification Average (9 datasets)":74.67,"Clustering Average (4 datasets)":65.17,"PairClassification Average (2 datasets)":91.87,"Reranking Average (4 datasets)":72.58,"Retrieval Average (8 datasets)":76.5,"STS Average (8 datasets)":64.53}
-{"index":8,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (35 datasets)":72.05,"Classification Average (9 datasets)":75.09,"Clustering Average (4 datasets)":66.06,"PairClassification Average (2 datasets)":87.48,"Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":76.03,"STS Average (8 datasets)":65.33}
-{"index":157,"Rank":4,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":71.88,"Classification Average (9 datasets)":74.43,"Clustering Average (4 datasets)":62.23,"PairClassification Average (2 datasets)":91.55,"Reranking Average (4 datasets)":72.34,"Retrieval Average (8 datasets)":76.36,"STS Average (8 datasets)":64.22}
-{"index":45,"Rank":5,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":71.04,"Classification Average (9 datasets)":74.18,"Clustering Average (4 datasets)":66.35,"PairClassification Average (2 datasets)":90.87,"Reranking Average (4 datasets)":69.3,"Retrieval Average (8 datasets)":73.56,"STS Average (8 datasets)":63.23}
-{"index":238,"Rank":6,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.95,"Classification Average (9 datasets)":74.59,"Clustering Average (4 datasets)":62.17,"PairClassification Average (2 datasets)":90.24,"Reranking Average (4 datasets)":70.0,"Retrieval Average (8 datasets)":74.36,"STS Average (8 datasets)":63.5}
-{"index":255,"Rank":7,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.85,"Classification Average (9 datasets)":74.14,"Clustering Average (4 datasets)":66.64,"PairClassification Average (2 datasets)":87.08,"Reranking Average (4 datasets)":68.72,"Retrieval Average (8 datasets)":74.97,"STS Average (8 datasets)":62.15}
-{"index":30,"Rank":8,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":70.78,"Classification Average (9 datasets)":74.3,"Clustering Average (4 datasets)":61.98,"PairClassification Average (2 datasets)":89.88,"Reranking Average (4 datasets)":69.78,"Retrieval Average (8 datasets)":74.41,"STS Average (8 datasets)":63.33}
-{"index":6,"Rank":9,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":69.56,"Classification Average (9 datasets)":73.36,"Clustering Average (4 datasets)":67.08,"PairClassification Average (2 datasets)":88.52,"Reranking Average (4 datasets)":66.38,"Retrieval Average (8 datasets)":70.62,"STS Average (8 datasets)":62.32}
-{"index":122,"Rank":10,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":1024,"Average (35 datasets)":69.07,"Classification Average (9 datasets)":72.75,"Clustering Average (4 datasets)":58.7,"PairClassification Average (2 datasets)":87.84,"Reranking Average (4 datasets)":67.98,"Retrieval Average (8 datasets)":72.93,"STS Average (8 datasets)":62.09}
-{"index":147,"Rank":11,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.55,"Classification Average (9 datasets)":71.56,"Clustering Average (4 datasets)":54.32,"PairClassification Average (2 datasets)":88.08,"Reranking Average (4 datasets)":68.45,"Retrieval Average (8 datasets)":73.52,"STS Average (8 datasets)":62.48}
-{"index":146,"Rank":12,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":68.48,"Classification Average (9 datasets)":71.5,"Clustering Average (4 datasets)":53.9,"PairClassification Average (2 datasets)":88.1,"Reranking Average (4 datasets)":68.26,"Retrieval Average (8 datasets)":73.6,"STS Average (8 datasets)":62.46}
-{"index":21,"Rank":13,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (35 datasets)":68.44,"Classification Average (9 datasets)":74.11,"Clustering Average (4 datasets)":59.3,"PairClassification Average (2 datasets)":86.67,"Reranking Average (4 datasets)":68.28,"Retrieval Average (8 datasets)":73.73,"STS Average (8 datasets)":56.87}
-{"index":161,"Rank":14,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":1792,"Max Tokens":1024,"Average (35 datasets)":67.96,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":53.3,"PairClassification Average (2 datasets)":87.93,"Reranking Average (4 datasets)":67.84,"Retrieval Average (8 datasets)":72.28,"STS Average (8 datasets)":62.49}
-{"index":7,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
-{"index":38,"Rank":16,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":67.51,"Classification Average (9 datasets)":70.0,"Clustering Average (4 datasets)":50.96,"PairClassification Average (2 datasets)":88.92,"Reranking Average (4 datasets)":67.17,"Retrieval Average (8 datasets)":70.41,"STS Average (8 datasets)":64.89}
-{"index":194,"Rank":17,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":67.28,"Classification Average (9 datasets)":71.2,"Clustering Average (4 datasets)":54.62,"PairClassification Average (2 datasets)":85.3,"Reranking Average (4 datasets)":67.34,"Retrieval Average (8 datasets)":73.41,"STS Average (8 datasets)":58.52}
-{"index":91,"Rank":18,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":67.17,"Classification Average (9 datasets)":71.35,"Clustering Average (4 datasets)":54.0,"PairClassification Average (2 datasets)":84.34,"Reranking Average (4 datasets)":67.61,"Retrieval Average (8 datasets)":73.3,"STS Average (8 datasets)":58.41}
-{"index":265,"Rank":19,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":66.72,"Classification Average (9 datasets)":71.34,"Clustering Average (4 datasets)":53.07,"PairClassification Average (2 datasets)":84.41,"Reranking Average (4 datasets)":67.4,"Retrieval Average (8 datasets)":72.49,"STS Average (8 datasets)":57.82}
-{"index":39,"Rank":20,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":66.1,"Classification Average (9 datasets)":69.89,"Clustering Average (4 datasets)":50.8,"PairClassification Average (2 datasets)":87.57,"Reranking Average (4 datasets)":66.92,"Retrieval Average (8 datasets)":67.7,"STS Average (8 datasets)":62.13}
-{"index":263,"Rank":21,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":65.92,"Classification Average (9 datasets)":71.26,"Clustering Average (4 datasets)":53.86,"PairClassification Average (2 datasets)":80.44,"Reranking Average (4 datasets)":67.0,"Retrieval Average (8 datasets)":71.71,"STS Average (8 datasets)":55.96}
-{"index":13,"Rank":22,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":65.5,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.04,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.38,"Retrieval Average (8 datasets)":71.85,"STS Average (8 datasets)":58.66}
-{"index":12,"Rank":23,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":65.14,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.0,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.39,"Retrieval Average (8 datasets)":70.26,"STS Average (8 datasets)":58.66}
-{"index":163,"Rank":24,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":65.13,"Classification Average (9 datasets)":69.05,"Clustering Average (4 datasets)":49.16,"PairClassification Average (2 datasets)":82.68,"Reranking Average (4 datasets)":66.41,"Retrieval Average (8 datasets)":70.14,"STS Average (8 datasets)":58.66}
-{"index":162,"Rank":25,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":64.54,"Classification Average (9 datasets)":67.62,"Clustering Average (4 datasets)":48.65,"PairClassification Average (2 datasets)":78.72,"Reranking Average (4 datasets)":65.98,"Retrieval Average (8 datasets)":71.02,"STS Average (8 datasets)":58.3}
-{"index":160,"Rank":26,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":64.36,"Classification Average (9 datasets)":68.29,"Clustering Average (4 datasets)":49.4,"PairClassification Average (2 datasets)":79.96,"Reranking Average (4 datasets)":66.1,"Retrieval Average (8 datasets)":70.08,"STS Average (8 datasets)":56.92}
-{"index":46,"Rank":27,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":64.25,"Classification Average (9 datasets)":68.21,"Clustering Average (4 datasets)":49.48,"PairClassification Average (2 datasets)":80.01,"Reranking Average (4 datasets)":65.89,"Retrieval Average (8 datasets)":69.59,"STS Average (8 datasets)":57.08}
-{"index":159,"Rank":28,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":64.16,"Classification Average (9 datasets)":67.77,"Clustering Average (4 datasets)":48.7,"PairClassification Average (2 datasets)":76.09,"Reranking Average (4 datasets)":66.95,"Retrieval Average (8 datasets)":71.07,"STS Average (8 datasets)":56.54}
-{"index":237,"Rank":29,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":64.11,"Classification Average (9 datasets)":67.03,"Clustering Average (4 datasets)":47.04,"PairClassification Average (2 datasets)":78.38,"Reranking Average (4 datasets)":65.98,"Retrieval Average (8 datasets)":70.93,"STS Average (8 datasets)":58.02}
-{"index":259,"Rank":30,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":63.79,"Classification Average (9 datasets)":64.94,"Clustering Average (4 datasets)":46.47,"PairClassification Average (2 datasets)":82.94,"Reranking Average (4 datasets)":66.57,"Retrieval Average (8 datasets)":69.4,"STS Average (8 datasets)":59.39}
-{"index":186,"Rank":31,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":63.79,"Classification Average (9 datasets)":64.94,"Clustering Average (4 datasets)":46.47,"PairClassification Average (2 datasets)":82.94,"Reranking Average (4 datasets)":66.57,"Retrieval Average (8 datasets)":69.4,"STS Average (8 datasets)":59.39}
-{"index":236,"Rank":32,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":63.66,"Classification Average (9 datasets)":66.98,"Clustering Average (4 datasets)":47.12,"PairClassification Average (2 datasets)":76.61,"Reranking Average (4 datasets)":66.68,"Retrieval Average (8 datasets)":71.2,"STS Average (8 datasets)":55.9}
-{"index":11,"Rank":33,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":62.72,"Classification Average (9 datasets)":64.27,"Clustering Average (4 datasets)":47.48,"PairClassification Average (2 datasets)":78.34,"Reranking Average (4 datasets)":68.17,"Retrieval Average (8 datasets)":71.95,"STS Average (8 datasets)":52.73}
-{"index":189,"Rank":34,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":62.72,"Classification Average (9 datasets)":64.27,"Clustering Average (4 datasets)":47.48,"PairClassification Average (2 datasets)":78.34,"Reranking Average (4 datasets)":68.17,"Retrieval Average (8 datasets)":71.95,"STS Average (8 datasets)":52.73}
-{"index":111,"Rank":35,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":62.3,"Classification Average (9 datasets)":66.83,"Clustering Average (4 datasets)":50.4,"PairClassification Average (2 datasets)":71.18,"Reranking Average (4 datasets)":65.64,"Retrieval Average (8 datasets)":69.48,"STS Average (8 datasets)":52.1}
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-{"index":28,"Rank":71,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":29,"Rank":72,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":36,"Rank":75,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":37,"Rank":76,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":42,"Rank":78,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":43,"Rank":79,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":47,"Rank":80,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":48,"Rank":81,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":60.66,"Clustering Average (4 datasets)":30.02,"PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":49.16,"Retrieval Average (8 datasets)":41.94,"STS Average (8 datasets)":""}
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-{"index":69,"Rank":102,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":71,"Rank":104,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":72,"Rank":105,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":74,"Rank":107,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":141,"Rank":170,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":152,"Rank":178,"Model":"XYZ-embedding-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":70.8,"Retrieval Average (8 datasets)":76.56,"STS Average (8 datasets)":""}
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+{"index":381,"Rank":384,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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diff --git a/boards_data/zh/data_tasks/Classification/default.jsonl b/boards_data/zh/data_tasks/Classification/default.jsonl
index 0ce5888c4fc8f53d283463dc3d94040eaa1ceaee..54677c245c4e8a36a67cff91d7d8a4056bdec432 100644
--- a/boards_data/zh/data_tasks/Classification/default.jsonl
+++ b/boards_data/zh/data_tasks/Classification/default.jsonl
@@ -1,99 +1,99 @@
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-{"index":108,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":75.03,"AmazonReviewsClassification (zh)":50.31,"IFlyTek":51.94,"JDReview":90.32,"MassiveIntentClassification (zh-CN)":78.14,"MassiveScenarioClassification (zh-CN)":86.2,"MultilingualSentiment":78.58,"OnlineShopping":95.07,"TNews":55.03,"Waimai":89.7}
-{"index":195,"Rank":3,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
-{"index":238,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.59,"AmazonReviewsClassification (zh)":49.44,"IFlyTek":52.1,"JDReview":88.57,"MassiveIntentClassification (zh-CN)":77.71,"MassiveScenarioClassification (zh-CN)":85.63,"MultilingualSentiment":79.09,"OnlineShopping":94.62,"TNews":54.52,"Waimai":89.59}
-{"index":157,"Rank":5,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":74.43,"AmazonReviewsClassification (zh)":49.72,"IFlyTek":51.7,"JDReview":88.87,"MassiveIntentClassification (zh-CN)":76.79,"MassiveScenarioClassification (zh-CN)":84.96,"MultilingualSentiment":79.22,"OnlineShopping":94.88,"TNews":54.35,"Waimai":89.36}
-{"index":30,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":74.3,"AmazonReviewsClassification (zh)":49.5,"IFlyTek":51.77,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":76.96,"MassiveScenarioClassification (zh-CN)":84.64,"MultilingualSentiment":78.97,"OnlineShopping":94.56,"TNews":54.39,"Waimai":89.42}
-{"index":45,"Rank":7,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.18,"AmazonReviewsClassification (zh)":49.67,"IFlyTek":52.64,"JDReview":87.6,"MassiveIntentClassification (zh-CN)":77.43,"MassiveScenarioClassification (zh-CN)":83.87,"MultilingualSentiment":78.48,"OnlineShopping":94.34,"TNews":54.37,"Waimai":89.23}
-{"index":255,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"AmazonReviewsClassification (zh)":49.68,"IFlyTek":51.77,"JDReview":86.94,"MassiveIntentClassification (zh-CN)":80.6,"MassiveScenarioClassification (zh-CN)":87.42,"MultilingualSentiment":75.92,"OnlineShopping":94.03,"TNews":52.69,"Waimai":88.23}
-{"index":21,"Rank":9,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":74.11,"AmazonReviewsClassification (zh)":54.34,"IFlyTek":49.94,"JDReview":88.91,"MassiveIntentClassification (zh-CN)":78.19,"MassiveScenarioClassification (zh-CN)":82.58,"MultilingualSentiment":78.91,"OnlineShopping":94.59,"TNews":50.26,"Waimai":89.26}
-{"index":6,"Rank":10,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":73.36,"AmazonReviewsClassification (zh)":52.95,"IFlyTek":53.77,"JDReview":88.2,"MassiveIntentClassification (zh-CN)":76.25,"MassiveScenarioClassification (zh-CN)":77.26,"MultilingualSentiment":77.42,"OnlineShopping":94.48,"TNews":51.24,"Waimai":88.63}
-{"index":335,"Rank":11,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.84,"AmazonReviewsClassification (zh)":48.3,"IFlyTek":50.75,"JDReview":87.69,"MassiveIntentClassification (zh-CN)":74.91,"MassiveScenarioClassification (zh-CN)":81.28,"MultilingualSentiment":76.83,"OnlineShopping":94.42,"TNews":52.62,"Waimai":88.77}
-{"index":122,"Rank":12,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.75,"AmazonReviewsClassification (zh)":48.54,"IFlyTek":51.77,"JDReview":86.7,"MassiveIntentClassification (zh-CN)":75.87,"MassiveScenarioClassification (zh-CN)":78.44,"MultilingualSentiment":77.53,"OnlineShopping":93.71,"TNews":53.69,"Waimai":88.53}
-{"index":3,"Rank":13,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.74,"AmazonReviewsClassification (zh)":46.18,"IFlyTek":51.8,"JDReview":86.02,"MassiveIntentClassification (zh-CN)":73.85,"MassiveScenarioClassification (zh-CN)":77.13,"MultilingualSentiment":76.35,"OnlineShopping":93.2,"TNews":53.06,"Waimai":88.1}
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-{"index":146,"Rank":15,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":71.5,"AmazonReviewsClassification (zh)":46.32,"IFlyTek":50.63,"JDReview":86.12,"MassiveIntentClassification (zh-CN)":73.28,"MassiveScenarioClassification (zh-CN)":76.3,"MultilingualSentiment":76.45,"OnlineShopping":93.24,"TNews":53.11,"Waimai":88.08}
-{"index":91,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.35,"AmazonReviewsClassification (zh)":46.95,"IFlyTek":49.67,"JDReview":86.53,"MassiveIntentClassification (zh-CN)":73.39,"MassiveScenarioClassification (zh-CN)":76.04,"MultilingualSentiment":76.4,"OnlineShopping":92.6,"TNews":52.04,"Waimai":88.49}
-{"index":265,"Rank":17,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":71.34,"AmazonReviewsClassification (zh)":47.23,"IFlyTek":49.6,"JDReview":86.72,"MassiveIntentClassification (zh-CN)":73.31,"MassiveScenarioClassification (zh-CN)":75.71,"MultilingualSentiment":76.48,"OnlineShopping":92.68,"TNews":51.98,"Waimai":88.37}
-{"index":263,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.26,"AmazonReviewsClassification (zh)":45.82,"IFlyTek":48.62,"JDReview":85.95,"MassiveIntentClassification (zh-CN)":73.32,"MassiveScenarioClassification (zh-CN)":76.79,"MultilingualSentiment":75.79,"OnlineShopping":93.36,"TNews":53.65,"Waimai":88.07}
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-{"index":161,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.12,"AmazonReviewsClassification (zh)":46.34,"IFlyTek":49.93,"JDReview":86.27,"MassiveIntentClassification (zh-CN)":72.05,"MassiveScenarioClassification (zh-CN)":75.3,"MultilingualSentiment":76.22,"OnlineShopping":93.53,"TNews":53.2,"Waimai":87.27}
-{"index":7,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.12,"AmazonReviewsClassification (zh)":47.21,"IFlyTek":44.85,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":76.88,"MassiveScenarioClassification (zh-CN)":80.76,"MultilingualSentiment":74.46,"OnlineShopping":93.5,"TNews":49.95,"Waimai":86.63}
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-{"index":168,"Rank":23,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":70.17,"AmazonReviewsClassification (zh)":46.24,"IFlyTek":45.05,"JDReview":85.82,"MassiveIntentClassification (zh-CN)":74.99,"MassiveScenarioClassification (zh-CN)":79.93,"MultilingualSentiment":73.31,"OnlineShopping":92.19,"TNews":47.05,"Waimai":86.94}
-{"index":38,"Rank":24,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":70.0,"AmazonReviewsClassification (zh)":44.93,"IFlyTek":48.3,"JDReview":85.07,"MassiveIntentClassification (zh-CN)":71.16,"MassiveScenarioClassification (zh-CN)":73.54,"MultilingualSentiment":75.16,"OnlineShopping":93.25,"TNews":52.41,"Waimai":86.21}
-{"index":39,"Rank":25,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":69.89,"AmazonReviewsClassification (zh)":44.88,"IFlyTek":49.11,"JDReview":85.57,"MassiveIntentClassification (zh-CN)":70.78,"MassiveScenarioClassification (zh-CN)":73.16,"MultilingualSentiment":74.39,"OnlineShopping":93.12,"TNews":51.8,"Waimai":86.18}
-{"index":19,"Rank":26,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":69.13,"AmazonReviewsClassification (zh)":41.38,"IFlyTek":48.74,"JDReview":85.14,"MassiveIntentClassification (zh-CN)":68.84,"MassiveScenarioClassification (zh-CN)":74.7,"MultilingualSentiment":72.97,"OnlineShopping":91.43,"TNews":52.1,"Waimai":86.9}
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-{"index":12,"Rank":28,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":69.05,"AmazonReviewsClassification (zh)":40.81,"IFlyTek":48.01,"JDReview":87.02,"MassiveIntentClassification (zh-CN)":68.27,"MassiveScenarioClassification (zh-CN)":73.13,"MultilingualSentiment":73.4,"OnlineShopping":91.82,"TNews":51.93,"Waimai":87.1}
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diff --git a/boards_data/zh/data_tasks/Clustering/default.jsonl b/boards_data/zh/data_tasks/Clustering/default.jsonl
index 7f68d83b9b2b2cab2297bed15935570d433c30ed..87758e527dd4fe42a2eb8bf73f226770ff6b105b 100644
--- a/boards_data/zh/data_tasks/Clustering/default.jsonl
+++ b/boards_data/zh/data_tasks/Clustering/default.jsonl
@@ -1,67 +1,67 @@
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diff --git a/boards_data/zh/data_tasks/PairClassification/default.jsonl b/boards_data/zh/data_tasks/PairClassification/default.jsonl
index 0d780553372ca4020abf734ff15f8ab4fbb09498..74b0720d6abcce761360f1ea24f8a89a146accd2 100644
--- a/boards_data/zh/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/zh/data_tasks/PairClassification/default.jsonl
@@ -1,53 +1,68 @@
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diff --git a/boards_data/zh/data_tasks/Reranking/default.jsonl b/boards_data/zh/data_tasks/Reranking/default.jsonl
index bcf36c32bff8ad89abf71393287a9a9183a682e7..8d2fa4cf7955845a7770c71a0eab99abf7992c70 100644
--- a/boards_data/zh/data_tasks/Reranking/default.jsonl
+++ b/boards_data/zh/data_tasks/Reranking/default.jsonl
@@ -1,83 +1,83 @@
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diff --git a/boards_data/zh/data_tasks/Retrieval/default.jsonl b/boards_data/zh/data_tasks/Retrieval/default.jsonl
index b07d4f47047a61d7ebf6a6e0092afad5e9415f7f..52039911d2b1379b3ab9747d0b051ed67d09c8cb 100644
--- a/boards_data/zh/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/zh/data_tasks/Retrieval/default.jsonl
@@ -1,77 +1,77 @@
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diff --git a/boards_data/zh/data_tasks/STS/default.jsonl b/boards_data/zh/data_tasks/STS/default.jsonl
index 4e68501b3f677f66234a9e2521ac7fc12a5a34bd..609e9f5251cf8ea2d2a1cd49854ea92e0441b25a 100644
--- a/boards_data/zh/data_tasks/STS/default.jsonl
+++ b/boards_data/zh/data_tasks/STS/default.jsonl
@@ -1,73 +1,97 @@
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