diff --git "a/EXTERNAL_MODEL_RESULTS.json" "b/EXTERNAL_MODEL_RESULTS.json" --- "a/EXTERNAL_MODEL_RESULTS.json" +++ "b/EXTERNAL_MODEL_RESULTS.json" @@ -1,124 +1,116 @@ { - "glove.6B.300d": { + "LLM2Vec-Meta-Llama-3-supervised": { "BitextMining": { - "f1": [ - { - "Model": "glove.6B.300d", - "BUCC (de-en)": 0.18, - "BUCC (fr-en)": 0.19, - "BUCC (ru-en)": 0.1, - "BUCC (zh-en)": 0.0 - } - ] + "f1": [] }, "Classification": { "accuracy": [ { - "Model": "glove.6B.300d", - "AmazonCounterfactualClassification (en)": 56.91, - "AmazonPolarityClassification": 60.32, - "AmazonReviewsClassification (en)": 29.67, - "Banking77Classification": 67.69, - "EmotionClassification": 36.93, - "ImdbClassification": 62.57, - "MTOPDomainClassification (en)": 79.11, - "MTOPIntentClassification (en)": 55.85, - "MassiveIntentClassification (en)": 56.19, - "MassiveScenarioClassification (en)": 66.03, - "ToxicConversationsClassification": 65.4, - "TweetSentimentExtractionClassification": 50.8 + "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": "glove.6B.300d", - "ArxivClusteringP2P": 32.56, - "ArxivClusteringS2S": 23.14, - "BiorxivClusteringP2P": 29.27, - "BiorxivClusteringS2S": 19.18, - "MedrxivClusteringP2P": 26.12, - "MedrxivClusteringS2S": 20.38, - "RedditClustering": 28.46, - "RedditClusteringP2P": 35.82, - "StackExchangeClustering": 35.8, - "StackExchangeClusteringP2P": 28.51, - "TwentyNewsgroupsClustering": 25.83 + "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": { "max_ap": [ { - "Model": "glove.6B.300d", - "SprintDuplicateQuestions": 86.96, - "TwitterSemEval2015": 48.45, - "TwitterURLCorpus": 77.35 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "SprintDuplicateQuestions": 95.09, + "TwitterSemEval2015": 81.73, + "TwitterURLCorpus": 86.56 }, { - "Model": "glove.6B.300d", - "SprintDuplicateQuestions": 86.96, - "TwitterSemEval2015": 53.12, - "TwitterURLCorpus": 77.35 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "SprintDuplicateQuestions": 95.09, + "TwitterSemEval2015": 81.73, + "TwitterURLCorpus": 86.56 } ] }, "Reranking": { "map": [ { - "Model": "glove.6B.300d", - "AskUbuntuDupQuestions": 49.57, - "MindSmallReranking": 27.01, - "SciDocsRR": 62.56, - "StackOverflowDupQuestions": 34.03 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "AskUbuntuDupQuestions": 65.19, + "MindSmallReranking": 32.67, + "SciDocsRR": 86.05, + "StackOverflowDupQuestions": 54.82 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "glove.6B.300d", - "ArguAna": 36.3, - "CQADupstackRetrieval": 15.47, - "ClimateFEVER": 14.44, - "DBPedia": 18.28, - "FEVER": 14.99, - "FiQA2018": 10.09, - "HotpotQA": 19.18, - "MSMARCO": 9.6, - "NFCorpus": 13.87, - "NQ": 12.87, - "QuoraRetrieval": 71.32, - "SCIDOCS": 8.04, - "SciFact": 29.58, - "TRECCOVID": 36.22, - "Touche2020": 13.99 + "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": { "cosine_spearman": [ { - "Model": "glove.6B.300d", - "BIOSSES": 44.93, - "SICK-R": 55.43, - "STS12": 54.64, - "STS13": 69.16, - "STS14": 60.81, - "STS15": 72.31, - "STS16": 65.34, - "STS17 (en-en)": 77.95, - "STS22 (en)": 56.35, - "STSBenchmark": 61.54 + "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": { "cosine_spearman": [ { - "Model": "glove.6B.300d", - "SummEval": 28.87 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "SummEval": 30.94 } ] }, @@ -129,87 +121,118 @@ "p-MRR": [] } }, - "universal-sentence-encoder-multilingual-3": { + "msmarco-bert-co-condensor": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "AmazonReviewsClassification (fr)": 33.51, - "MTOPDomainClassification (fr)": 85.5, - "MTOPIntentClassification (fr)": 53.98, - "MasakhaNEWSClassification (fra)": 82.06, - "MassiveIntentClassification (fr)": 61.19, - "MassiveScenarioClassification (fr)": 70.22 + "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": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "AlloProfClusteringP2P": 56.9, - "AlloProfClusteringS2S": 37.84, - "HALClusteringS2S": 18.95, - "MLSUMClusteringP2P": 43.9, - "MLSUMClusteringS2S": 35.5, - "MasakhaNEWSClusteringP2P (fra)": 60.57, - "MasakhaNEWSClusteringS2S (fra)": 40.31 + "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": { "max_ap": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "OpusparcusPC (fr)": 91.46, - "PawsXPairClassification (fr)": 52.39 + "Model": "msmarco-bert-co-condensor", + "SprintDuplicateQuestions": 96.09, + "TwitterSemEval2015": 65.95, + "TwitterURLCorpus": 83.17 }, { - "Model": "universal-sentence-encoder-multilingual-3", - "OpusparcusPC (fr)": 91.46, - "PawsXPairClassification (fr)": 52.41 + "Model": "msmarco-bert-co-condensor", + "SprintDuplicateQuestions": 96.09, + "TwitterSemEval2015": 65.95, + "TwitterURLCorpus": 83.17 } ] }, "Reranking": { "map": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "AlloprofReranking": 56.23, - "SyntecReranking": 73.85 + "Model": "msmarco-bert-co-condensor", + "AskUbuntuDupQuestions": 58.99, + "MindSmallReranking": 27.13, + "SciDocsRR": 72.78, + "StackOverflowDupQuestions": 48.48 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "AlloprofRetrieval": 35.27, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 26.12, - "SyntecRetrieval": 69.82, - "XPQARetrieval (fr)": 59.59 + "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": { "cosine_spearman": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "SICKFr": 71.37, - "STS22 (fr)": 77.91, - "STSBenchmarkMultilingualSTS (fr)": 75.48 + "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": { "cosine_spearman": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "SummEvalFr": 28.21 + "Model": "msmarco-bert-co-condensor", + "SummEval": 29.5 } ] }, @@ -220,152 +243,335 @@ "p-MRR": [] } }, - "electra-small-swedish-cased-discriminator": { + "LaBSE-en-ru": { "BitextMining": { "f1": [ { - "Model": "electra-small-swedish-cased-discriminator", - "BornholmBitextMining": 0.85 - } + "Model": "LaBSE-en-ru", + "Tatoeba (rus-Cyrl_eng-Latn)": 93.62 + } ] }, "Classification": { "accuracy": [ { - "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 + "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": [] + "v_measure": [ + { + "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": { - "max_ap": [] + "max_ap": [ + { + "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": [] + "map": [ + { + "Model": "LaBSE-en-ru", + "MIRACLReranking (rus-Cyrl)": 28.86 + }, + { + "Model": "LaBSE-en-ru", + "RuBQReranking (rus-Cyrl)": 54.83 + } + ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "LaBSE-en-ru", + "MIRACLRetrieval (rus-Cyrl)": 10.58, + "RiaNewsRetrieval (rus-Cyrl)": 34.73, + "RuBQRetrieval (rus-Cyrl)": 29.03 + } + ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "LaBSE-en-ru", + "RUParaPhraserSTS (rus-Cyrl)": 65.87, + "RuSTSBenchmarkSTS (rus-Cyrl)": 73.32, + "STS22 (deu-Latn)": 38.9, + "STS22 (en)": 59.47, + "STS22 (pol-Latn_eng-Latn)": 58.73, + "STS22 (spa-Latn)": 60.85, + "STS22 (fra-Latn)": 74.98, + "STS22 (deu-Latn_eng-Latn)": 47.98, + "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 + } + ] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [] + "accuracy": [ + { + "Model": "LaBSE-en-ru", + "CEDRClassification (rus-Cyrl)": 40.75, + "SensitiveTopicsClassification (rus-Cyrl)": 21.79 + } + ] }, "InstructionRetrieval": { "p-MRR": [] } }, - "voyage-multilingual-2": { + "LLM2Vec-Llama-2-supervised": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "voyage-multilingual-2", - "AmazonReviewsClassification (fr)": 43.36, - "MTOPDomainClassification (fr)": 90.33, - "MTOPIntentClassification (fr)": 60.52, - "MasakhaNEWSClassification (fra)": 74.81, - "MassiveIntentClassification (fr)": 68.06, - "MassiveScenarioClassification (fr)": 74.29 + "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, + "MTOPDomainClassification (en)": 95.57, + "MTOPIntentClassification (en)": 82.81, + "MassiveIntentClassification (en)": 78.06, + "MassiveScenarioClassification (en)": 81.35, + "ToxicConversationsClassification": 71.01, + "TweetSentimentExtractionClassification": 61.11 } ] }, "Clustering": { "v_measure": [ { - "Model": "voyage-multilingual-2", - "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 + "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": { "max_ap": [ { - "Model": "voyage-multilingual-2", - "OpusparcusPC (fr)": 93.68, - "PawsXPairClassification (fr)": 63.64 - }, - { - "Model": "voyage-multilingual-2", - "OpusparcusPC (fr)": 93.68, - "PawsXPairClassification (fr)": 63.71 + "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": "voyage-multilingual-2", - "AlloprofReranking": 74.78, - "SyntecReranking": 90.4 + "Model": "LLM2Vec-Llama-2-supervised", + "AskUbuntuDupQuestions": 63.13, + "MindSmallReranking": 31.34, + "SciDocsRR": 84.03, + "StackOverflowDupQuestions": 51.02 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "voyage-multilingual-2", - "AlloprofRetrieval": 58.27, - "BSARDRetrieval": 5.14, - "LEMBNarrativeQARetrieval": 64.69, - "LEMBQMSumRetrieval": 51.49, - "LEMBSummScreenFDRetrieval": 99.11, - "LEMBWikimQARetrieval": 87.49, - "MintakaRetrieval (fr)": 49.19, - "SyntecRetrieval": 87.28, - "XPQARetrieval (fr)": 72.92 - }, - { - "Model": "voyage-multilingual-2", - "LEMBNeedleRetrieval": 75.25, - "LEMBPasskeyRetrieval": 97.0 + "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 } ] }, "STS": { "cosine_spearman": [ { - "Model": "voyage-multilingual-2", - "SICKFr": 74.9, - "STS22 (fr)": 82.76, - "STSBenchmarkMultilingualSTS (fr)": 82.72 + "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": { "cosine_spearman": [ { - "Model": "voyage-multilingual-2", - "SummEvalFr": 29.96 + "Model": "LLM2Vec-Llama-2-supervised", + "SummEval": 28.49 } ] }, @@ -376,100 +582,120 @@ "p-MRR": [] } }, - "Cohere-embed-english-v3.0-instruct": { + "LLM2Vec-Sheared-Llama-supervised": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [ + "accuracy": [ { - "Model": "Cohere-embed-english-v3.0-instruct", - "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 + "Model": "LLM2Vec-Sheared-Llama-supervised", + "AmazonCounterfactualClassification (en)": 77.42, + "AmazonPolarityClassification": 82.05, + "AmazonReviewsClassification (en)": 40.81, + "Banking77Classification": 86.01, + "EmotionClassification": 48.38, + "ImdbClassification": 75.33, + "MTOPDomainClassification (en)": 94.09, + "MTOPIntentClassification (en)": 77.05, + "MassiveIntentClassification (en)": 75.58, + "MassiveScenarioClassification (en)": 79.16, + "ToxicConversationsClassification": 69.92, + "TweetSentimentExtractionClassification": 60.76 } ] }, - "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "e5-mistral-7b-instruct-noinstruct": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, "Clustering": { - "v_measure": [] + "v_measure": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "ArxivClusteringP2P": 43.47, + "ArxivClusteringS2S": 39.85, + "BiorxivClusteringP2P": 37.1, + "BiorxivClusteringS2S": 34.28, + "MedrxivClusteringP2P": 33.55, + "MedrxivClusteringS2S": 31.11, + "RedditClustering": 53.02, + "RedditClusteringP2P": 60.47, + "StackExchangeClustering": 63.04, + "StackExchangeClusteringP2P": 34.01, + "TwentyNewsgroupsClustering": 49.37 + } + ] }, "PairClassification": { - "max_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, + "TwitterSemEval2015": 76.14, + "TwitterURLCorpus": 86.23 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "AskUbuntuDupQuestions": 60.71, + "MindSmallReranking": 31.96, + "SciDocsRR": 79.23, + "StackOverflowDupQuestions": 49.61 + } + ] }, "Retrieval": { "ndcg_at_10": [ { - "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": "LLM2Vec-Sheared-Llama-supervised", + "ArguAna": 51.66, + "CQADupstackRetrieval": 41.73, + "ClimateFEVER": 33.49, + "DBPedia": 43.58, + "FEVER": 86.81, + "FiQA2018": 41.0, + "HotpotQA": 63.85, + "MSMARCO": 38.32, + "NFCorpus": 37.12, + "NQ": 53.89, + "QuoraRetrieval": 87.37, + "SCIDOCS": 17.96, + "SciFact": 72.08, + "TRECCOVID": 80.41, + "Touche2020": 22.31 } ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "BIOSSES": 85.88, + "SICK-R": 82.25, + "STS12": 78.28, + "STS13": 85.52, + "STS14": 82.49, + "STS15": 88.76, + "STS16": 87.11, + "STS17 (en-en)": 90.1, + "STS22 (en)": 68.25, + "STSBenchmark": 87.16 + } + ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "SummEval": 30.01 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -478,87 +704,87 @@ "p-MRR": [] } }, - "voyage-code-2": { + "Cohere-embed-multilingual-light-v3.0": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "voyage-code-2", - "AmazonReviewsClassification (fr)": 42.15, - "MTOPDomainClassification (fr)": 87.68, - "MTOPIntentClassification (fr)": 59.44, - "MasakhaNEWSClassification (fra)": 82.13, - "MassiveIntentClassification (fr)": 63.08, - "MassiveScenarioClassification (fr)": 70.15 + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "voyage-code-2", - "AlloProfClusteringP2P": 61.63, - "AlloProfClusteringS2S": 50.67, - "HALClusteringS2S": 27.44, - "MLSUMClusteringP2P": 45.23, - "MLSUMClusteringS2S": 41.48, - "MasakhaNEWSClusteringP2P (fra)": 56.59, - "MasakhaNEWSClusteringS2S (fra)": 35.18 + "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": { "max_ap": [ { - "Model": "voyage-code-2", - "OpusparcusPC (fr)": 92.87, - "PawsXPairClassification (fr)": 60.83 + "Model": "Cohere-embed-multilingual-light-v3.0", + "OpusparcusPC (fr)": 90.92, + "PawsXPairClassification (fr)": 57.32 }, { - "Model": "voyage-code-2", - "OpusparcusPC (fr)": 92.87, - "PawsXPairClassification (fr)": 60.88 + "Model": "Cohere-embed-multilingual-light-v3.0", + "OpusparcusPC (fr)": 90.92, + "PawsXPairClassification (fr)": 57.35 } ] }, "Reranking": { "map": [ { - "Model": "voyage-code-2", - "AlloprofReranking": 70.79, - "SyntecReranking": 86.77 + "Model": "Cohere-embed-multilingual-light-v3.0", + "AlloprofReranking": 51.6, + "SyntecReranking": 88.03 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "voyage-code-2", - "AlloprofRetrieval": 52.61, - "BSARDRetrieval": 0.29, - "MintakaRetrieval (fr)": 19.05, - "SyntecRetrieval": 82.77, - "XPQARetrieval (fr)": 71.95 + "Model": "Cohere-embed-multilingual-light-v3.0", + "AlloprofRetrieval": 35.39, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 23.0, + "SyntecRetrieval": 76.88, + "XPQARetrieval (fr)": 45.23 } ] }, "STS": { "cosine_spearman": [ { - "Model": "voyage-code-2", - "SICKFr": 73.56, - "STS22 (fr)": 79.99, - "STSBenchmarkMultilingualSTS (fr)": 79.02 + "Model": "Cohere-embed-multilingual-light-v3.0", + "SICKFr": 75.5, + "STS22 (fr)": 82.8, + "STSBenchmarkMultilingualSTS (fr)": 76.48 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "voyage-code-2", - "SummEvalFr": 28.34 + "Model": "Cohere-embed-multilingual-light-v3.0", + "SummEvalFr": 31.4 } ] }, @@ -569,94 +795,89 @@ "p-MRR": [] } }, - "text2vec-large-chinese": { + "bert-base-multilingual-uncased": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "text2vec-large-chinese", - "AmazonReviewsClassification (zh)": 33.77, - "IFlyTek": 41.54, - "JDReview": 81.56, - "MassiveIntentClassification (zh-CN)": 63.23, - "MassiveScenarioClassification (zh-CN)": 68.45, - "MultilingualSentiment": 58.97, - "OnlineShopping": 83.51, - "TNews": 38.92, - "Waimai": 76.01 + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "text2vec-large-chinese", - "CLSClusteringP2P": 30.13, - "CLSClusteringS2S": 28.77, - "ThuNewsClusteringP2P": 35.05, - "ThuNewsClusteringS2S": 26.14 + "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": { "max_ap": [ { - "Model": "text2vec-large-chinese", - "Cmnli": 77.67, - "Ocnli": 64.04 + "Model": "bert-base-multilingual-uncased", + "OpusparcusPC (fr)": 87.43, + "PawsXPairClassification (fr)": 53.22 }, { - "Model": "text2vec-large-chinese", - "Cmnli": 77.85, - "Ocnli": 64.47 + "Model": "bert-base-multilingual-uncased", + "OpusparcusPC (fr)": 87.53, + "PawsXPairClassification (fr)": 53.33 } ] }, "Reranking": { "map": [ { - "Model": "text2vec-large-chinese", - "CMedQAv1": 58.92, - "CMedQAv2": 60.41, - "MMarcoReranking": 12.48, - "T2Reranking": 64.82 + "Model": "bert-base-multilingual-uncased", + "AlloprofReranking": 38.85, + "SyntecReranking": 66.4 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text2vec-large-chinese", - "CmedqaRetrieval": 15.53, - "CovidRetrieval": 60.48, - "DuRetrieval": 51.87, - "EcomRetrieval": 37.58, - "MMarcoRetrieval": 45.96, - "MedicalRetrieval": 30.93, - "T2Retrieval": 50.52, - "VideoRetrieval": 42.65 + "Model": "bert-base-multilingual-uncased", + "AlloprofRetrieval": 5.51, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 2.87, + "SyntecRetrieval": 34.95, + "XPQARetrieval (fr)": 26.12 } ] }, "STS": { "cosine_spearman": [ { - "Model": "text2vec-large-chinese", - "AFQMC": 24.51, - "ATEC": 32.45, - "BQ": 44.22, - "LCQMC": 69.16, - "PAWSX": 14.55, - "QBQTC": 29.51, - "STS22 (zh)": 65.94, - "STSB": 79.45 + "Model": "bert-base-multilingual-uncased", + "SICKFr": 58.26, + "STS22 (fr)": 56.47, + "STSBenchmarkMultilingualSTS (fr)": 54.97 } ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "bert-base-multilingual-uncased", + "SummEvalFr": 30.72 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -665,136 +886,123 @@ "p-MRR": [] } }, - "monobert-large-msmarco": { + "bge-m3": { "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [] - }, - "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [ + "f1": [ { - "Model": "monobert-large-msmarco", - "Core17InstructionRetrieval": -0.24, - "News21InstructionRetrieval": -0.8, - "Robust04InstructionRetrieval": -9.36 + "Model": "bge-m3", + "Tatoeba (rus-Cyrl_eng-Latn)": 93.42 } ] - } - }, - "bge-base-zh-v1.5": { - "BitextMining": { - "f1": [] }, "Classification": { "accuracy": [ { - "Model": "bge-base-zh-v1.5", - "AmazonReviewsClassification (zh)": 40.15, - "IFlyTek": 48.62, - "JDReview": 83.62, - "MassiveIntentClassification (zh-CN)": 67.93, - "MassiveScenarioClassification (zh-CN)": 73.98, - "MultilingualSentiment": 70.67, - "OnlineShopping": 91.26, - "TNews": 51.08, - "Waimai": 85.36 + "Model": "bge-m3", + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-base-zh-v1.5", - "CLSClusteringP2P": 39.91, - "CLSClusteringS2S": 37.63, - "ThuNewsClusteringP2P": 58.45, - "ThuNewsClusteringS2S": 54.12 + "Model": "bge-m3", + "GeoreviewClusteringP2P (rus-Cyrl)": 63.09, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.83, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 43.21 } ] }, "PairClassification": { "max_ap": [ { - "Model": "bge-base-zh-v1.5", - "Cmnli": 84.1, - "Ocnli": 75.41 + "Model": "bge-m3", + "OpusparcusPC (rus-Cyrl)": 89.64, + "TERRa (rus-Cyrl)": 60.6 }, { - "Model": "bge-base-zh-v1.5", - "Cmnli": 84.11, - "Ocnli": 75.43 + "Model": "bge-m3", + "OpusparcusPC (rus-Cyrl)": 89.64, + "TERRa (rus-Cyrl)": 60.6 } ] }, "Reranking": { "map": [ { - "Model": "bge-base-zh-v1.5", - "CMedQAv1": 80.47, - "CMedQAv2": 84.88, - "MMarcoReranking": 29.74, - "T2Reranking": 66.49 + "Model": "bge-m3", + "MIRACLReranking (rus-Cyrl)": 65.38 + }, + { + "Model": "bge-m3", + "RuBQReranking (rus-Cyrl)": 74.03 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-base-zh-v1.5", - "CmedqaRetrieval": 41.61, - "CovidRetrieval": 74.7, - "DuRetrieval": 85.07, - "EcomRetrieval": 64.25, - "MMarcoRetrieval": 77.69, - "MedicalRetrieval": 56.51, - "T2Retrieval": 83.71, - "VideoRetrieval": 72.35 - } - ] - }, - "STS": { - "cosine_spearman": [ - { - "Model": "bge-base-zh-v1.5", - "AFQMC": 42.4, - "ATEC": 48.17, - "BQ": 61.78, - "LCQMC": 74.45, - "PAWSX": 20.4, - "QBQTC": 36.22, - "STS22 (zh)": 68.01, - "STSB": 78.31 - } + "Model": "bge-m3", + "ARCChallenge": 9.02, + "AlphaNLI": 24.73, + "HellaSwag": 25.67, + "LEMBNarrativeQARetrieval": 45.76, + "LEMBQMSumRetrieval": 35.54, + "LEMBSummScreenFDRetrieval": 94.09, + "LEMBWikimQARetrieval": 77.73, + "MIRACLRetrieval (rus-Cyrl)": 70.16, + "PIQA": 22.93, + "Quail": 7.51, + "RARbCode": 38.8, + "RARbMath": 69.19, + "RiaNewsRetrieval (rus-Cyrl)": 82.99, + "RuBQRetrieval (rus-Cyrl)": 71.22, + "SIQA": 4.89, + "SpartQA": 7.49, + "TempReasonL1": 0.99, + "TempReasonL2Fact": 33.23, + "TempReasonL2Pure": 0.68, + "TempReasonL3Fact": 30.05, + "TempReasonL3Pure": 5.28, + "WinoGrande": 41.72 + }, + { + "Model": "bge-m3", + "LEMBNeedleRetrieval": 40.25, + "LEMBPasskeyRetrieval": 46.0 + } + ] + }, + "STS": { + "cosine_spearman": [ + { + "Model": "bge-m3", + "RUParaPhraserSTS (rus-Cyrl)": 74.9, + "RuSTSBenchmarkSTS (rus-Cyrl)": 79.87, + "STS22 (rus-Cyrl)": 66.26, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.27 + } ] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [] + "accuracy": [ + { + "Model": "bge-m3", + "CEDRClassification (rus-Cyrl)": 43.47, + "SensitiveTopicsClassification (rus-Cyrl)": 26.25 + } + ] }, "InstructionRetrieval": { "p-MRR": [] @@ -869,120 +1077,43 @@ "p-MRR": [] } }, - "unsup-simcse-bert-base-uncased": { + "jina-embeddings-v2-base-en": { "BitextMining": { "f1": [] }, "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 - } - ] + "accuracy": [] }, "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 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "unsup-simcse-bert-base-uncased", - "SprintDuplicateQuestions": 69.41, - "TwitterSemEval2015": 60.21, - "TwitterURLCorpus": 81.37 - }, - { - "Model": "unsup-simcse-bert-base-uncased", - "SprintDuplicateQuestions": 78.03, - "TwitterSemEval2015": 61.01, - "TwitterURLCorpus": 81.37 - } - ] + "max_ap": [] }, "Reranking": { - "map": [ - { - "Model": "unsup-simcse-bert-base-uncased", - "AskUbuntuDupQuestions": 51.57, - "MindSmallReranking": 28.62, - "SciDocsRR": 66.33, - "StackOverflowDupQuestions": 39.35 - } - ] + "map": [] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "unsup-simcse-bert-base-uncased", - "ArguAna": 38.34, - "CQADupstackRetrieval": 13.22, - "ClimateFEVER": 11.8, - "DBPedia": 15.04, - "FEVER": 21.06, - "FiQA2018": 9.84, - "HotpotQA": 19.75, - "MSMARCO": 9.35, - "NFCorpus": 9.88, - "NQ": 11.69, - "QuoraRetrieval": 78.03, - "SCIDOCS": 5.5, - "SciFact": 25.72, - "TRECCOVID": 26.2, - "Touche2020": 8.9 + "Model": "jina-embeddings-v2-base-en", + "LEMBNarrativeQARetrieval": 37.89, + "LEMBQMSumRetrieval": 38.87, + "LEMBSummScreenFDRetrieval": 93.48, + "LEMBWikimQARetrieval": 73.99 + }, + { + "Model": "jina-embeddings-v2-base-en", + "LEMBNeedleRetrieval": 54.25, + "LEMBPasskeyRetrieval": 50.25 } ] }, "STS": { - "cosine_spearman": [ - { - "Model": "unsup-simcse-bert-base-uncased", - "BIOSSES": 72.31, - "SICK-R": 72.24, - "STS12": 66.05, - "STS13": 81.49, - "STS14": 73.61, - "STS15": 79.72, - "STS16": 78.12, - "STS17 (en-en)": 83.58, - "STS22 (en)": 59.65, - "STSBenchmark": 76.52 - } - ] + "cosine_spearman": [] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "unsup-simcse-bert-base-uncased", - "SummEval": 31.15 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -991,7 +1122,7 @@ "p-MRR": [] } }, - "flan-t5-base": { + "use-cmlm-multilingual": { "BitextMining": { "f1": [] }, @@ -999,7 +1130,15 @@ "accuracy": [] }, "Clustering": { - "v_measure": [] + "v_measure": [ + { + "Model": "use-cmlm-multilingual", + "BlurbsClusteringP2P": 29.63, + "BlurbsClusteringS2S": 15.24, + "TenKGnadClusteringP2P": 37.1, + "TenKGnadClusteringS2S": 25.64 + } + ] }, "PairClassification": { "max_ap": [] @@ -1020,128 +1159,224 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "flan-t5-base", - "Core17InstructionRetrieval": -3.31, - "News21InstructionRetrieval": -0.12, - "Robust04InstructionRetrieval": 5.35 - } - ] + "p-MRR": [] } }, - "contriever-instruct": { + "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 + } + ] }, "Clustering": { - "v_measure": [] + "v_measure": [ + { + "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": { - "max_ap": [] + "max_ap": [ + { + "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": [ { - "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 + "Model": "deberta-v1-base", + "RiaNewsRetrieval (rus-Cyrl)": 4.84, + "RuBQRetrieval (rus-Cyrl)": 10.15 } ] }, "STS": { - "cosine_spearman": [] - }, - "Summarization": { + "cosine_spearman": [ + { + "Model": "deberta-v1-base", + "RUParaPhraserSTS (rus-Cyrl)": 54.03, + "RuSTSBenchmarkSTS (rus-Cyrl)": 58.47, + "STS22 (rus-Cyrl)": 47.67, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 58.45 + } + ] + }, + "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [] + "accuracy": [ + { + "Model": "deberta-v1-base", + "CEDRClassification (rus-Cyrl)": 34.14, + "SensitiveTopicsClassification (rus-Cyrl)": 23.67 + } + ] }, "InstructionRetrieval": { "p-MRR": [] } }, - "dfm-encoder-large-v1": { + "rubert-tiny2": { "BitextMining": { - "f1": [ - { - "Model": "dfm-encoder-large-v1", - "BornholmBitextMining": 11.65 - } - ] + "f1": [] }, "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 + "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, + "RuReviewsClassification (rus-Cyrl)": 56.99, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 45.63, + "RuSciBenchOECDClassification (rus-Cyrl)": 35.48 } ] }, "Clustering": { - "v_measure": [] + "v_measure": [ + { + "Model": "rubert-tiny2", + "GeoreviewClusteringP2P (rus-Cyrl)": 41.58, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 39.78, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 35.98 + } + ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "rubert-tiny2", + "TERRa (rus-Cyrl)": 51.87 + }, + { + "Model": "rubert-tiny2", + "TERRa (rus-Cyrl)": 51.87 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "rubert-tiny2", + "MIRACLReranking (rus-Cyrl)": 15.81 + }, + { + "Model": "rubert-tiny2", + "RuBQReranking (rus-Cyrl)": 46.09 + } + ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "rubert-tiny2", + "MIRACLRetrieval (rus-Cyrl)": 1.89, + "RiaNewsRetrieval (rus-Cyrl)": 13.92, + "RuBQRetrieval (rus-Cyrl)": 10.87 + } + ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "rubert-tiny2", + "RUParaPhraserSTS (rus-Cyrl)": 65.14, + "RuSTSBenchmarkSTS (rus-Cyrl)": 69.43, + "STS22 (rus-Cyrl)": 50.23 + } + ] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [] + "accuracy": [ + { + "Model": "rubert-tiny2", + "CEDRClassification (rus-Cyrl)": 36.87, + "SensitiveTopicsClassification (rus-Cyrl)": 22.03 + } + ] }, "InstructionRetrieval": { "p-MRR": [] } }, - "instructor-base": { + "DanskBERT": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "DanskBERT", + "BornholmBitextMining": 6.34 + } + ] }, "Classification": { - "accuracy": [] + "accuracy": [ + { + "Model": "DanskBERT", + "AngryTweetsClassification": 54.28, + "DKHateClassification": 59.3, + "DanishPoliticalCommentsClassification": 39.81, + "LccSentimentClassification": 58.0, + "MassiveIntentClassification (da)": 54.68, + "MassiveIntentClassification (nb)": 45.38, + "MassiveIntentClassification (sv)": 40.82, + "MassiveScenarioClassification (da)": 59.56, + "MassiveScenarioClassification (nb)": 47.55, + "MassiveScenarioClassification (sv)": 40.14, + "NoRecClassification": 46.06, + "NordicLangClassification": 74.25, + "NorwegianParliament": 56.79, + "ScalaDaClassification": 66.59, + "ScalaNbClassification": 59.99 + } + ] }, "Clustering": { "v_measure": [] @@ -1165,14 +1400,7 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "instructor-base", - "Core17InstructionRetrieval": -1.09, - "News21InstructionRetrieval": -1.78, - "Robust04InstructionRetrieval": -10.42 - } - ] + "p-MRR": [] } }, "paraphrase-multilingual-mpnet-base-v2": { @@ -2053,189 +2281,145 @@ ] } }, - "LaBSE-ru-turbo": { + "all-MiniLM-L6-v2-instruct": { "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 - } - ] + "accuracy": [] }, "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 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "LaBSE-ru-turbo", - "OpusparcusPC (rus-Cyrl)": 89.32, - "TERRa (rus-Cyrl)": 57.81 - }, - { - "Model": "LaBSE-ru-turbo", - "OpusparcusPC (rus-Cyrl)": 89.32, - "TERRa (rus-Cyrl)": 57.81 - } - ] + "max_ap": [] }, "Reranking": { - "map": [ - { - "Model": "LaBSE-ru-turbo", - "MIRACLReranking (rus-Cyrl)": 57.44 - }, - { - "Model": "LaBSE-ru-turbo", - "RuBQReranking (rus-Cyrl)": 68.65 - } - ] + "map": [] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LaBSE-ru-turbo", - "MIRACLRetrieval (rus-Cyrl)": 55.97, - "RiaNewsRetrieval (rus-Cyrl)": 69.36, - "RuBQRetrieval (rus-Cyrl)": 65.71 + "Model": "all-MiniLM-L6-v2-instruct", + "ARCChallenge": 9.4, + "AlphaNLI": 15.09, + "HellaSwag": 20.51, + "PIQA": 24.68, + "Quail": 3.46, + "RARbCode": 42.47, + "RARbMath": 62.39, + "SIQA": 1.53, + "SpartQA": 0.57, + "TempReasonL1": 1.05, + "TempReasonL2Fact": 16.57, + "TempReasonL2Pure": 0.49, + "TempReasonL3Fact": 14.01, + "TempReasonL3Pure": 6.27, + "WinoGrande": 20.73 } ] }, "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 - } - ] + "cosine_spearman": [] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [ - { - "Model": "LaBSE-ru-turbo", - "CEDRClassification (rus-Cyrl)": 45.11, - "SensitiveTopicsClassification (rus-Cyrl)": 27.52 - } - ] + "accuracy": [] }, "InstructionRetrieval": { "p-MRR": [] } }, - "sentence-camembert-large": { + "bge-large-zh-noinstruct": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "sentence-camembert-large", - "AmazonReviewsClassification (fr)": 37.97, - "MTOPDomainClassification (fr)": 85.74, - "MTOPIntentClassification (fr)": 58.62, - "MasakhaNEWSClassification (fra)": 80.62, - "MassiveIntentClassification (fr)": 62.65, - "MassiveScenarioClassification (fr)": 69.29 + "Model": "bge-large-zh-noinstruct", + "AmazonReviewsClassification (zh)": 41.94, + "IFlyTek": 45.32, + "JDReview": 85.38, + "MassiveIntentClassification (zh-CN)": 66.96, + "MassiveScenarioClassification (zh-CN)": 73.39, + "MultilingualSentiment": 73.7, + "OnlineShopping": 91.66, + "TNews": 52.05, + "Waimai": 86.83 } ] }, "Clustering": { "v_measure": [ { - "Model": "sentence-camembert-large", - "AlloProfClusteringP2P": 62.69, - "AlloProfClusteringS2S": 42.06, - "HALClusteringS2S": 23.9, - "MLSUMClusteringP2P": 42.04, - "MLSUMClusteringS2S": 32.29, - "MasakhaNEWSClusteringP2P (fra)": 54.51, - "MasakhaNEWSClusteringS2S (fra)": 44.73 + "Model": "bge-large-zh-noinstruct", + "CLSClusteringP2P": 41.23, + "CLSClusteringS2S": 40.04, + "ThuNewsClusteringP2P": 62.03, + "ThuNewsClusteringS2S": 56.75 } ] }, "PairClassification": { "max_ap": [ { - "Model": "sentence-camembert-large", - "OpusparcusPC (fr)": 94.63, - "PawsXPairClassification (fr)": 59.59 + "Model": "bge-large-zh-noinstruct", + "Cmnli": 82.17, + "Ocnli": 71.37 }, { - "Model": "sentence-camembert-large", - "OpusparcusPC (fr)": 94.63, - "PawsXPairClassification (fr)": 59.61 + "Model": "bge-large-zh-noinstruct", + "Cmnli": 82.18, + "Ocnli": 71.37 } ] }, "Reranking": { "map": [ { - "Model": "sentence-camembert-large", - "AlloprofReranking": 57.62, - "SyntecReranking": 88.15 + "Model": "bge-large-zh-noinstruct", + "CMedQAv1": 81.72, + "CMedQAv2": 84.64, + "MMarcoReranking": 27.1, + "T2Reranking": 66.16 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sentence-camembert-large", - "AlloprofRetrieval": 31.62, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 21.87, - "SyntecRetrieval": 81.11, - "XPQARetrieval (fr)": 65.62 + "Model": "bge-large-zh-noinstruct", + "CmedqaRetrieval": 41.03, + "CovidRetrieval": 75.07, + "DuRetrieval": 84.68, + "EcomRetrieval": 65.6, + "MMarcoRetrieval": 81.38, + "MedicalRetrieval": 58.28, + "T2Retrieval": 84.39, + "VideoRetrieval": 73.93 } ] }, "STS": { "cosine_spearman": [ { - "Model": "sentence-camembert-large", - "SICKFr": 77.7, - "STS22 (fr)": 81.73, - "STSBenchmarkMultilingualSTS (fr)": 85.79 + "Model": "bge-large-zh-noinstruct", + "AFQMC": 43.06, + "ATEC": 48.29, + "BQ": 60.53, + "LCQMC": 74.71, + "PAWSX": 16.64, + "QBQTC": 35.2, + "STS22 (zh)": 67.19, + "STSB": 78.41 } ] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "sentence-camembert-large", - "SummEvalFr": 30.88 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -2244,434 +2428,385 @@ "p-MRR": [] } }, - "komninos": { + "gtr-t5-xl": { "BitextMining": { "f1": [ { - "Model": "komninos", - "BUCC (de-en)": 0.18, - "BUCC (fr-en)": 0.08, - "BUCC (ru-en)": 0.15, - "BUCC (zh-en)": 0.05, - "Tatoeba (afr-eng)": 4.82, - "Tatoeba (amh-eng)": 1.18, - "Tatoeba (ang-eng)": 8.54, - "Tatoeba (ara-eng)": 0.63, - "Tatoeba 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"StackExchangeClustering": 69.95, + "StackExchangeClusteringP2P": 32.73, + "TwentyNewsgroupsClustering": 51.15 } ] }, - "Clustering": { - "v_measure": [] - }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "gtr-t5-xl", + "SprintDuplicateQuestions": 95.45, + "TwitterSemEval2015": 77.81, + "TwitterURLCorpus": 85.14 + }, + { + "Model": "gtr-t5-xl", + "SprintDuplicateQuestions": 95.45, + "TwitterSemEval2015": 77.81, + "TwitterURLCorpus": 85.14 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "gtr-t5-xl", + "AskUbuntuDupQuestions": 63.08, + "MindSmallReranking": 31.5, + "SciDocsRR": 76.49, + "StackOverflowDupQuestions": 52.79 + } + ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "gtr-t5-xl", + "ArguAna": 52.81, + "CQADupstackRetrieval": 37.35, + "ClimateFEVER": 27.01, + "DBPedia": 39.74, + "FEVER": 72.18, + "FiQA2018": 44.19, + "HotpotQA": 58.91, + "MSMARCO": 43.52, + "NFCorpus": 33.34, + "NQ": 56.16, + "QuoraRetrieval": 88.91, + "SCIDOCS": 15.71, + "SciFact": 64.2, + "TRECCOVID": 60.09, + "Touche2020": 25.26 + } + ] }, "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "all-mpnet-base-v2-instruct": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [ + "cosine_spearman": [ { - "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": "gtr-t5-xl", + "BIOSSES": 78.94, 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"SummEval": 30.21 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -2680,915 +2815,219 @@ "p-MRR": [] } }, - "multilingual-e5-base": { + "voyage-2": { "BitextMining": { - "f1": [ + "f1": [] + }, + "Classification": { + "accuracy": [ { - "Model": "multilingual-e5-base", - "BornholmBitextMining (dan-Latn)": 33.22, - "BornholmBitextMining": 46.4, - "Tatoeba (csb-Latn_eng-Latn)": 24.29, - "Tatoeba (spa-Latn_eng-Latn)": 96.97, - "Tatoeba (kzj-Latn_eng-Latn)": 6.26, - "Tatoeba (uzb-Latn_eng-Latn)": 62.63, - "Tatoeba (mal-Mlym_eng-Latn)": 96.72, - "Tatoeba (dtp-Latn_eng-Latn)": 5.13, - "Tatoeba (ces-Latn_eng-Latn)": 88.75, - "Tatoeba (mon-Cyrl_eng-Latn)": 78.37, - "Tatoeba (fry-Latn_eng-Latn)": 50.82, - "Tatoeba (cbk-Latn_eng-Latn)": 60.66, - "Tatoeba (awa-Deva_eng-Latn)": 68.39, - "Tatoeba (cha-Latn_eng-Latn)": 16.95, - "Tatoeba (nld-Latn_eng-Latn)": 93.2, - "Tatoeba (mhr-Cyrl_eng-Latn)": 5.52, - "Tatoeba (cmn-Hans_eng-Latn)": 93.35, - "Tatoeba (arq-Arab_eng-Latn)": 26.61, - "Tatoeba (kor-Hang_eng-Latn)": 83.37, - "Tatoeba (pol-Latn_eng-Latn)": 94.57, - "Tatoeba (uig-Arab_eng-Latn)": 62.97, - "Tatoeba (zsm-Latn_eng-Latn)": 92.45, - "Tatoeba (tuk-Latn_eng-Latn)": 19.67, - "Tatoeba (ind-Latn_eng-Latn)": 90.26, - "Tatoeba (aze-Latn_eng-Latn)": 84.71, - "Tatoeba (xho-Latn_eng-Latn)": 73.24, - "Tatoeba (war-Latn_eng-Latn)": 47.18, - "Tatoeba (ast-Latn_eng-Latn)": 74.36, - "Tatoeba (ido-Latn_eng-Latn)": 74.41, - "Tatoeba (dsb-Latn_eng-Latn)": 34.36, - "Tatoeba (est-Latn_eng-Latn)": 70.64, - "Tatoeba (ina-Latn_eng-Latn)": 86.11, - "Tatoeba (bel-Cyrl_eng-Latn)": 86.7, - "Tatoeba (fin-Latn_eng-Latn)": 86.15, - "Tatoeba (ang-Latn_eng-Latn)": 29.87, - "Tatoeba (gle-Latn_eng-Latn)": 58.62, - "Tatoeba (slk-Latn_eng-Latn)": 86.42, - "Tatoeba (hye-Armn_eng-Latn)": 85.85, - "Tatoeba (tgl-Latn_eng-Latn)": 83.78, - "Tatoeba (pam-Latn_eng-Latn)": 6.92, - "Tatoeba (eus-Latn_eng-Latn)": 56.26, - "Tatoeba (slv-Latn_eng-Latn)": 81.93, - "Tatoeba (nno-Latn_eng-Latn)": 82.67, - "Tatoeba (wuu-Hans_eng-Latn)": 78.65, - "Tatoeba (nds-Latn_eng-Latn)": 53.86, - "Tatoeba (deu-Latn_eng-Latn)": 97.07, - "Tatoeba (ita-Latn_eng-Latn)": 90.61, - "Tatoeba (rus-Cyrl_eng-Latn)": 91.78, - "Tatoeba (bos-Latn_eng-Latn)": 88.86, - "Tatoeba (glg-Latn_eng-Latn)": 82.69, - "Tatoeba (kaz-Cyrl_eng-Latn)": 75.56, - "Tatoeba (nov-Latn_eng-Latn)": 66.96, - "Tatoeba (tam-Taml_eng-Latn)": 85.12, - "Tatoeba (dan-Latn_eng-Latn)": 91.23, - "Tatoeba (oci-Latn_eng-Latn)": 35.79, - "Tatoeba (arz-Arab_eng-Latn)": 66.79, - "Tatoeba (gsw-Latn_eng-Latn)": 43.53, - "Tatoeba (jav-Latn_eng-Latn)": 61.25, - "Tatoeba (sqi-Latn_eng-Latn)": 90.06, - "Tatoeba (vie-Latn_eng-Latn)": 94.55, - "Tatoeba (lit-Latn_eng-Latn)": 75.53, - "Tatoeba (isl-Latn_eng-Latn)": 76.9, - "Tatoeba (hsb-Latn_eng-Latn)": 40.36, - "Tatoeba (hun-Latn_eng-Latn)": 84.41, - "Tatoeba (kab-Latn_eng-Latn)": 21.77, - "Tatoeba (ceb-Latn_eng-Latn)": 45.46, - "Tatoeba (ber-Tfng_eng-Latn)": 23.59, - "Tatoeba (jpn-Jpan_eng-Latn)": 90.3, - 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"MasakhaNEWSClassification (fra)": 80.19, + "MassiveIntentClassification (fr)": 53.7, + "MassiveScenarioClassification (fr)": 62.46 } ] }, - "Classification": { - "accuracy": [ + "Clustering": { + "v_measure": [ { - "Model": "multilingual-e5-base", - "AllegroReviews (pol-Latn)": 40.78, - "AllegroReviews": 40.85, - "AmazonCounterfactualClassification (en-ext)": 76.91, - "AmazonCounterfactualClassification (en)": 77.36, - "AmazonCounterfactualClassification (deu-Latn)": 70.81, - "AmazonCounterfactualClassification (jpn-Jpan)": 72.02, - "AmazonPolarityClassification": 91.76, - "AmazonReviewsClassification (en)": 47.54, - "AmazonReviewsClassification (deu-Latn)": 44.37, - "AmazonReviewsClassification (spa-Latn)": 43.38, - "AmazonReviewsClassification (fra-Latn)": 41.55, - "AmazonReviewsClassification (jpn-Jpan)": 39.57, - "AmazonReviewsClassification (cmn-Hans)": 38.34, - "AmazonReviewsClassification (fr)": 40.94, - "AngryTweetsClassification (dan-Latn)": 56.28, - 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(cmn-Hans_eng-Latn)": 69.8, - "STS22 (ara-Arab)": 57.82, - "STS22 (spa-Latn_ita-Latn)": 66.43, - "STS22 (ita-Latn)": 77.76, - "STS22 (fra-Latn_pol-Latn)": 73.25, - "STS22 (deu-Latn_eng-Latn)": 54.89, - "STS22 (pol-Latn_eng-Latn)": 70.37, - "STS22 (cmn-Hans)": 65.63, - "STS22 (deu-Latn)": 55.95, - "STS22 (pol-Latn)": 34.08, - "STS22 (deu-Latn_fra-Latn)": 59.68, - "STS22 (spa-Latn)": 66.67, - "STS22 (rus-Cyrl)": 60.67, - "STS22 (spa-Latn_eng-Latn)": 74.0, - "STS22 (en)": 62.26, - "STS22 (tur-Latn)": 63.71, - "STS22 (deu-Latn_pol-Latn)": 39.35, - "STSB (cmn-Hans)": 79.04, - "STSBenchmark": 85.64, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87, - "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68, - "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75, - "STSBenchmarkMultilingualSTS (en)": 85.64, - "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85, - "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93, - "STSBenchmarkMultilingualSTS (por-Latn)": 67.16, - "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96, - "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33 - }, - { - "Model": "multilingual-e5-base", - "AFQMC (cmn-Hans)": 29.66, - "ATEC (cmn-Hans)": 37.01, - "BIOSSES": 85.05, - "BQ (cmn-Hans)": 45.45, - "CDSC-R (pol-Latn)": 90.09, - "LCQMC (cmn-Hans)": 74.15, - "PAWSX (cmn-Hans)": 12.13, - "RUParaPhraserSTS (rus-Cyrl)": 70.17, - "RuSTSBenchmarkSTS (rus-Cyrl)": 79.64, - "SICK-R": 78.51, - "SICK-R-PL (pol-Latn)": 71.23, - "SICKFr (fra-Latn)": 75.76, - "STS12": 76.7, - "STS13": 78.02, - "STS14": 76.6, - "STS15": 88.16, - "STS16": 84.28, - "STS17 (eng-Latn_deu-Latn)": 82.08, - "STS17 (spa-Latn_eng-Latn)": 76.56, - "STS17 (fra-Latn_eng-Latn)": 80.18, - "STS17 (eng-Latn_tur-Latn)": 63.3, - "STS17 (kor-Hang)": 79.95, - "STS17 (eng-Latn_ara-Arab)": 71.27, - "STS17 (en-en)": 87.84, - "STS17 (spa-Latn)": 86.74, - "STS17 (ara-Arab)": 74.48, - "STS17 (ita-Latn_eng-Latn)": 80.16, - "STS17 (nld-Latn_eng-Latn)": 79.29, - "STS22 (fra-Latn)": 75.04, - "STS22 (cmn-Hans_eng-Latn)": 69.8, - "STS22 (ara-Arab)": 57.82, - "STS22 (spa-Latn_ita-Latn)": 66.43, - "STS22 (ita-Latn)": 77.76, - "STS22 (fra-Latn_pol-Latn)": 73.25, - "STS22 (deu-Latn_eng-Latn)": 54.89, - "STS22 (pol-Latn_eng-Latn)": 70.37, - "STS22 (cmn-Hans)": 65.63, - "STS22 (deu-Latn)": 55.95, - "STS22 (pol-Latn)": 34.08, - "STS22 (deu-Latn_fra-Latn)": 59.68, - "STS22 (spa-Latn)": 66.67, - "STS22 (rus-Cyrl)": 60.67, - "STS22 (spa-Latn_eng-Latn)": 74.0, - "STS22 (en)": 62.26, - "STS22 (tur-Latn)": 63.71, - "STS22 (deu-Latn_pol-Latn)": 39.35, - "STSB (cmn-Hans)": 79.04, - "STSBenchmark": 85.64, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87, - "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68, - "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75, - "STSBenchmarkMultilingualSTS (en)": 85.64, - "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85, - "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93, - "STSBenchmarkMultilingualSTS (por-Latn)": 67.16, - "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96, - "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33 - }, - { - "Model": "multilingual-e5-base", - "AFQMC": 29.67, - "ATEC": 37.01, - "BQ": 45.45, - "CDSC-R": 90.08, - "LCQMC": 74.15, - "PAWSX": 12.14, - "QBQTC": 28.81, - "SICK-R-PL": 71.23, - "SICKFr": 76.23, - "STS22 (zh)": 65.64, - "STS22 (pl)": 34.07, - "STSB": 79.05, - "STSBenchmarkMultilingualSTS (fr)": 80.62 + "Model": "sbert_large_mt_nlu_ru", + "RUParaPhraserSTS (rus-Cyrl)": 65.17, + "RuSTSBenchmarkSTS (rus-Cyrl)": 71.22, + "STS22 (rus-Cyrl)": 56.82 } ] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "multilingual-e5-base", - "SummEval": 30.23, - "SummEvalFr (fra-Latn)": 32.96 - }, - { - "Model": "multilingual-e5-base", - "SummEval": 30.23, - "SummEvalFr (fra-Latn)": 32.96 - }, - { - "Model": "multilingual-e5-base", - "SummEvalFr": 30.76 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [ { - "Model": "multilingual-e5-base", - "CEDRClassification (rus-Cyrl)": 42.32, - "SensitiveTopicsClassification (rus-Cyrl)": 24.98 + "Model": "sbert_large_mt_nlu_ru", + "CEDRClassification (rus-Cyrl)": 36.81, + "SensitiveTopicsClassification (rus-Cyrl)": 28.54 } ] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "multilingual-e5-base", - "Core17InstructionRetrieval": 0.61, - "News21InstructionRetrieval": -1.14, - "Robust04InstructionRetrieval": -7.43 - } - ] + "p-MRR": [] } }, - "bert-base-multilingual-uncased": { + "gbert-base": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [ - { - "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 - } - ] + "accuracy": [] }, "Clustering": { "v_measure": [ { - "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 + "Model": "gbert-base", + "BlurbsClusteringP2P": 35.36, + "BlurbsClusteringS2S": 11.27, + "TenKGnadClusteringP2P": 37.16, + "TenKGnadClusteringS2S": 24.23 } ] }, "PairClassification": { - "max_ap": [ - { - "Model": "bert-base-multilingual-uncased", - "OpusparcusPC (fr)": 87.43, - "PawsXPairClassification (fr)": 53.22 - }, - { - "Model": "bert-base-multilingual-uncased", - "OpusparcusPC (fr)": 87.53, - "PawsXPairClassification (fr)": 53.33 - } - ] + "max_ap": [] }, "Reranking": { - "map": [ - { - "Model": "bert-base-multilingual-uncased", - "AlloprofReranking": 38.85, - "SyntecReranking": 66.4 - } - ] + "map": [] }, "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bert-base-multilingual-uncased", - "AlloprofRetrieval": 5.51, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 2.87, - "SyntecRetrieval": 34.95, - "XPQARetrieval (fr)": 26.12 - } - ] + "ndcg_at_10": [] }, "STS": { - "cosine_spearman": [ - { - "Model": "bert-base-multilingual-uncased", - "SICKFr": 58.26, - "STS22 (fr)": 56.47, - "STSBenchmarkMultilingualSTS (fr)": 54.97 - } - ] + "cosine_spearman": [] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "bert-base-multilingual-uncased", - "SummEvalFr": 30.72 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -3597,330 +3036,145 @@ "p-MRR": [] } }, - "rubert-tiny-turbo": { + "nb-bert-large": { "BitextMining": { "f1": [ { - "Model": "rubert-tiny-turbo", - "Tatoeba (rus-Cyrl_eng-Latn)": 83.14 + "Model": "nb-bert-large", + "BornholmBitextMining": 4.53 } ] }, "Classification": { "accuracy": [ { - "Model": "rubert-tiny-turbo", - "AmazonPolarityClassification": 68.36, - "Banking77Classification": 59.86, - "EmotionClassification": 29.5, - "GeoreviewClassification (rus-Cyrl)": 41.36, - "HeadlineClassification (rus-Cyrl)": 68.9, - "ImdbClassification": 58.36, - "InappropriatenessClassification (rus-Cyrl)": 59.11, - "KinopoiskClassification (rus-Cyrl)": 50.47, - "MassiveIntentClassification (cmo-Hans)": 5.21, - "MassiveIntentClassification (kor-Kore)": 2.53, - "MassiveIntentClassification (hin-Deva)": 2.56, - "MassiveIntentClassification (kan-Knda)": 2.06, - "MassiveIntentClassification (kat-Geor)": 2.64, - "MassiveIntentClassification (amh-Ethi)": 2.28, - "MassiveIntentClassification (mya-Mymr)": 3.96, - "MassiveIntentClassification (ell-Grek)": 9.66, - "MassiveIntentClassification (lav-Latn)": 22.32, - "MassiveIntentClassification (mal-Mlym)": 2.39, - "MassiveIntentClassification (mon-Cyrl)": 28.99, - "MassiveIntentClassification (urd-Arab)": 2.45, - "MassiveIntentClassification (fas-Arab)": 3.34, - "MassiveIntentClassification (ron-Latn)": 31.72, - "MassiveIntentClassification (isl-Latn)": 24.85, - "MassiveIntentClassification (en)": 50.16, - "MassiveIntentClassification (hun-Latn)": 25.52, - "MassiveIntentClassification (fra-Latn)": 31.51, - "MassiveIntentClassification (tha-Thai)": 3.74, - "MassiveIntentClassification (deu-Latn)": 32.1, - "MassiveIntentClassification (tur-Latn)": 27.56, - "MassiveIntentClassification (por-Latn)": 34.35, - "MassiveIntentClassification (sqi-Latn)": 32.38, - "MassiveIntentClassification (cmo-Hant)": 6.81, - "MassiveIntentClassification (hye-Armn)": 2.72, - "MassiveIntentClassification (dan-Latn)": 33.95, - "MassiveIntentClassification (afr-Latn)": 30.4, - "MassiveIntentClassification (ara-Arab)": 3.8, - "MassiveIntentClassification (jav-Latn)": 28.53, - "MassiveIntentClassification (tel-Telu)": 2.21, - "MassiveIntentClassification (tgl-Latn)": 32.02, - "MassiveIntentClassification (swa-Latn)": 27.79, - "MassiveIntentClassification (jpn-Jpan)": 5.61, - "MassiveIntentClassification (msa-Latn)": 28.94, - "MassiveIntentClassification (nob-Latn)": 32.3, - "MassiveIntentClassification (fin-Latn)": 31.13, - "MassiveIntentClassification (ind-Latn)": 33.56, - "MassiveIntentClassification (cym-Latn)": 31.68, - "MassiveIntentClassification (slv-Latn)": 31.39, - "MassiveIntentClassification (spa-Latn)": 31.03, - "MassiveIntentClassification (ben-Beng)": 3.08, - "MassiveIntentClassification (swe-Latn)": 30.23, - "MassiveIntentClassification (rus-Cyrl)": 57.98, - "MassiveIntentClassification (aze-Latn)": 23.58, - "MassiveIntentClassification (ita-Latn)": 35.24, - "MassiveIntentClassification (pol-Latn)": 26.82, - "MassiveIntentClassification (vie-Latn)": 23.72, - "MassiveIntentClassification (tam-Taml)": 1.5, - "MassiveIntentClassification (heb-Hebr)": 2.25, - "MassiveIntentClassification (nld-Latn)": 32.44, - "MassiveIntentClassification (khm-Khmr)": 5.14, - "MassiveScenarioClassification (cmo-Hans)": 10.6, - "MassiveScenarioClassification (kor-Kore)": 5.63, - "MassiveScenarioClassification (hin-Deva)": 7.41, - "MassiveScenarioClassification (kan-Knda)": 7.6, - "MassiveScenarioClassification (kat-Geor)": 7.01, - "MassiveScenarioClassification (amh-Ethi)": 7.68, - "MassiveScenarioClassification (mya-Mymr)": 10.73, - "MassiveScenarioClassification (ell-Grek)": 17.95, - "MassiveScenarioClassification (lav-Latn)": 29.29, - "MassiveScenarioClassification (mal-Mlym)": 6.92, - "MassiveScenarioClassification (mon-Cyrl)": 33.7, - "MassiveScenarioClassification (urd-Arab)": 8.53, - "MassiveScenarioClassification (fas-Arab)": 6.62, - "MassiveScenarioClassification (ron-Latn)": 40.02, - "MassiveScenarioClassification (isl-Latn)": 33.1, - "MassiveScenarioClassification (en)": 61.29, - "MassiveScenarioClassification (hun-Latn)": 36.41, - "MassiveScenarioClassification (fra-Latn)": 42.9, - "MassiveScenarioClassification (tha-Thai)": 8.26, - "MassiveScenarioClassification (deu-Latn)": 42.07, - "MassiveScenarioClassification (tur-Latn)": 34.85, - "MassiveScenarioClassification (por-Latn)": 40.79, - "MassiveScenarioClassification (sqi-Latn)": 42.66, - "MassiveScenarioClassification (cmo-Hant)": 11.93, - "MassiveScenarioClassification (hye-Armn)": 8.78, - "MassiveScenarioClassification (dan-Latn)": 43.69, - "MassiveScenarioClassification (afr-Latn)": 40.84, - "MassiveScenarioClassification (ara-Arab)": 11.86, - "MassiveScenarioClassification (jav-Latn)": 37.23, - "MassiveScenarioClassification (tel-Telu)": 6.91, - "MassiveScenarioClassification (tgl-Latn)": 38.16, - "MassiveScenarioClassification (swa-Latn)": 35.66, - "MassiveScenarioClassification (jpn-Jpan)": 10.6, - "MassiveScenarioClassification (msa-Latn)": 38.97, - "MassiveScenarioClassification (nob-Latn)": 39.05, - "MassiveScenarioClassification (fin-Latn)": 35.19, - "MassiveScenarioClassification (ind-Latn)": 39.54, - "MassiveScenarioClassification (cym-Latn)": 39.85, - "MassiveScenarioClassification (slv-Latn)": 35.98, - "MassiveScenarioClassification (spa-Latn)": 37.13, - "MassiveScenarioClassification (ben-Beng)": 8.85, - "MassiveScenarioClassification (swe-Latn)": 36.12, - "MassiveScenarioClassification (rus-Cyrl)": 62.9, - "MassiveScenarioClassification (aze-Latn)": 30.32, - "MassiveScenarioClassification (ita-Latn)": 42.69, - "MassiveScenarioClassification (pol-Latn)": 31.62, - "MassiveScenarioClassification (vie-Latn)": 31.89, - "MassiveScenarioClassification (tam-Taml)": 7.01, - "MassiveScenarioClassification (heb-Hebr)": 7.61, - "MassiveScenarioClassification (nld-Latn)": 40.94, - "MassiveScenarioClassification (khm-Khmr)": 8.51, - "RuReviewsClassification (rus-Cyrl)": 60.66, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.93, - "RuSciBenchOECDClassification (rus-Cyrl)": 40.79, - "ToxicConversationsClassification": 57.77, - "TweetSentimentExtractionClassification": 55.3 + "Model": "nb-bert-large", + "AngryTweetsClassification": 52.14, + "DKHateClassification": 62.13, + "DanishPoliticalCommentsClassification": 35.04, + "LccSentimentClassification": 56.27, + "MassiveIntentClassification (da)": 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33.51, - "StackExchangeClusteringP2P": 27.98, - "TwentyNewsgroupsClustering": 19.9 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "rubert-tiny-turbo", - "OpusparcusPC (rus-Cyrl)": 87.58, - "TERRa (rus-Cyrl)": 56.09 - }, - { - "Model": "rubert-tiny-turbo", - "OpusparcusPC (rus-Cyrl)": 87.58, - "TERRa (rus-Cyrl)": 56.27 - } - ] + "max_ap": [] }, "Reranking": { - "map": [ - { - "Model": "rubert-tiny-turbo", - "MIRACLReranking (rus-Cyrl)": 47.73 - }, - { - "Model": "rubert-tiny-turbo", - "RuBQReranking (rus-Cyrl)": 62.15 - } - ] + "map": [] }, "Retrieval": { - "ndcg_at_10": [ - { - "Model": "rubert-tiny-turbo", - "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 - } - ] + "ndcg_at_10": [] }, "STS": { - "cosine_spearman": [ - { - "Model": "rubert-tiny-turbo", - "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, - "STS22 (pol-Latn)": 9.71, - "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 - } - ] + "cosine_spearman": [] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [ - { - "Model": "rubert-tiny-turbo", - "CEDRClassification (rus-Cyrl)": 38.95, - "SensitiveTopicsClassification (rus-Cyrl)": 24.44 - } - ] + "accuracy": [] }, "InstructionRetrieval": { "p-MRR": [] } }, - "luotuo-bert-medium": { + "OpenSearch-text-hybrid": { "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": "OpenSearch-text-hybrid", + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "luotuo-bert-medium", - "CLSClusteringP2P": 37.01, - "CLSClusteringS2S": 33.46, - "ThuNewsClusteringP2P": 58.83, - "ThuNewsClusteringS2S": 48.26 + "Model": "OpenSearch-text-hybrid", + "CLSClusteringP2P": 41.64, + "CLSClusteringS2S": 40.33, + "ThuNewsClusteringP2P": 69.28, + "ThuNewsClusteringS2S": 63.75 } ] }, "PairClassification": { "max_ap": [ { - "Model": "luotuo-bert-medium", - "Cmnli": 72.55, - "Ocnli": 60.7 + "Model": "OpenSearch-text-hybrid", + "Cmnli": 90.77, + "Ocnli": 85.44 }, { - "Model": "luotuo-bert-medium", - "Cmnli": 72.55, - "Ocnli": 60.74 + "Model": "OpenSearch-text-hybrid", + "Cmnli": 90.77, + "Ocnli": 85.44 } ] }, "Reranking": { "map": [ { - "Model": "luotuo-bert-medium", - "CMedQAv1": 57.82, - "CMedQAv2": 58.88, - "MMarcoReranking": 14.55, - "T2Reranking": 65.76 + "Model": "OpenSearch-text-hybrid", + "CMedQAv1": 88.99, + "CMedQAv2": 89.6, + "MMarcoReranking": 28.12, + "T2Reranking": 66.38 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "luotuo-bert-medium", - "CmedqaRetrieval": 18.04, - "CovidRetrieval": 55.48, - "DuRetrieval": 59.36, - "EcomRetrieval": 40.48, - "MMarcoRetrieval": 55.31, - "MedicalRetrieval": 29.8, - "T2Retrieval": 58.67, - "VideoRetrieval": 38.04 + "Model": "OpenSearch-text-hybrid", + "CmedqaRetrieval": 46.56, + "CovidRetrieval": 84.03, + "DuRetrieval": 87.85, + "EcomRetrieval": 68.79, + "MMarcoRetrieval": 79.93, + "MedicalRetrieval": 65.92, + "T2Retrieval": 86.76, + "VideoRetrieval": 75.43 } ] }, "STS": { "cosine_spearman": [ { - "Model": "luotuo-bert-medium", - "AFQMC": 22.24, - "ATEC": 30.84, - "BQ": 43.33, - "LCQMC": 66.74, - "PAWSX": 12.31, - "QBQTC": 27.2, - "STS22 (zh)": 66.4, - "STSB": 73.22 + "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 } ] }, @@ -3934,89 +3188,49 @@ "p-MRR": [] } }, - "universal-sentence-encoder-multilingual-large-3": { + "e5-mistral-7b-instruct-noinstruct": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [ - { - "Model": "universal-sentence-encoder-multilingual-large-3", - "AmazonReviewsClassification (fr)": 35.09, - "MTOPDomainClassification (fr)": 88.19, - "MTOPIntentClassification (fr)": 63.64, - "MasakhaNEWSClassification (fra)": 72.04, - "MassiveIntentClassification (fr)": 65.8, - "MassiveScenarioClassification (fr)": 73.47 - } - ] + "accuracy": [] }, "Clustering": { - "v_measure": [ - { - "Model": "universal-sentence-encoder-multilingual-large-3", - "AlloProfClusteringP2P": 54.21, - "AlloProfClusteringS2S": 37.95, - "HALClusteringS2S": 18.94, - "MLSUMClusteringP2P": 41.02, - "MLSUMClusteringS2S": 37.97, - "MasakhaNEWSClusteringP2P (fra)": 24.09, - "MasakhaNEWSClusteringS2S (fra)": 40.24 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "universal-sentence-encoder-multilingual-large-3", - "OpusparcusPC (fr)": 93.38, - "PawsXPairClassification (fr)": 53.62 - }, - { - "Model": "universal-sentence-encoder-multilingual-large-3", - "OpusparcusPC (fr)": 93.38, - "PawsXPairClassification (fr)": 53.66 - } - ] + "max_ap": [] }, "Reranking": { - "map": [ - { - "Model": "universal-sentence-encoder-multilingual-large-3", - "AlloprofReranking": 55.39, - "SyntecReranking": 77.13 - } - ] + "map": [] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "universal-sentence-encoder-multilingual-large-3", - "AlloprofRetrieval": 33.78, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 26.21, - "SyntecRetrieval": 63.69, - "XPQARetrieval (fr)": 65.21 + "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": { - "cosine_spearman": [ - { - "Model": "universal-sentence-encoder-multilingual-large-3", - "SICKFr": 74.39, - "STS22 (fr)": 71.11, - "STSBenchmarkMultilingualSTS (fr)": 78.16 - } - ] + "cosine_spearman": [] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "universal-sentence-encoder-multilingual-large-3", - "SummEvalFr": 28.56 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -4025,80 +3239,51 @@ "p-MRR": [] } }, - "herbert-base-retrieval-v2": { + "dfm-encoder-large-v1": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "dfm-encoder-large-v1", + "BornholmBitextMining": 11.65 + } + ] }, "Classification": { "accuracy": [ { - "Model": "herbert-base-retrieval-v2", - "AllegroReviews": 34.11, - "CBD": 68.35, - "MassiveIntentClassification (pl)": 65.53, - "MassiveScenarioClassification (pl)": 68.51, - "PAC": 68.4, - "PolEmo2.0-IN": 64.18, - "PolEmo2.0-OUT": 45.73 + "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": [ - { - "Model": "herbert-base-retrieval-v2", - "8TagsClustering": 28.15 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "herbert-base-retrieval-v2", - "CDSC-E": 63.31, - "PPC": 84.18, - "PSC": 98.87, - "SICK-E-PL": 54.93 - }, - { - "Model": "herbert-base-retrieval-v2", - "CDSC-E": 63.61, - "PPC": 84.37, - "PSC": 98.98, - "SICK-E-PL": 54.95 - } - ] + "max_ap": [] }, "Reranking": { "map": [] }, "Retrieval": { - "ndcg_at_10": [ - { - "Model": "herbert-base-retrieval-v2", - "ArguAna-PL": 41.97, - "DBPedia-PL": 24.07, - "FiQA-PL": 24.25, - "HotpotQA-PL": 43.41, - "MSMARCO-PL": 51.56, - "NFCorpus-PL": 25.95, - "NQ-PL": 35.09, - "Quora-PL": 78.86, - "SCIDOCS-PL": 11.0, - "SciFact-PL": 51.92, - "TRECCOVID-PL": 42.64 - } - ] + "ndcg_at_10": [] }, "STS": { - "cosine_spearman": [ - { - "Model": "herbert-base-retrieval-v2", - "CDSC-R": 86.18, - "SICK-R-PL": 64.67, - "STS22 (pl)": 39.73 - } - ] + "cosine_spearman": [] }, "Summarization": { "cosine_spearman": [] @@ -4110,64 +3295,114 @@ "p-MRR": [] } }, - "titan-embed-text-v1": { + "text-embedding-3-large-256": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "titan-embed-text-v1", - "AmazonCounterfactualClassification (en)": 61.85, - "Banking77Classification": 83.21 + "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": { - "v_measure": [] + "v_measure": [ + { + "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": { - "max_ap": [] + "max_ap": [ + { + "Model": "text-embedding-3-large-256", + "SprintDuplicateQuestions": 89.02, + "TwitterSemEval2015": 76.56, + "TwitterURLCorpus": 87.09 + } + ] }, "Reranking": { "map": [ { - "Model": "titan-embed-text-v1", - "SciDocsRR": 88.87 + "Model": "text-embedding-3-large-256", + "AskUbuntuDupQuestions": 64.61, + "MindSmallReranking": 29.63, + "SciDocsRR": 84.25, + "StackOverflowDupQuestions": 53.46 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "titan-embed-text-v1", - "ArguAna": 48.83, - "FiQA2018": 40.38, - "MSMARCO": 35.19, - "NQ": 51.08, - "SciFact": 73.5, - "TRECCOVID": 54.74 + "Model": "text-embedding-3-large-256", + "ArguAna": 55.6, + "CQADupstackRetrieval": 42.28, + "ClimateFEVER": 25.8, + "DBPedia": 40.8, + "FEVER": 84.57, + "FiQA2018": 50.33, + "HotpotQA": 62.69, + "MSMARCO": 37.93, + "NFCorpus": 37.94, + "NQ": 56.64, + "QuoraRetrieval": 88.22, + "SCIDOCS": 20.44, + "SciFact": 73.1, + "TRECCOVID": 76.24, + "Touche2020": 22.31 } ] }, "STS": { "cosine_spearman": [ { - "Model": "titan-embed-text-v1", - "BIOSSES": 84.17, - "SICK-R": 73.05, - "STS12": 66.59, - "STS13": 83.24, - "STS14": 73.71, - "STS15": 82.4, - "STS16": NaN, - "STS17 (en-en)": 80.9, - "STSBenchmark": 74.85 + "Model": "text-embedding-3-large-256", + "BIOSSES": 84.87, + "SICK-R": 79.18, + "STS12": 71.98, + "STS13": 85.52, + "STS14": 80.5, + "STS15": 87.51, + "STS16": 84.48, + "STS17 (en-en)": 88.11, + "STS22 (en)": 65.92, + "STSBenchmark": 82.34 } ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "text-embedding-3-large-256", + "SummEval": 29.92 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -4176,89 +3411,94 @@ "p-MRR": [] } }, - "bert-base-multilingual-cased": { + "bge-large-zh-v1.5": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "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 + "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 } ] }, "Clustering": { "v_measure": [ { - "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 + "Model": "bge-large-zh-v1.5", + "CLSClusteringP2P": 41.44, + "CLSClusteringS2S": 38.33, + "ThuNewsClusteringP2P": 59.61, + "ThuNewsClusteringS2S": 56.58 } ] }, "PairClassification": { "max_ap": [ { - "Model": "bert-base-multilingual-cased", - "OpusparcusPC (fr)": 86.77, - "PawsXPairClassification (fr)": 53.39 + "Model": "bge-large-zh-v1.5", + "Cmnli": 85.27, + "Ocnli": 77.94 }, { - "Model": "bert-base-multilingual-cased", - "OpusparcusPC (fr)": 87.76, - "PawsXPairClassification (fr)": 53.41 + "Model": "bge-large-zh-v1.5", + "Cmnli": 85.29, + "Ocnli": 77.96 } ] }, "Reranking": { "map": [ { - "Model": "bert-base-multilingual-cased", - "AlloprofReranking": 36.23, - "SyntecReranking": 53.25 + "Model": "bge-large-zh-v1.5", + "CMedQAv1": 83.45, + "CMedQAv2": 85.44, + "MMarcoReranking": 28.74, + "T2Reranking": 65.74 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bert-base-multilingual-cased", - "AlloprofRetrieval": 1.63, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 3.55, - "SyntecRetrieval": 18.95, - "XPQARetrieval (fr)": 18.49 + "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": { "cosine_spearman": [ { - "Model": "bert-base-multilingual-cased", - "SICKFr": 58.75, - "STS22 (fr)": 39.05, - "STSBenchmarkMultilingualSTS (fr)": 52.25 + "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": { - "cosine_spearman": [ - { - "Model": "bert-base-multilingual-cased", - "SummEvalFr": 28.81 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -4267,166 +3507,46 @@ "p-MRR": [] } }, - "voyage-law-2": { + "flan-t5-base": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [ - { - "Model": "voyage-law-2", - "AmazonReviewsClassification (fr)": 41.98, - "MTOPDomainClassification (fr)": 90.12, - "MTOPIntentClassification (fr)": 62.44, - "MasakhaNEWSClassification (fra)": 76.42, - "MassiveIntentClassification (fr)": 66.94, - "MassiveScenarioClassification (fr)": 72.78 - } - ] + "accuracy": [] }, "Clustering": { - "v_measure": [ - { - "Model": "voyage-law-2", - "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 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "voyage-law-2", - "OpusparcusPC (fr)": 93.06, - "PawsXPairClassification (fr)": 61.54 - }, - { - "Model": "voyage-law-2", - "OpusparcusPC (fr)": 93.06, - "PawsXPairClassification (fr)": 61.54 - } - ] + "max_ap": [] }, "Reranking": { - "map": [ - { - "Model": "voyage-law-2", - "AlloprofReranking": 72.92, - "SyntecReranking": 91.2 - } - ] + "map": [] }, "Retrieval": { - "ndcg_at_10": [ + "ndcg_at_10": [] + }, + "STS": { + "cosine_spearman": [] + }, + "Summarization": { + "cosine_spearman": [] + }, + "MultilabelClassification": { + "accuracy": [] + }, + "InstructionRetrieval": { + "p-MRR": [ { - "Model": "voyage-law-2", - "AILACasedocs": 44.56, - "AILAStatutes": 45.51, - "AlloprofRetrieval": 57.28, - "BSARDRetrieval": 11.83, - "GerDaLIRSmall": 44.91, - "LEMBNarrativeQARetrieval": 55.78, - "LEMBQMSumRetrieval": 57.26, - "LEMBSummScreenFDRetrieval": 98.72, - "LEMBWikimQARetrieval": 87.08, - "LeCaRDv2": 72.75, - "LegalBenchConsumerContractsQA": 83.27, - "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 - } - ] - }, - "STS": { - "cosine_spearman": [ - { - "Model": "voyage-law-2", - "SICKFr": 74.09, - "STS22 (fr)": 83.75, - "STSBenchmarkMultilingualSTS (fr)": 83.02 - } - ] - }, - "Summarization": { - "cosine_spearman": [ - { - "Model": "voyage-law-2", - "SummEvalFr": 30.34 - } - ] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "bge-large-en-v1.5-instruct": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bge-large-en-v1.5-instruct", - "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 + "Model": "flan-t5-base", + "Core17InstructionRetrieval": -3.31, + "News21InstructionRetrieval": -0.12, + "Robust04InstructionRetrieval": 5.35 } ] - }, - "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] } }, - "jina-embeddings-v2-base-en": { + "Cohere-embed-english-v3.0-instruct": { "BitextMining": { "f1": [] }, @@ -4445,16 +3565,22 @@ "Retrieval": { "ndcg_at_10": [ { - "Model": "jina-embeddings-v2-base-en", - "LEMBNarrativeQARetrieval": 37.89, - "LEMBQMSumRetrieval": 38.87, - "LEMBSummScreenFDRetrieval": 93.48, - "LEMBWikimQARetrieval": 73.99 - }, - { - "Model": "jina-embeddings-v2-base-en", - "LEMBNeedleRetrieval": 54.25, - "LEMBPasskeyRetrieval": 50.25 + "Model": "Cohere-embed-english-v3.0-instruct", + "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 } ] }, @@ -4471,118 +3597,87 @@ "p-MRR": [] } }, - "gtr-t5-base": { + "sentence-croissant-llm-base": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "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 + "Model": "sentence-croissant-llm-base", + "AmazonReviewsClassification (fr)": 34.79, + "MTOPDomainClassification (fr)": 85.52, + "MTOPIntentClassification (fr)": 63.12, + "MasakhaNEWSClassification (fra)": 79.29, + "MassiveIntentClassification (fr)": 59.41, + "MassiveScenarioClassification (fr)": 65.29 } ] }, "Clustering": { "v_measure": [ { - "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 + "Model": "sentence-croissant-llm-base", + "AlloProfClusteringP2P": 64.12, + "AlloProfClusteringS2S": 32.52, + "HALClusteringS2S": 23.4, + "MLSUMClusteringP2P": 42.94, + "MLSUMClusteringS2S": 33.91, + "MasakhaNEWSClusteringP2P (fra)": 53.94, + "MasakhaNEWSClusteringS2S (fra)": 41.05 } ] }, "PairClassification": { "max_ap": [ { - "Model": "gtr-t5-base", - "SprintDuplicateQuestions": 94.55, - "TwitterSemEval2015": 72.23, - "TwitterURLCorpus": 84.77 + "Model": "sentence-croissant-llm-base", + "OpusparcusPC (fr)": 91.42, + "PawsXPairClassification (fr)": 63.13 }, { - "Model": "gtr-t5-base", - "SprintDuplicateQuestions": 94.55, - "TwitterSemEval2015": 72.23, - "TwitterURLCorpus": 84.77 + "Model": "sentence-croissant-llm-base", + "OpusparcusPC (fr)": 91.42, + "PawsXPairClassification (fr)": 63.19 } ] }, "Reranking": { "map": [ { - "Model": "gtr-t5-base", - "AskUbuntuDupQuestions": 60.86, - "MindSmallReranking": 31.33, - "SciDocsRR": 73.71, - "StackOverflowDupQuestions": 51.01 + "Model": "sentence-croissant-llm-base", + "AlloprofReranking": 53.0, + "SyntecReranking": 82.9 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "gtr-t5-base", - "ArguAna": 50.83, - "CQADupstackRetrieval": 34.55, - "ClimateFEVER": 24.88, - "DBPedia": 35.24, - "FEVER": 68.93, - "FiQA2018": 35.15, - "HotpotQA": 54.93, - "MSMARCO": 41.16, - "NFCorpus": 30.22, - "NQ": 50.47, - "QuoraRetrieval": 87.98, - "SCIDOCS": 14.0, - "SciFact": 59.74, - "TRECCOVID": 56.05, - "Touche2020": 25.89 + "Model": "sentence-croissant-llm-base", + "AlloprofRetrieval": 29.97, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 21.31, + "SyntecRetrieval": 74.2, + "XPQARetrieval (fr)": 58.57 } ] }, "STS": { "cosine_spearman": [ { - "Model": "gtr-t5-base", - "BIOSSES": 79.0, - "SICK-R": 71.45, - "STS12": 68.59, - "STS13": 79.09, - "STS14": 74.64, - "STS15": 84.85, - "STS16": 81.57, - "STS17 (en-en)": 85.8, - "STS22 (en)": 66.17, - "STSBenchmark": 79.58 + "Model": "sentence-croissant-llm-base", + "SICKFr": 69.6, + "STS22 (fr)": 78.77, + "STSBenchmarkMultilingualSTS (fr)": 79.23 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "gtr-t5-base", - "SummEval": 29.67 + "Model": "sentence-croissant-llm-base", + "SummEvalFr": 29.04 } ] }, @@ -4593,34 +3688,50 @@ "p-MRR": [] } }, - "cross-en-de-roberta-sentence-transformer": { + "sentence-bert-swedish-cased": { "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [ + "f1": [ { - "Model": "cross-en-de-roberta-sentence-transformer", - "BlurbsClusteringP2P": 30.82, - "BlurbsClusteringS2S": 12.69, - "TenKGnadClusteringP2P": 23.5, - "TenKGnadClusteringS2S": 10.94 + "Model": "sentence-bert-swedish-cased", + "BornholmBitextMining": 14.08 } ] }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [] - }, - "STS": { + "Classification": { + "accuracy": [ + { + "Model": "sentence-bert-swedish-cased", + "AngryTweetsClassification": 44.46, + "DKHateClassification": 59.36, + "DanishPoliticalCommentsClassification": 28.32, + "LccSentimentClassification": 47.2, + "MassiveIntentClassification (da)": 42.84, + "MassiveIntentClassification (nb)": 42.74, + "MassiveIntentClassification (sv)": 69.11, + "MassiveScenarioClassification (da)": 49.64, + "MassiveScenarioClassification (nb)": 49.49, + "MassiveScenarioClassification (sv)": 75.96, + "NoRecClassification": 43.53, + "NordicLangClassification": 51.45, + "NorwegianParliament": 55.74, + "ScalaDaClassification": 50.12, + "ScalaNbClassification": 50.34 + } + ] + }, + "Clustering": { + "v_measure": [] + }, + "PairClassification": { + "max_ap": [] + }, + "Reranking": { + "map": [] + }, + "Retrieval": { + "ndcg_at_10": [] + }, + "STS": { "cosine_spearman": [] }, "Summarization": { @@ -4633,77 +3744,53 @@ "p-MRR": [] } }, - "sbert_large_mt_nlu_ru": { + "text-similarity-babbage-001": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [ - { - "Model": "sbert_large_mt_nlu_ru", - "GeoreviewClassification (rus-Cyrl)": 39.67, - "HeadlineClassification (rus-Cyrl)": 77.19, - "InappropriatenessClassification (rus-Cyrl)": 64.64, - "KinopoiskClassification (rus-Cyrl)": 50.33, - "MassiveIntentClassification (rus-Cyrl)": 61.42, - "MassiveScenarioClassification (rus-Cyrl)": 68.13, - "RuReviewsClassification (rus-Cyrl)": 58.29, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 54.19, - "RuSciBenchOECDClassification (rus-Cyrl)": 43.8 - } - ] + "accuracy": [] }, "Clustering": { "v_measure": [ { - "Model": "sbert_large_mt_nlu_ru", - "GeoreviewClusteringP2P (rus-Cyrl)": 57.07, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.44, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 45.36 + "Model": "text-similarity-babbage-001", + "RedditClustering": 45.64, + "StackExchangeClustering": 53.01, + "TwentyNewsgroupsClustering": 42.01 } ] }, "PairClassification": { "max_ap": [ { - "Model": "sbert_large_mt_nlu_ru", - "TERRa (rus-Cyrl)": 51.97 - }, - { - "Model": "sbert_large_mt_nlu_ru", - "TERRa (rus-Cyrl)": 51.97 + "Model": "text-similarity-babbage-001", + "SprintDuplicateQuestions": 76.46, + "TwitterSemEval2015": 70.85, + "TwitterURLCorpus": 85.08 } ] }, "Reranking": { "map": [ { - "Model": "sbert_large_mt_nlu_ru", - "MIRACLReranking (rus-Cyrl)": 24.99 - }, - { - "Model": "sbert_large_mt_nlu_ru", - "RuBQReranking (rus-Cyrl)": 56.14 + "Model": "text-similarity-babbage-001", + "AskUbuntuDupQuestions": 54.68, + "SciDocsRR": 72.78, + "StackOverflowDupQuestions": 40.65 } ] }, "Retrieval": { - "ndcg_at_10": [ - { - "Model": "sbert_large_mt_nlu_ru", - "MIRACLRetrieval (rus-Cyrl)": 6.2, - "RiaNewsRetrieval (rus-Cyrl)": 21.4, - "RuBQRetrieval (rus-Cyrl)": 29.8 - } - ] + "ndcg_at_10": [] }, "STS": { "cosine_spearman": [ { - "Model": "sbert_large_mt_nlu_ru", - "RUParaPhraserSTS (rus-Cyrl)": 65.17, - "RuSTSBenchmarkSTS (rus-Cyrl)": 71.22, - "STS22 (rus-Cyrl)": 56.82 + "Model": "text-similarity-babbage-001", + "BIOSSES": 78.12, + "SICK-R": 77.02, + "STSBenchmark": 84.32 } ] }, @@ -4711,181 +3798,188 @@ "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [ - { - "Model": "sbert_large_mt_nlu_ru", - "CEDRClassification (rus-Cyrl)": 36.81, - "SensitiveTopicsClassification (rus-Cyrl)": 28.54 - } - ] + "accuracy": [] }, "InstructionRetrieval": { "p-MRR": [] } }, - "text-embedding-3-large": { + "flan-t5-large": { + "BitextMining": { + "f1": [] + }, + "Classification": { + "accuracy": [] + }, + "Clustering": { + "v_measure": [] + }, + "PairClassification": { + "max_ap": [] + }, + "Reranking": { + "map": [] + }, + "Retrieval": { + "ndcg_at_10": [] + }, + "STS": { + "cosine_spearman": [] + }, + "Summarization": { + "cosine_spearman": [] + }, + "MultilabelClassification": { + "accuracy": [] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "flan-t5-large", + "Core17InstructionRetrieval": 1.32, + "News21InstructionRetrieval": 8.95, + "Robust04InstructionRetrieval": 3.9 + } + ] + } + }, + "voyage-large-2-instruct": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "text-embedding-3-large", - "AmazonCounterfactualClassification (en)": 78.93, - "AmazonPolarityClassification": 92.85, - "AmazonReviewsClassification (en)": 48.7, - "Banking77Classification": 85.69, - "EmotionClassification": 51.58, - "ImdbClassification": 87.67, - "MTOPDomainClassification (en)": 95.36, - "MTOPIntentClassification (en)": 75.07, - "MassiveIntentClassification (en)": 74.64, - "MassiveScenarioClassification (en)": 79.79, - "ToxicConversationsClassification": 72.92, - "TweetSentimentExtractionClassification": 62.22 + "Model": "voyage-large-2-instruct", + "AmazonCounterfactualClassification (en)": 77.6, + "AmazonPolarityClassification": 96.58, + "AmazonReviewsClassification (en)": 50.77, + "Banking77Classification": 86.96, + "EmotionClassification": 59.81, + "ImdbClassification": 96.13, + "MTOPDomainClassification (en)": 98.86, + "MTOPIntentClassification (en)": 86.97, + "MassiveIntentClassification (en)": 81.08, + "MassiveScenarioClassification (en)": 87.95, + "ToxicConversationsClassification": 83.58, + "TweetSentimentExtractionClassification": 71.55 } ] }, "Clustering": { "v_measure": [ { - "Model": "text-embedding-3-large", - "ArxivClusteringP2P": 49.01, - "ArxivClusteringS2S": 44.45, - "BiorxivClusteringP2P": 38.03, - "BiorxivClusteringS2S": 36.53, - "MedrxivClusteringP2P": 32.7, - "MedrxivClusteringS2S": 31.27, - "RedditClustering": 67.84, - "RedditClusteringP2P": 67.96, - "StackExchangeClustering": 76.26, - "StackExchangeClusteringP2P": 36.88, - "TwentyNewsgroupsClustering": 58.14 + "Model": "voyage-large-2-instruct", + "ArxivClusteringP2P": 51.81, + "ArxivClusteringS2S": 44.73, + "BiorxivClusteringP2P": 46.07, + "BiorxivClusteringS2S": 40.64, + "MedrxivClusteringP2P": 42.94, + "MedrxivClusteringS2S": 41.44, + "RedditClustering": 68.5, + "RedditClusteringP2P": 64.86, + "StackExchangeClustering": 74.16, + "StackExchangeClusteringP2P": 45.1, + "TwentyNewsgroupsClustering": 66.62 } ] }, "PairClassification": { "max_ap": [ { - "Model": "text-embedding-3-large", - "SprintDuplicateQuestions": 92.25, - "TwitterSemEval2015": 77.13, - "TwitterURLCorpus": 87.78 + "Model": "voyage-large-2-instruct", + "SprintDuplicateQuestions": 94.5, + "TwitterSemEval2015": 86.32, + "TwitterURLCorpus": 86.9 + }, + { + "Model": "voyage-large-2-instruct", + "SprintDuplicateQuestions": 94.53, + "TwitterSemEval2015": 86.32, + "TwitterURLCorpus": 86.9 } ] }, "Reranking": { "map": [ { - "Model": "text-embedding-3-large", - "AskUbuntuDupQuestions": 65.03, - "MindSmallReranking": 29.86, - "SciDocsRR": 86.66, - "StackOverflowDupQuestions": 55.08 + "Model": "voyage-large-2-instruct", + "AskUbuntuDupQuestions": 64.92, + "MindSmallReranking": 30.97, + "SciDocsRR": 89.34, + "StackOverflowDupQuestions": 55.11 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-embedding-3-large", - "AILACasedocs": 39.0, - "AILAStatutes": 41.31, - "ARCChallenge": 23.98, - "AlphaNLI": 37.27, - "ArguAna": 58.05, - "BrightRetrieval (theoremqa_questions)": 22.22, - "BrightRetrieval (leetcode)": 23.65, - "BrightRetrieval (earth_science)": 26.27, - "BrightRetrieval (psychology)": 27.52, - "BrightRetrieval (robotics)": 12.93, - "BrightRetrieval (economics)": 19.98, - "BrightRetrieval (stackoverflow)": 12.49, - "BrightRetrieval (biology)": 23.67, - "BrightRetrieval (theoremqa_theorems)": 10.82, - "BrightRetrieval (pony)": 2.45, - "BrightRetrieval (sustainable_living)": 20.32, - "BrightRetrieval (aops)": 8.45, - "CQADupstackRetrieval": 47.54, - "ClimateFEVER": 30.27, - "DBPedia": 44.76, - "FEVER": 87.94, - "FiQA2018": 55.0, - "GerDaLIRSmall": 32.77, - "HellaSwag": 34.12, - "HotpotQA": 71.58, - "LEMBNarrativeQARetrieval": 44.09, - "LEMBQMSumRetrieval": 32.49, - "LEMBSummScreenFDRetrieval": 84.8, - "LEMBWikimQARetrieval": 54.16, - "LeCaRDv2": 57.2, - "LegalBenchConsumerContractsQA": 79.39, - "LegalBenchCorporateLobbying": 95.09, - "LegalQuAD": 57.47, - "LegalSummarization": 71.55, - "MSMARCO": 40.24, - "NFCorpus": 42.07, - "NQ": 61.27, - "PIQA": 41.96, - "Quail": 10.15, - "QuoraRetrieval": 89.05, - "RARbCode": 89.64, - "RARbMath": 90.08, - "SCIDOCS": 23.11, - "SIQA": 3.44, - "SciFact": 77.77, - "SpartQA": 7.51, - "TRECCOVID": 79.56, - "TempReasonL1": 2.13, - "TempReasonL2Fact": 28.65, - "TempReasonL2Pure": 10.34, - "TempReasonL3Fact": 25.52, - "TempReasonL3Pure": 15.28, - "Touche2020": 23.35, - "WinoGrande": 29.11 - }, - { - "Model": "text-embedding-3-large", - "LEMBNeedleRetrieval": 29.25, - "LEMBPasskeyRetrieval": 63.0 + "Model": "voyage-large-2-instruct", + "ArguAna": 64.06, + "BrightRetrieval (theoremqa_questions)": 26.06, + "BrightRetrieval (earth_science)": 25.09, + "BrightRetrieval (leetcode)": 30.6, + "BrightRetrieval (economics)": 19.85, + "BrightRetrieval (robotics)": 11.21, + "BrightRetrieval (psychology)": 24.79, + "BrightRetrieval (aops)": 7.45, + "BrightRetrieval (sustainable_living)": 15.58, + "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, + "HotpotQA": 70.86, + "MSMARCO": 40.6, + "NFCorpus": 40.32, + "NQ": 65.92, + "QuoraRetrieval": 87.4, + "SCIDOCS": 24.32, + "SciFact": 79.99, + "TRECCOVID": 85.07, + "Touche2020": 39.16 } ], "recall_at_1": [ { - "Model": "text-embedding-3-large", - "BrightRetrieval (earth_science)": 32.26, - "BrightRetrieval (sustainable_living)": 26.34, - "BrightRetrieval (economics)": 24.76, - "BrightRetrieval (stackoverflow)": 11.54, - "BrightRetrieval (pony)": 0.0, - "BrightRetrieval (biology)": 33.09, - "BrightRetrieval (robotics)": 11.88, - "BrightRetrieval (psychology)": 35.15 + "Model": "voyage-large-2-instruct", + "BrightRetrieval (psychology)": 41.58, + "BrightRetrieval (robotics)": 12.87, + "BrightRetrieval (biology)": 34.38, + "BrightRetrieval (stackoverflow)": 13.68, + "BrightRetrieval (pony)": 1.28, + "BrightRetrieval (economics)": 26.7, + "BrightRetrieval (sustainable_living)": 31.1, + "BrightRetrieval (earth_science)": 35.35 } ] }, "STS": { "cosine_spearman": [ { - "Model": "text-embedding-3-large", - "BIOSSES": 84.68, - "SICK-R": 79.0, - "STS12": 72.84, - "STS13": 86.1, - "STS14": 81.15, - "STS15": 88.49, - "STS16": 85.08, - "STS17 (en-en)": 90.22, - "STS22 (en)": 66.14, - "STSBenchmark": 83.56 + "Model": "voyage-large-2-instruct", + "BIOSSES": 89.24, + "SICK-R": 83.16, + "STS12": 73.34, + "STS13": 88.49, + "STS14": 86.49, + "STS15": 91.13, + "STS16": 85.68, + "STS17 (en-en)": 90.06, + "STS22 (en)": 66.32, + "STSBenchmark": 89.22 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "text-embedding-3-large", - "SummEval": 29.92 + "Model": "voyage-large-2-instruct", + "SummEval": 30.84 } ] }, @@ -4893,128 +3987,110 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "text-embedding-3-large", - "Core17InstructionRetrieval": -0.2, - "News21InstructionRetrieval": -2.03, - "Robust04InstructionRetrieval": -5.81 - } - ] + "p-MRR": [] } }, - "LLM2Vec-Mistral-supervised": { + "xlm-roberta-base": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "xlm-roberta-base", + "BornholmBitextMining": 4.42 + } + ] }, "Classification": { "accuracy": [ { - "Model": "LLM2Vec-Mistral-supervised", - "AmazonCounterfactualClassification (en)": 77.58, - "AmazonPolarityClassification": 91.12, - "AmazonReviewsClassification (en)": 49.97, - "Banking77Classification": 88.31, - "EmotionClassification": 52.04, - "ImdbClassification": 87.42, - "MTOPDomainClassification (en)": 96.04, - "MTOPIntentClassification (en)": 84.77, - "MassiveIntentClassification (en)": 79.29, - "MassiveScenarioClassification (en)": 81.64, - "ToxicConversationsClassification": 69.26, - "TweetSentimentExtractionClassification": 62.14 + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "LLM2Vec-Mistral-supervised", - "ArxivClusteringP2P": 42.81, - "ArxivClusteringS2S": 44.24, - "BiorxivClusteringP2P": 34.27, - "BiorxivClusteringS2S": 35.53, - "MedrxivClusteringP2P": 31.07, - "MedrxivClusteringS2S": 31.27, - "RedditClustering": 60.24, - "RedditClusteringP2P": 64.12, - "StackExchangeClustering": 70.73, - "StackExchangeClusteringP2P": 34.5, - "TwentyNewsgroupsClustering": 52.18 + "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 } ] }, "PairClassification": { "max_ap": [ { - "Model": "LLM2Vec-Mistral-supervised", - "SprintDuplicateQuestions": 96.82, - "TwitterSemEval2015": 80.6, - "TwitterURLCorpus": 86.56 + "Model": "xlm-roberta-base", + "OpusparcusPC (fr)": 85.45, + "PawsXPairClassification (fr)": 51.35 }, { - "Model": "LLM2Vec-Mistral-supervised", - "SprintDuplicateQuestions": 96.82, - "TwitterSemEval2015": 80.6, - "TwitterURLCorpus": 86.56 + "Model": "xlm-roberta-base", + "OpusparcusPC (fr)": 85.91, + "PawsXPairClassification (fr)": 51.73 } ] }, "Reranking": { "map": [ { - "Model": "LLM2Vec-Mistral-supervised", - "AskUbuntuDupQuestions": 63.98, - "MindSmallReranking": 31.5, - "SciDocsRR": 83.8, - "StackOverflowDupQuestions": 54.41 + "Model": "xlm-roberta-base", + "AlloprofReranking": 25.58, + "SyntecReranking": 43.75 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LLM2Vec-Mistral-supervised", - "ArguAna": 57.48, - "CQADupstackRetrieval": 48.84, - "ClimateFEVER": 35.19, - "DBPedia": 49.58, - "FEVER": 89.4, - "FiQA2018": 53.11, - "HotpotQA": 74.07, - "MSMARCO": 42.17, - "NFCorpus": 39.33, - "NQ": 61.7, - "QuoraRetrieval": 87.75, - "SCIDOCS": 22.5, - "SciFact": 78.86, - "TRECCOVID": 77.69, - "Touche2020": 22.18 + "Model": "xlm-roberta-base", + "AlloprofRetrieval": 0.16, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.88, + "SyntecRetrieval": 3.33, + "XPQARetrieval (fr)": 11.65 } ] }, "STS": { "cosine_spearman": [ { - "Model": "LLM2Vec-Mistral-supervised", - "BIOSSES": 85.24, - "SICK-R": 83.7, - "STS12": 78.8, - "STS13": 86.37, - "STS14": 84.04, - "STS15": 88.99, - "STS16": 87.22, - "STS17 (en-en)": 90.19, - "STS22 (en)": 67.68, - "STSBenchmark": 88.65 + "Model": "xlm-roberta-base", + "SICKFr": 48.62, + "STS22 (fr)": 56.72, + "STSBenchmarkMultilingualSTS (fr)": 46.23 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "LLM2Vec-Mistral-supervised", - "SummEval": 29.96 + "Model": "xlm-roberta-base", + "SummEvalFr": 29.14 } ] }, @@ -5025,7 +4101,7 @@ "p-MRR": [] } }, - "flan-t5-large": { + "bge-base-en-v1.5-instruct": { "BitextMining": { "f1": [] }, @@ -5042,7 +4118,26 @@ "map": [] }, "Retrieval": { - "ndcg_at_10": [] + "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 + } + ] }, "STS": { "cosine_spearman": [] @@ -5054,93 +4149,109 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "flan-t5-large", - "Core17InstructionRetrieval": 1.32, - "News21InstructionRetrieval": 8.95, - "Robust04InstructionRetrieval": 3.9 - } - ] + "p-MRR": [] } }, - "st-polish-paraphrase-from-distilroberta": { + "voyage-law-2": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "AllegroReviews": 34.5, - "CBD": 70.27, - "MassiveIntentClassification (pl)": 64.81, - "MassiveScenarioClassification (pl)": 70.01, - "PAC": 64.6, - "PolEmo2.0-IN": 67.06, - "PolEmo2.0-OUT": 38.58 + "Model": "voyage-law-2", + "AmazonReviewsClassification (fr)": 41.98, + "MTOPDomainClassification (fr)": 90.12, + "MTOPIntentClassification (fr)": 62.44, + "MasakhaNEWSClassification (fra)": 76.42, + "MassiveIntentClassification (fr)": 66.94, + "MassiveScenarioClassification (fr)": 72.78 } ] }, "Clustering": { "v_measure": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "8TagsClustering": 31.68 + "Model": "voyage-law-2", + "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 } ] }, "PairClassification": { "max_ap": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "CDSC-E": 75.99, - "PPC": 93.29, - "PSC": 99.1, - "SICK-E-PL": 79.63 + "Model": "voyage-law-2", + "OpusparcusPC (fr)": 93.06, + "PawsXPairClassification (fr)": 61.54 }, { - "Model": "st-polish-paraphrase-from-distilroberta", - "CDSC-E": 75.99, - "PPC": 93.31, - "PSC": 99.1, - "SICK-E-PL": 79.63 + "Model": "voyage-law-2", + "OpusparcusPC (fr)": 93.06, + "PawsXPairClassification (fr)": 61.54 } ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "voyage-law-2", + "AlloprofReranking": 72.92, + "SyntecReranking": 91.2 + } + ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "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 + "Model": "voyage-law-2", + "AILACasedocs": 44.56, + "AILAStatutes": 45.51, + "AlloprofRetrieval": 57.28, + "BSARDRetrieval": 11.83, + "GerDaLIRSmall": 44.91, + "LEMBNarrativeQARetrieval": 55.78, + "LEMBQMSumRetrieval": 57.26, + "LEMBSummScreenFDRetrieval": 98.72, + "LEMBWikimQARetrieval": 87.08, + "LeCaRDv2": 72.75, + "LegalBenchConsumerContractsQA": 83.27, + "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 } ] }, "STS": { "cosine_spearman": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "CDSC-R": 89.62, - "SICK-R-PL": 76.37, - "STS22 (pl)": 40.36 + "Model": "voyage-law-2", + "SICKFr": 74.09, + "STS22 (fr)": 83.75, + "STSBenchmarkMultilingualSTS (fr)": 83.02 } ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "voyage-law-2", + "SummEvalFr": 30.34 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -5149,7 +4260,7 @@ "p-MRR": [] } }, - "bge-small-en-v1.5": { + "e5-base-4k": { "BitextMining": { "f1": [] }, @@ -5168,22 +4279,16 @@ "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-small-en-v1.5", - "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 + "Model": "e5-base-4k", + "LEMBNarrativeQARetrieval": 30.35, + "LEMBQMSumRetrieval": 35.6, + "LEMBSummScreenFDRetrieval": 95.23, + "LEMBWikimQARetrieval": 69.19 + }, + { + "Model": "e5-base-4k", + "LEMBNeedleRetrieval": 41.5, + "LEMBPasskeyRetrieval": 67.25 } ] }, @@ -5200,92 +4305,138 @@ "p-MRR": [] } }, - "bge-small-zh-v1.5": { + "Cohere-embed-english-v3.0": { "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 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "bge-small-zh-v1.5", - "Cmnli": 76.24, - "Ocnli": 64.57 - }, - { - "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 - } - ] + "map": [] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-small-zh-v1.5", - "CmedqaRetrieval": 35.11, - "CovidRetrieval": 70.14, - "DuRetrieval": 77.28, - "EcomRetrieval": 55.71, - "MMarcoRetrieval": 63.48, - "MedicalRetrieval": 49.8, - "T2Retrieval": 76.43, - "VideoRetrieval": 66.19 + "Model": "Cohere-embed-english-v3.0", + "AILACasedocs": 31.54, + "AILAStatutes": 27.15, + "ARCChallenge": 9.89, + "AlphaNLI": 15.1, + "BrightRetrieval (psychology)": 21.82, + "BrightRetrieval (economics)": 20.18, + "BrightRetrieval (robotics)": 16.21, + "BrightRetrieval (biology)": 18.98, + "BrightRetrieval (stackoverflow)": 16.47, + "BrightRetrieval (theoremqa_theorems)": 7.14, + "BrightRetrieval (pony)": 1.77, + "BrightRetrieval (sustainable_living)": 17.69, + "BrightRetrieval (aops)": 6.46, + "BrightRetrieval (theoremqa_questions)": 15.07, + "BrightRetrieval (leetcode)": 26.78, + "BrightRetrieval (earth_science)": 27.45, + "GerDaLIRSmall": 6.05, + "HellaSwag": 26.35, + "LeCaRDv2": 21.02, + "LegalBenchConsumerContractsQA": 77.12, + "LegalBenchCorporateLobbying": 93.68, + "LegalQuAD": 26.08, + "LegalSummarization": 61.7, + "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 } - ] - }, - "STS": { - "cosine_spearman": [ + ], + "recall_at_1": [ { - "Model": "bge-small-zh-v1.5", - "AFQMC": 33.42, - "ATEC": 43.01, - "BQ": 55.22, - "LCQMC": 72.19, - "PAWSX": 9.26, - "QBQTC": 35.29, - "STS22 (zh)": 67.72, - "STSB": 76.73 + "Model": "Cohere-embed-english-v3.0", + "BrightRetrieval (robotics)": 9.9, + "BrightRetrieval (psychology)": 20.5, + "BrightRetrieval (biology)": 31.47, + "BrightRetrieval (economics)": 17.96, + "BrightRetrieval (stackoverflow)": 15.81, + "BrightRetrieval (pony)": 0.84, + "BrightRetrieval (sustainable_living)": 15.23, + "BrightRetrieval (earth_science)": 35.49 } ] }, + "STS": { + "cosine_spearman": [] + }, + "Summarization": { + "cosine_spearman": [] + }, + "MultilabelClassification": { + "accuracy": [] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "Cohere-embed-english-v3.0", + "Core17InstructionRetrieval": 2.8, + "News21InstructionRetrieval": 0.2, + "Robust04InstructionRetrieval": -3.63 + } + ] + } + }, + "dragon-plus": { + "BitextMining": { + "f1": [] + }, + "Classification": { + "accuracy": [] + }, + "Clustering": { + "v_measure": [] + }, + "PairClassification": { + "max_ap": [] + }, + "Reranking": { + "map": [] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "dragon-plus", + "ARCChallenge": 8.91, + "AlphaNLI": 32.1, + "HellaSwag": 27.69, + "PIQA": 28.01, + "Quail": 4.09, + "RARbCode": 17.58, + "RARbMath": 45.09, + "SIQA": 2.0, + "SpartQA": 10.34, + "TempReasonL1": 1.82, + "TempReasonL2Fact": 17.45, + "TempReasonL2Pure": 0.55, + "TempReasonL3Fact": 15.71, + "TempReasonL3Pure": 7.97, + "WinoGrande": 67.18 + } + ] + }, + "STS": { + "cosine_spearman": [] + }, "Summarization": { "cosine_spearman": [] }, @@ -5296,94 +4447,120 @@ "p-MRR": [] } }, - "OpenSearch-text-hybrid": { + "voyage-lite-01-instruct": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "OpenSearch-text-hybrid", - "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 + "Model": "voyage-lite-01-instruct", + "AmazonCounterfactualClassification (en)": 71.43, + "AmazonPolarityClassification": 96.41, + "AmazonReviewsClassification (en)": 57.06, + "Banking77Classification": 81.64, + "EmotionClassification": 48.29, + "ImdbClassification": 95.49, + "MTOPDomainClassification (en)": 96.3, + "MTOPIntentClassification (en)": 67.93, + "MassiveIntentClassification (en)": 71.29, + "MassiveScenarioClassification (en)": 76.74, + "ToxicConversationsClassification": 75.45, + "TweetSentimentExtractionClassification": 59.44 } ] }, "Clustering": { "v_measure": [ { - "Model": "OpenSearch-text-hybrid", - "CLSClusteringP2P": 41.64, - "CLSClusteringS2S": 40.33, - "ThuNewsClusteringP2P": 69.28, - "ThuNewsClusteringS2S": 63.75 + "Model": "voyage-lite-01-instruct", + "ArxivClusteringP2P": 47.92, + "ArxivClusteringS2S": 42.42, + "BiorxivClusteringP2P": 38.72, + "BiorxivClusteringS2S": 36.6, + "MedrxivClusteringP2P": 34.04, + "MedrxivClusteringS2S": 32.81, + "RedditClustering": 61.56, + "RedditClusteringP2P": 65.35, + "StackExchangeClustering": 70.16, + "StackExchangeClusteringP2P": 38.23, + "TwentyNewsgroupsClustering": 53.56 } ] }, "PairClassification": { "max_ap": [ { - "Model": "OpenSearch-text-hybrid", - "Cmnli": 90.77, - "Ocnli": 85.44 + "Model": "voyage-lite-01-instruct", + "SprintDuplicateQuestions": 96.01, + "TwitterSemEval2015": 76.87, + "TwitterURLCorpus": 86.84 }, { - "Model": "OpenSearch-text-hybrid", - "Cmnli": 90.77, - "Ocnli": 85.44 + "Model": "voyage-lite-01-instruct", + "SprintDuplicateQuestions": 96.01, + "TwitterSemEval2015": 76.87, + "TwitterURLCorpus": 86.84 } ] }, "Reranking": { "map": [ { - "Model": "OpenSearch-text-hybrid", - "CMedQAv1": 88.99, - "CMedQAv2": 89.6, - "MMarcoReranking": 28.12, - "T2Reranking": 66.38 + "Model": "voyage-lite-01-instruct", + "AskUbuntuDupQuestions": 65.77, + "MindSmallReranking": 31.69, + "SciDocsRR": 87.03, + "StackOverflowDupQuestions": 54.49 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "OpenSearch-text-hybrid", - "CmedqaRetrieval": 46.56, - "CovidRetrieval": 84.03, - "DuRetrieval": 87.85, - "EcomRetrieval": 68.79, - "MMarcoRetrieval": 79.93, - "MedicalRetrieval": 65.92, - "T2Retrieval": 86.76, - "VideoRetrieval": 75.43 + "Model": "voyage-lite-01-instruct", + "ArguAna": 58.73, + "CQADupstackRetrieval": 45.11, + "ClimateFEVER": 37.47, + "DBPedia": 43.42, + "FEVER": 89.71, + "FiQA2018": 44.79, + "HotpotQA": 70.46, + "MSMARCO": 39.66, + "NFCorpus": 43.33, + "NQ": 60.65, + "QuoraRetrieval": 87.83, + "SCIDOCS": 23.19, + "SciFact": 73.64, + "TRECCOVID": 78.92, + "Touche2020": 36.83 } ] }, "STS": { "cosine_spearman": [ { - "Model": 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- "Tatoeba (tat-Cyrl_eng-Latn)": 0.75, - "Tatoeba (yid-Hebr_eng-Latn)": 0.19, - "Tatoeba (tzl-Latn_eng-Latn)": 6.87, - "Tatoeba (ben-Beng_eng-Latn)": 0.02, - "Tatoeba (sqi-Latn_eng-Latn)": 5.86, - "Tatoeba (war-Latn_eng-Latn)": 6.18, - "Tatoeba (nld-Latn_eng-Latn)": 12.56, - "Tatoeba (ast-Latn_eng-Latn)": 9.99, - "Tatoeba (awa-Deva_eng-Latn)": 0.44, - "Tatoeba (jpn-Jpan_eng-Latn)": 2.18, - "Tatoeba (kat-Geor_eng-Latn)": 0.45, - "Tatoeba (pes-Arab_eng-Latn)": 0.3, - "Tatoeba (fra-Latn_eng-Latn)": 17.53, - "Tatoeba (nds-Latn_eng-Latn)": 11.35, - "Tatoeba (gle-Latn_eng-Latn)": 3.08, - "Tatoeba (arz-Arab_eng-Latn)": 0.0, - "Tatoeba (srp-Cyrl_eng-Latn)": 2.22, - "Tatoeba (mhr-Cyrl_eng-Latn)": 0.0, - "Tatoeba (bos-Latn_eng-Latn)": 7.05, - "Tatoeba (heb-Hebr_eng-Latn)": 0.3, - "Tatoeba (orv-Cyrl_eng-Latn)": 0.15, - "Tatoeba (kaz-Cyrl_eng-Latn)": 0.82, - "Tatoeba (eus-Latn_eng-Latn)": 6.58, - "Tatoeba (hsb-Latn_eng-Latn)": 2.89, - "Tatoeba (max-Deva_eng-Latn)": 8.4, - "Tatoeba 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"ScalaNbClassification": 75.28 } ] }, + "Clustering": { + "v_measure": [] + }, "PairClassification": { "max_ap": [] }, @@ -6742,118 +5745,190 @@ "p-MRR": [] } }, - "voyage-lite-01-instruct": { + "cross-en-de-roberta-sentence-transformer": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [ - { - "Model": "voyage-lite-01-instruct", - "AmazonCounterfactualClassification (en)": 71.43, - "AmazonPolarityClassification": 96.41, - "AmazonReviewsClassification (en)": 57.06, - "Banking77Classification": 81.64, - "EmotionClassification": 48.29, - "ImdbClassification": 95.49, - "MTOPDomainClassification (en)": 96.3, - "MTOPIntentClassification (en)": 67.93, - "MassiveIntentClassification (en)": 71.29, - "MassiveScenarioClassification (en)": 76.74, - "ToxicConversationsClassification": 75.45, - "TweetSentimentExtractionClassification": 59.44 - } - ] + "accuracy": [] }, "Clustering": { "v_measure": [ { - "Model": "voyage-lite-01-instruct", - "ArxivClusteringP2P": 47.92, - 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"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 + } + ] + }, + "PairClassification": { + "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", 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+ "cosine_spearman": [ + { + "Model": "sentence-t5-xxl", + "BIOSSES": 80.43, + "SICK-R": 80.47, + "SICKFr": 77.07, + "STS12": 78.85, + "STS13": 88.94, + "STS14": 84.86, + "STS15": 89.32, + "STS16": 84.67, + "STS17 (en-en)": 89.46, + "STS22 (en)": 65.33, + "STS22 (fr)": 76.8, + "STSBenchmark": 84.01, + "STSBenchmarkMultilingualSTS (fr)": 81.24 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "voyage-lite-01-instruct", - "SummEval": 30.97 + "Model": "sentence-t5-xxl", + "SummEval": 30.08, + "SummEvalFr": 30.39 } ] }, @@ -6864,34 +5939,34 @@ "p-MRR": [] } }, - "nb-bert-large": { + "nb-bert-base": { "BitextMining": { "f1": [ { - "Model": "nb-bert-large", - "BornholmBitextMining": 4.53 + "Model": "nb-bert-base", + "BornholmBitextMining": 9.88 } ] }, "Classification": { "accuracy": [ { - "Model": "nb-bert-large", + "Model": "nb-bert-base", "AngryTweetsClassification": 52.14, - "DKHateClassification": 62.13, - "DanishPoliticalCommentsClassification": 35.04, - "LccSentimentClassification": 56.27, - "MassiveIntentClassification (da)": 57.03, - "MassiveIntentClassification (nb)": 62.68, - "MassiveIntentClassification (sv)": 55.02, - "MassiveScenarioClassification (da)": 60.43, - "MassiveScenarioClassification (nb)": 67.44, - "MassiveScenarioClassification (sv)": 57.12, - "NoRecClassification": 55.46, - "NordicLangClassification": 85.27, - "NorwegianParliament": 62.58, - "ScalaDaClassification": 62.85, - "ScalaNbClassification": 66.97 + "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 } ] }, @@ -6920,882 +5995,265 @@ "p-MRR": [] } }, - "e5-mistral-7b-instruct": { + "silver-retriever-base-v1": { "BitextMining": { - "f1": [ + "f1": [] + }, + "Classification": { + "accuracy": [ { - "Model": "e5-mistral-7b-instruct", - "BornholmBitextMining (dan-Latn)": 57.24, - "Tatoeba (arq-Arab_eng-Latn)": 48.55, - "Tatoeba (uig-Arab_eng-Latn)": 38.83, - "Tatoeba (csb-Latn_eng-Latn)": 62.92, - "Tatoeba (ces-Latn_eng-Latn)": 94.93, - "Tatoeba (urd-Arab_eng-Latn)": 83.62, - "Tatoeba (heb-Hebr_eng-Latn)": 82.82, - "Tatoeba (gsw-Latn_eng-Latn)": 52.21, - "Tatoeba (dan-Latn_eng-Latn)": 93.92, - "Tatoeba (zsm-Latn_eng-Latn)": 94.23, - "Tatoeba (kab-Latn_eng-Latn)": 3.81, - "Tatoeba (bre-Latn_eng-Latn)": 14.2, - "Tatoeba (spa-Latn_eng-Latn)": 98.8, - "Tatoeba (nld-Latn_eng-Latn)": 96.4, - "Tatoeba (ber-Tfng_eng-Latn)": 7.62, - "Tatoeba (cym-Latn_eng-Latn)": 72.32, - "Tatoeba (tel-Telu_eng-Latn)": 42.86, - "Tatoeba 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"e5-mistral-7b-instruct", - "Core17InstructionRetrieval": 3.76, - "News21InstructionRetrieval": 0.74, - "Robust04InstructionRetrieval": -6.35 - } - ] + "p-MRR": [] } }, - "sentence-t5-xxl": { + "m3e-large": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "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 + "Model": "m3e-large", + "AmazonReviewsClassification (zh)": 44.44, + "IFlyTek": 43.96, + "JDReview": 86.92, + "MassiveIntentClassification (zh-CN)": 67.23, + "MassiveScenarioClassification (zh-CN)": 74.88, + "MultilingualSentiment": 72.47, + "OnlineShopping": 89.59, + "TNews": 48.26, + "Waimai": 86.08 } ] }, "Clustering": { "v_measure": [ { - "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, - 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"MedicalRetrieval": 48.66, + "T2Retrieval": 72.36, + "VideoRetrieval": 44.02 } ] }, "STS": { "cosine_spearman": [ { - "Model": "sentence-t5-xxl", - "BIOSSES": 80.43, - "SICK-R": 80.47, - "SICKFr": 77.07, - "STS12": 78.85, - "STS13": 88.94, - "STS14": 84.86, - "STS15": 89.32, - "STS16": 84.67, - "STS17 (en-en)": 89.46, - "STS22 (en)": 65.33, - "STS22 (fr)": 76.8, - "STSBenchmark": 84.01, - "STSBenchmarkMultilingualSTS (fr)": 81.24 + "Model": "m3e-large", + "AFQMC": 36.53, + "ATEC": 41.8, + "BQ": 65.2, + "LCQMC": 74.2, + "PAWSX": 15.95, + "QBQTC": 32.65, + "STS22 (zh)": 62.91, + "STSB": 74.16 } ] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "sentence-t5-xxl", - "SummEval": 30.08, - "SummEvalFr": 30.39 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -7804,120 +6262,83 @@ "p-MRR": [] } }, - "LLM2Vec-Sheared-Llama-unsupervised": { + "st-polish-paraphrase-from-distilroberta": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { 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"BiorxivClusteringS2S": 27.21, - "MedrxivClusteringP2P": 30.15, - "MedrxivClusteringS2S": 26.96, - "RedditClustering": 38.67, - "RedditClusteringP2P": 53.42, - "StackExchangeClustering": 59.35, - "StackExchangeClusteringP2P": 31.47, - "TwentyNewsgroupsClustering": 31.54 + "Model": "st-polish-paraphrase-from-distilroberta", + "8TagsClustering": 31.68 } ] }, "PairClassification": { "max_ap": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "SprintDuplicateQuestions": 77.36, - "TwitterSemEval2015": 61.54, - "TwitterURLCorpus": 77.73 + "Model": "st-polish-paraphrase-from-distilroberta", + "CDSC-E": 75.99, + "PPC": 93.29, + "PSC": 99.1, + "SICK-E-PL": 79.63 }, { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "SprintDuplicateQuestions": 77.36, - "TwitterSemEval2015": 61.54, - "TwitterURLCorpus": 77.73 + "Model": "st-polish-paraphrase-from-distilroberta", + "CDSC-E": 75.99, + "PPC": 93.31, + "PSC": 99.1, + "SICK-E-PL": 79.63 } ] }, "Reranking": { - "map": [ - { - "Model": 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"SICK-R": 69.34, - "STS12": 60.09, - "STS13": 72.52, - "STS14": 66.7, - "STS15": 77.69, - "STS16": 75.94, - "STS17 (en-en)": 81.67, - "STS22 (en)": 63.7, - "STSBenchmark": 73.36 + "Model": "st-polish-paraphrase-from-distilroberta", + "CDSC-R": 89.62, + "SICK-R-PL": 76.37, + "STS22 (pl)": 40.36 } ] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "SummEval": 31.23 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -7926,118 +6347,87 @@ "p-MRR": [] } }, - "nomic-embed-text-v1.5-128": { + "Cohere-embed-multilingual-v3.0": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "nomic-embed-text-v1.5-128", - "AmazonCounterfactualClassification (en)": 69.78, - "AmazonPolarityClassification": 88.74, - "AmazonReviewsClassification (en)": 43.11, - "Banking77Classification": 82.78, - "EmotionClassification": 42.92, - "ImdbClassification": 80.87, - "MTOPDomainClassification (en)": 89.61, - "MTOPIntentClassification (en)": 68.9, - "MassiveIntentClassification (en)": 69.34, - "MassiveScenarioClassification (en)": 74.21, - "ToxicConversationsClassification": 68.16, - "TweetSentimentExtractionClassification": 57.99 + "Model": "Cohere-embed-multilingual-v3.0", + "AmazonReviewsClassification (fr)": 41.89, + "MTOPDomainClassification (fr)": 86.23, + "MTOPIntentClassification (fr)": 61.07, + "MasakhaNEWSClassification (fra)": 83.06, + "MassiveIntentClassification (fr)": 62.94, + "MassiveScenarioClassification (fr)": 67.29 } ] }, "Clustering": { "v_measure": [ { - "Model": "nomic-embed-text-v1.5-128", - "ArxivClusteringP2P": 43.87, - "ArxivClusteringS2S": 34.57, - "BiorxivClusteringP2P": 36.79, - "BiorxivClusteringS2S": 30.68, - "MedrxivClusteringP2P": 34.09, - "MedrxivClusteringS2S": 31.3, - "RedditClustering": 53.31, - "RedditClusteringP2P": 58.96, - "StackExchangeClustering": 59.92, - "StackExchangeClusteringP2P": 33.88, - "TwentyNewsgroupsClustering": 47.29 + "Model": "Cohere-embed-multilingual-v3.0", + "AlloProfClusteringP2P": 63.53, + "AlloProfClusteringS2S": 36.18, + "HALClusteringS2S": 19.9, + "MLSUMClusteringP2P": 45.08, + "MLSUMClusteringS2S": 34.75, + "MasakhaNEWSClusteringP2P (fra)": 53.18, + "MasakhaNEWSClusteringS2S (fra)": 32.31 } ] }, "PairClassification": { "max_ap": [ { - "Model": "nomic-embed-text-v1.5-128", - "SprintDuplicateQuestions": 91.45, - "TwitterSemEval2015": 73.23, - "TwitterURLCorpus": 85.93 + "Model": "Cohere-embed-multilingual-v3.0", + "OpusparcusPC (fr)": 94.08, + "PawsXPairClassification (fr)": 61.26 }, { - "Model": "nomic-embed-text-v1.5-128", - "SprintDuplicateQuestions": 91.45, - "TwitterSemEval2015": 73.23, - "TwitterURLCorpus": 85.93 + "Model": "Cohere-embed-multilingual-v3.0", + "OpusparcusPC (fr)": 94.08, + "PawsXPairClassification (fr)": 61.26 } ] }, "Reranking": { "map": [ { - "Model": "nomic-embed-text-v1.5-128", - "AskUbuntuDupQuestions": 61.16, - "MindSmallReranking": 30.02, - "SciDocsRR": 78.05, - "StackOverflowDupQuestions": 49.0 + "Model": "Cohere-embed-multilingual-v3.0", + "AlloprofReranking": 51.01, + "SyntecReranking": 85.72 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nomic-embed-text-v1.5-128", - "ArguAna": 43.4, - "CQADupstackRetrieval": 34.67, - "ClimateFEVER": 36.52, - "DBPedia": 36.22, - "FEVER": 80.48, - "FiQA2018": 32.08, - "HotpotQA": 60.09, - "MSMARCO": 39.99, - "NFCorpus": 30.72, - "NQ": 53.62, - "QuoraRetrieval": 87.07, - "SCIDOCS": 15.56, - "SciFact": 64.28, - "TRECCOVID": 74.58, - "Touche2020": 26.99 + "Model": "Cohere-embed-multilingual-v3.0", + "AlloprofRetrieval": 38.36, + "BSARDRetrieval": 0.14, + "MintakaRetrieval (fr)": 25.44, + "SyntecRetrieval": 79.27, + "XPQARetrieval (fr)": 58.87 } ] }, "STS": { "cosine_spearman": [ { - "Model": "nomic-embed-text-v1.5-128", - "BIOSSES": 80.19, - "SICK-R": 79.09, - "STS12": 77.49, - "STS13": 85.62, - "STS14": 80.5, - "STS15": 85.84, - "STS16": 83.9, - "STS17 (en-en)": 86.27, - "STS22 (en)": 64.24, - "STSBenchmark": 84.28 + "Model": "Cohere-embed-multilingual-v3.0", + "SICKFr": 79.23, + "STS22 (fr)": 82.76, + "STSBenchmarkMultilingualSTS (fr)": 81.84 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "nomic-embed-text-v1.5-128", - "SummEval": 29.59 + "Model": "Cohere-embed-multilingual-v3.0", + "SummEvalFr": 31.26 } ] }, @@ -8048,2406 +6438,410 @@ "p-MRR": [] } }, - "bge-base-en-v1.5-instruct": { + "nomic-embed-text-v1.5-64": { "BitextMining": { "f1": [] }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "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": 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"Retrieval": { - "ndcg_at_10": [] - }, - "STS": { - "cosine_spearman": [] - }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "distiluse-base-multilingual-cased-v2", + "SummEvalFr": 28.12 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -10456,7 +6850,7 @@ "p-MRR": [] } }, - "text-search-davinci-001": { + "gte-Qwen2-7B-instruct": { "BitextMining": { "f1": [] }, @@ -10475,17 +6869,32 @@ "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 + "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, + 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"MasakhaNEWSClassification (lug-Latn)": 57.44, + "MasakhaNEWSClassification (orm-Ethi)": 51.6, + "MasakhaNEWSClassification (pcm-Latn)": 91.44, + "MasakhaNEWSClassification (run-Latn)": 73.76, + "MasakhaNEWSClassification (sna-Latn)": 87.18, + "MasakhaNEWSClassification (som-Latn)": 60.03, + "MasakhaNEWSClassification (swa-Latn)": 69.33, + "MasakhaNEWSClassification (tir-Ethi)": 61.73, + "MasakhaNEWSClassification (xho-Latn)": 77.34, + "MasakhaNEWSClassification (yor-Latn)": 77.13, + "MassiveIntentClassification (af)": 56.12, + "MassiveIntentClassification (am)": 55.71, + "MassiveIntentClassification (ar)": 50.86, + "MassiveIntentClassification (az)": 58.97, + "MassiveIntentClassification (bn)": 58.22, + "MassiveIntentClassification (cy)": 50.16, + "MassiveIntentClassification (da)": 58.25, + "MassiveIntentClassification (de)": 56.21, + "MassiveIntentClassification (el)": 57.03, + "MassiveIntentClassification (en)": 61.44, + "MassiveIntentClassification (es)": 58.32, + 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"MassiveScenarioClassification (fr)": 65.1, + "MassiveScenarioClassification (he)": 63.53, + "MassiveScenarioClassification (hi)": 64.4, + "MassiveScenarioClassification (hu)": 65.82, + "MassiveScenarioClassification (hy)": 61.25, + "MassiveScenarioClassification (id)": 65.84, + "MassiveScenarioClassification (is)": 61.94, + "MassiveScenarioClassification (it)": 64.09, + "MassiveScenarioClassification (ja)": 67.72, + "MassiveScenarioClassification (jv)": 58.29, + "MassiveScenarioClassification (ka)": 53.38, + "MassiveScenarioClassification (km)": 56.18, + "MassiveScenarioClassification (kn)": 61.74, + "MassiveScenarioClassification (ko)": 67.26, + "MassiveScenarioClassification (lv)": 61.87, + "MassiveScenarioClassification (ml)": 62.26, + "MassiveScenarioClassification (mn)": 62.6, + "MassiveScenarioClassification (ms)": 65.63, + "MassiveScenarioClassification (my)": 62.94, + "MassiveScenarioClassification (nb)": 64.29, + "MassiveScenarioClassification (nl)": 65.16, + "MassiveScenarioClassification (pl)": 64.58, + "MassiveScenarioClassification (pt)": 63.28, + "MassiveScenarioClassification (ro)": 62.41, + "MassiveScenarioClassification (ru)": 65.25, + "MassiveScenarioClassification (sl)": 64.25, + "MassiveScenarioClassification (sq)": 64.54, + "MassiveScenarioClassification (sv)": 66.01, + "MassiveScenarioClassification (sw)": 58.36, + "MassiveScenarioClassification (ta)": 59.08, + "MassiveScenarioClassification (te)": 64.13, + "MassiveScenarioClassification (th)": 64.34, + "MassiveScenarioClassification (tl)": 60.23, + "MassiveScenarioClassification (tr)": 65.43, + "MassiveScenarioClassification (ur)": 61.52, + "MassiveScenarioClassification (vi)": 61.05, + "MassiveScenarioClassification (zh-CN)": 70.85, + "MassiveScenarioClassification (zh-TW)": 67.08, + "MassiveScenarioClassification (tel-Telu)": 64.12, + "MassiveScenarioClassification (deu-Latn)": 62.4, + "MassiveScenarioClassification (ell-Grek)": 64.57, + "MassiveScenarioClassification 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"MassiveScenarioClassification (mya-Mymr)": 62.94, + "MassiveScenarioClassification (ben-Beng)": 61.86, + "MassiveScenarioClassification (ita-Latn)": 64.09, + "MassiveScenarioClassification (kor-Kore)": 67.3, + "MassiveScenarioClassification (kan-Knda)": 61.74, + "MassiveScenarioClassification (heb-Hebr)": 63.52, + "MassiveScenarioClassification (amh-Ethi)": 62.02, + "MassiveScenarioClassification (kat-Geor)": 53.37, + "MassiveScenarioClassification (vie-Latn)": 61.06, + "MassiveScenarioClassification (urd-Arab)": 61.47, + "MassiveScenarioClassification (cmo-Hant)": 67.05, + "MassiveScenarioClassification (msa-Latn)": 65.62, + "MassiveScenarioClassification (isl-Latn)": 61.93, + "MassiveScenarioClassification (khm-Khmr)": 56.2, + "MassiveScenarioClassification (hun-Latn)": 65.82, + "MassiveScenarioClassification (fin-Latn)": 64.56, + "MassiveScenarioClassification (sqi-Latn)": 64.56, + "MassiveScenarioClassification (fas-Arab)": 67.43, + "MassiveScenarioClassification (afr-Latn)": 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"MasakhaNEWSClusteringP2P (fra)": 46.16, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 67.78, + "MasakhaNEWSClusteringP2P (eng)": 48.16, + "MasakhaNEWSClusteringP2P (fra-Latn)": 46.16, + "MasakhaNEWSClusteringP2P (hau-Latn)": 39.77, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 62.67, + "MasakhaNEWSClusteringP2P (lin-Latn)": 62.98, + "MasakhaNEWSClusteringP2P (lug-Latn)": 47.76, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 28.76, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 77.16, + "MasakhaNEWSClusteringP2P (run-Latn)": 60.36, + "MasakhaNEWSClusteringP2P (sna-Latn)": 63.57, + "MasakhaNEWSClusteringP2P (som-Latn)": 34.94, + "MasakhaNEWSClusteringP2P (swa-Latn)": 27.26, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 51.59, + "MasakhaNEWSClusteringP2P (xho-Latn)": 45.32, + "MasakhaNEWSClusteringP2P (yor-Latn)": 48.73, + "MasakhaNEWSClusteringS2S (fra)": 38.13, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 52.73, + "MasakhaNEWSClusteringS2S (eng)": 32.6, + "MasakhaNEWSClusteringS2S (fra-Latn)": 38.13, + "MasakhaNEWSClusteringS2S (hau-Latn)": 31.62, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 32.27, + "MasakhaNEWSClusteringS2S (lin-Latn)": 49.38, + "MasakhaNEWSClusteringS2S (lug-Latn)": 47.63, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 25.05, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 68.18, + "MasakhaNEWSClusteringS2S (run-Latn)": 52.39, + "MasakhaNEWSClusteringS2S (sna-Latn)": 46.9, + "MasakhaNEWSClusteringS2S (som-Latn)": 24.08, + "MasakhaNEWSClusteringS2S (swa-Latn)": 15.83, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 49.07, + "MasakhaNEWSClusteringS2S (xho-Latn)": 28.52, + "MasakhaNEWSClusteringS2S (yor-Latn)": 32.26, + "MedrxivClusteringP2P": 29.84, + "MedrxivClusteringS2S": 24.89, + "RedditClustering": 28.53, + "RedditClusteringP2P": 49.23, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 49.07, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.97, + "StackExchangeClustering": 35.01, + "StackExchangeClusteringP2P": 28.44, + "TwentyNewsgroupsClustering": 22.53 } ] }, - "MultilabelClassification": 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"AskUbuntuDupQuestions": 53.49, + "MindSmallReranking": 30.71, + "SciDocsRR": 71.04, + "StackOverflowDupQuestions": 40.85 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "voyage-large-2-instruct", - "ArguAna": 64.06, - "BrightRetrieval (theoremqa_questions)": 26.06, - "BrightRetrieval (earth_science)": 25.09, - "BrightRetrieval (leetcode)": 30.6, - "BrightRetrieval (economics)": 19.85, - "BrightRetrieval (robotics)": 11.21, - "BrightRetrieval (psychology)": 24.79, - "BrightRetrieval (aops)": 7.45, - "BrightRetrieval (sustainable_living)": 15.58, - "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, - "HotpotQA": 70.86, - "MSMARCO": 40.6, - "NFCorpus": 40.32, - "NQ": 65.92, - "QuoraRetrieval": 87.4, - "SCIDOCS": 24.32, - "SciFact": 79.99, - "TRECCOVID": 85.07, - "Touche2020": 39.16 - } - ], - "recall_at_1": [ - { - "Model": "voyage-large-2-instruct", - "BrightRetrieval (psychology)": 41.58, - "BrightRetrieval (robotics)": 12.87, - "BrightRetrieval (biology)": 34.38, - "BrightRetrieval (stackoverflow)": 13.68, - "BrightRetrieval (pony)": 1.28, - "BrightRetrieval (economics)": 26.7, - "BrightRetrieval (sustainable_living)": 31.1, - "BrightRetrieval (earth_science)": 35.35 + "Model": "text-similarity-ada-001", + "ArguAna": 39.65, + "CQADupstackRetrieval": 10.17, + "ClimateFEVER": 2.83, + "DBPedia": 3.48, + "FEVER": 4.45, + "FiQA2018": 7.54, + "HotpotQA": 12.6, + "MSMARCO": 10.53, + "NFCorpus": 20.59, + "NQ": 2.02, + "QuoraRetrieval": 82.18, + "SCIDOCS": 6.28, + "SciFact": 45.46, + "TRECCOVID": 24.56, + "Touche2020": 3.1 } ] }, "STS": { "cosine_spearman": [ { - "Model": "voyage-large-2-instruct", - "BIOSSES": 89.24, - "SICK-R": 83.16, - "STS12": 73.34, - "STS13": 88.49, - "STS14": 86.49, - "STS15": 91.13, - "STS16": 85.68, - "STS17 (en-en)": 90.06, - "STS22 (en)": 66.32, - "STSBenchmark": 89.22 + "Model": "text-similarity-ada-001", + "BIOSSES": 78.04, + "SICK-R": 77.48, + "STS12": 72.3, + "STS13": 81.49, + "STS14": 74.74, + "STS15": 84.28, + "STS16": 82.06, + "STS17 (en-en)": 87.08, + "STS22 (en)": 64.71, + "STSBenchmark": 83.78 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "voyage-large-2-instruct", - "SummEval": 30.84 + "Model": "text-similarity-ada-001", + "SummEval": 26.94 } ] }, @@ -12015,171 +9937,91 @@ "p-MRR": [] } }, - "llama-2-7b-chat": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [] - }, - "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "llama-2-7b-chat", - "Core17InstructionRetrieval": 2.84, - "News21InstructionRetrieval": 0.23, - "Robust04InstructionRetrieval": 2.0 - } - ] - } - }, - "text-embedding-3-small": { + "xlm-roberta-large": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "text-embedding-3-small", - "AmazonCounterfactualClassification (en)": 76.42, - "AmazonPolarityClassification": 90.84, - "AmazonReviewsClassification (en)": 45.73, - "Banking77Classification": 83.01, - "EmotionClassification": 50.63, - "ImdbClassification": 83.66, - "MTOPDomainClassification (en)": 93.91, - "MTOPIntentClassification (en)": 70.98, - "MassiveIntentClassification (en)": 72.86, - "MassiveScenarioClassification (en)": 76.84, - "ToxicConversationsClassification": 71.91, - "TweetSentimentExtractionClassification": 61.72 + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "text-embedding-3-small", - "ArxivClusteringP2P": 46.57, - "ArxivClusteringS2S": 39.35, - "BiorxivClusteringP2P": 37.77, - "BiorxivClusteringS2S": 34.68, - "MedrxivClusteringP2P": 32.77, - "MedrxivClusteringS2S": 31.85, - "RedditClustering": 64.09, - "RedditClusteringP2P": 65.12, - "StackExchangeClustering": 72.05, - "StackExchangeClusteringP2P": 34.04, - "TwentyNewsgroupsClustering": 54.81 + "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 } ] }, "PairClassification": { "max_ap": [ { - "Model": "text-embedding-3-small", - "OpusparcusPC (fr)": 94.45, - "SprintDuplicateQuestions": 94.58, - "TwitterSemEval2015": 73.33, - "TwitterURLCorpus": 87.21 + "Model": "xlm-roberta-large", + "OpusparcusPC (fr)": 83.73, + "PawsXPairClassification (fr)": 53.38 }, { - "Model": "text-embedding-3-small", - "OpusparcusPC (fr)": 94.45 + "Model": "xlm-roberta-large", + "OpusparcusPC (fr)": 83.79, + "PawsXPairClassification (fr)": 53.44 } ] }, "Reranking": { "map": [ { - "Model": "text-embedding-3-small", - "AskUbuntuDupQuestions": 62.18, - "MindSmallReranking": 29.93, - "SciDocsRR": 83.25, - "StackOverflowDupQuestions": 51.53 + "Model": "xlm-roberta-large", + "AlloprofReranking": 28.62, + "SyntecReranking": 49.4 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-embedding-3-small", - "ARCChallenge": 14.63, - "AlphaNLI": 30.61, - "ArguAna": 55.49, - "CQADupstackRetrieval": 42.58, - "ClimateFEVER": 26.86, - "DBPedia": 39.97, - "FEVER": 79.42, - "FiQA2018": 44.91, - "HellaSwag": 30.94, - "HotpotQA": 63.63, - "MSMARCO": 37.02, - "NFCorpus": 38.33, - "NQ": 52.86, - "PIQA": 33.69, - "Quail": 6.11, - "QuoraRetrieval": 88.83, - "RARbCode": 72.03, - "RARbMath": 71.07, - "SCIDOCS": 20.8, - "SIQA": 3.03, - "SciFact": 73.37, - "SpartQA": 6.63, - "TRECCOVID": 77.9, - "TempReasonL1": 2.35, - "TempReasonL2Fact": 25.68, - "TempReasonL2Pure": 2.76, - "TempReasonL3Fact": 22.09, - "TempReasonL3Pure": 9.79, - "Touche2020": 24.28, - "WinoGrande": 31.53 + "Model": "xlm-roberta-large", + "AlloprofRetrieval": 0.52, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.9, + "SyntecRetrieval": 6.6, + "XPQARetrieval (fr)": 12.7 } ] }, "STS": { "cosine_spearman": [ { - "Model": "text-embedding-3-small", - "BIOSSES": 88.72, - "SICK-R": 76.73, - "STS12": 73.09, - "STS13": 84.92, - "STS14": 79.81, - "STS15": 88.01, - "STS16": 84.41, - "STS17 (en-en)": 90.94, - "STS22 (en)": 64.96, - "STSBenchmark": 84.24 + "Model": "xlm-roberta-large", + "SICKFr": 50.01, + "STS22 (fr)": 55.49, + "STSBenchmarkMultilingualSTS (fr)": 42.32 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "text-embedding-3-small", - "SummEval": 31.12 + "Model": "xlm-roberta-large", + "SummEvalFr": 28.89 } ] }, @@ -12190,120 +10032,49 @@ "p-MRR": [] } }, - "bert-base-uncased": { + "bge-small-en-v1.5": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [ - { - "Model": "bert-base-uncased", - "AmazonCounterfactualClassification (en)": 74.25, - "AmazonPolarityClassification": 71.33, - "AmazonReviewsClassification (en)": 33.56, - "Banking77Classification": 63.41, - "EmotionClassification": 35.28, - "ImdbClassification": 65.35, - "MTOPDomainClassification (en)": 82.63, - "MTOPIntentClassification (en)": 68.14, - "MassiveIntentClassification (en)": 59.88, - "MassiveScenarioClassification (en)": 64.28, - "ToxicConversationsClassification": 70.0, - "TweetSentimentExtractionClassification": 51.81 - } - ] + "accuracy": [] }, "Clustering": { - "v_measure": [ - { - "Model": "bert-base-uncased", - "ArxivClusteringP2P": 35.19, - "ArxivClusteringS2S": 27.51, - "BiorxivClusteringP2P": 30.12, - "BiorxivClusteringS2S": 24.77, - "MedrxivClusteringP2P": 26.09, - "MedrxivClusteringS2S": 23.6, - "RedditClustering": 27.24, - "RedditClusteringP2P": 43.32, - "StackExchangeClustering": 43.58, - "StackExchangeClusteringP2P": 26.55, - "TwentyNewsgroupsClustering": 23.35 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "bert-base-uncased", - "SprintDuplicateQuestions": 36.81, - "TwitterSemEval2015": 55.9, - "TwitterURLCorpus": 76.29 - }, - { - "Model": "bert-base-uncased", - "SprintDuplicateQuestions": 36.81, - "TwitterSemEval2015": 55.9, - "TwitterURLCorpus": 76.29 - } - ] + "max_ap": [] }, "Reranking": { - "map": [ - { - "Model": "bert-base-uncased", - "AskUbuntuDupQuestions": 45.84, - "MindSmallReranking": 28.37, - "SciDocsRR": 64.94, - "StackOverflowDupQuestions": 34.62 - } - ] + "map": [] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bert-base-uncased", - "ArguAna": 28.29, - "CQADupstackRetrieval": 5.51, - "ClimateFEVER": 5.41, - "DBPedia": 4.13, - "FEVER": 3.3, - "FiQA2018": 2.19, - "HotpotQA": 8.26, - "MSMARCO": 1.91, - "NFCorpus": 4.3, - "NQ": 2.62, - "QuoraRetrieval": 61.03, - "SCIDOCS": 2.82, - "SciFact": 13.34, - "TRECCOVID": 14.74, - "Touche2020": 0.97 + "Model": "bge-small-en-v1.5", + "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 } ] }, "STS": { - "cosine_spearman": [ - { - "Model": "bert-base-uncased", - "BIOSSES": 54.7, - "SICK-R": 58.65, - "STS12": 30.87, - "STS13": 59.89, - "STS14": 47.73, - "STS15": 60.29, - "STS16": 63.73, - "STS17 (en-en)": 64.1, - "STS22 (en)": 56.37, - "STSBenchmark": 47.29 - } - ] + "cosine_spearman": [] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "bert-base-uncased", - "SummEval": 29.82 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -12312,7 +10083,7 @@ "p-MRR": [] } }, - "gbert-large": { + "monot5-3b-msmarco-10k": { "BitextMining": { "f1": [] }, @@ -12320,15 +10091,7 @@ "accuracy": [] }, "Clustering": { - "v_measure": [ - { - "Model": "gbert-large", - "BlurbsClusteringP2P": 39.3, - "BlurbsClusteringS2S": 13.38, - "TenKGnadClusteringP2P": 41.69, - "TenKGnadClusteringS2S": 34.97 - } - ] + "v_measure": [] }, "PairClassification": { "max_ap": [] @@ -12349,90 +10112,415 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [] + "p-MRR": [ + { + "Model": "monot5-3b-msmarco-10k", + "Core17InstructionRetrieval": 1.84, + "News21InstructionRetrieval": 1.78, + "Robust04InstructionRetrieval": 3.96 + } + ] } }, - "text2vec-base-multilingual": { + "LASER2": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "LASER2", + "BUCC (de-en)": 99.21, + "BUCC (fr-en)": 98.39, + "BUCC (ru-en)": 97.62, + "BUCC (zh-en)": 97.7, + "Tatoeba (afr-eng)": 92.59, + "Tatoeba (amh-eng)": 80.82, + "Tatoeba (ang-eng)": 25.22, + "Tatoeba (ara-eng)": 90.14, + "Tatoeba (arq-eng)": 26.63, + "Tatoeba (arz-eng)": 66.16, + "Tatoeba (ast-eng)": 76.35, + "Tatoeba (awa-eng)": 33.74, + "Tatoeba (aze-eng)": 82.41, + "Tatoeba (bel-eng)": 79.54, + "Tatoeba (ben-eng)": 89.43, + "Tatoeba (ber-eng)": 77.63, + "Tatoeba (bos-eng)": 95.86, + "Tatoeba (bre-eng)": 31.2, + "Tatoeba (bul-eng)": 93.57, + "Tatoeba (cat-eng)": 95.8, + "Tatoeba (cbk-eng)": 77.17, + "Tatoeba (ceb-eng)": 9.93, + "Tatoeba (ces-eng)": 95.52, + "Tatoeba (cha-eng)": 14.86, + "Tatoeba (cmn-eng)": 85.62, + "Tatoeba (cor-eng)": 4.45, + "Tatoeba (csb-eng)": 27.03, + "Tatoeba (cym-eng)": 5.85, + "Tatoeba (dan-eng)": 95.22, + "Tatoeba (deu-eng)": 99.07, + "Tatoeba (dsb-eng)": 42.34, + "Tatoeba (dtp-eng)": 7.39, + "Tatoeba (ell-eng)": 96.2, + "Tatoeba (epo-eng)": 96.61, + "Tatoeba (est-eng)": 96.43, + "Tatoeba (eus-eng)": 93.32, + "Tatoeba (fao-eng)": 57.04, + "Tatoeba (fin-eng)": 96.98, + "Tatoeba (fra-eng)": 94.28, + "Tatoeba (fry-eng)": 42.07, + "Tatoeba (gla-eng)": 1.52, + "Tatoeba (gle-eng)": 4.2, + "Tatoeba (glg-eng)": 96.14, + "Tatoeba (gsw-eng)": 27.52, + "Tatoeba (heb-eng)": 0.0, + "Tatoeba (hin-eng)": 95.32, + "Tatoeba (hrv-eng)": 96.72, + "Tatoeba (hsb-eng)": 45.75, + "Tatoeba (hun-eng)": 95.2, + "Tatoeba (hye-eng)": 88.72, + "Tatoeba (ido-eng)": 80.86, + "Tatoeba (ile-eng)": 87.88, + "Tatoeba (ina-eng)": 93.93, + "Tatoeba (ind-eng)": 92.98, + "Tatoeba (isl-eng)": 94.32, + "Tatoeba (ita-eng)": 94.32, + "Tatoeba (jav-eng)": 9.95, + "Tatoeba (jpn-eng)": 93.78, + "Tatoeba (kab-eng)": 65.88, + "Tatoeba (kat-eng)": 81.16, + "Tatoeba (kaz-eng)": 53.3, + "Tatoeba (khm-eng)": 74.19, + "Tatoeba (kor-eng)": 87.97, + "Tatoeba (kur-eng)": 19.09, + "Tatoeba (kzj-eng)": 4.46, + "Tatoeba (lat-eng)": 64.81, + "Tatoeba (lfn-eng)": 63.39, + "Tatoeba (lit-eng)": 96.2, + "Tatoeba (lvs-eng)": 95.33, + "Tatoeba (mal-eng)": 98.16, + "Tatoeba (mar-eng)": 92.93, + "Tatoeba (max-eng)": 36.96, + "Tatoeba (mhr-eng)": 6.86, + "Tatoeba (mkd-eng)": 93.63, + "Tatoeba (mon-eng)": 3.42, + "Tatoeba (nds-eng)": 77.13, + "Tatoeba (nld-eng)": 95.35, + "Tatoeba (nno-eng)": 72.75, + "Tatoeba (nob-eng)": 95.77, + "Tatoeba (nov-eng)": 60.02, + "Tatoeba (oci-eng)": 58.13, + "Tatoeba (orv-eng)": 23.24, + "Tatoeba (pam-eng)": 3.24, + "Tatoeba (pes-eng)": 93.13, + "Tatoeba (pms-eng)": 36.23, + "Tatoeba (pol-eng)": 97.32, + "Tatoeba (por-eng)": 94.54, + "Tatoeba (ron-eng)": 96.52, + "Tatoeba (rus-eng)": 92.58, + "Tatoeba (slk-eng)": 95.82, + "Tatoeba (slv-eng)": 95.4, + "Tatoeba (spa-eng)": 97.33, + "Tatoeba (sqi-eng)": 97.22, + "Tatoeba (srp-eng)": 93.64, + "Tatoeba (swe-eng)": 95.31, + "Tatoeba (swg-eng)": 33.1, + "Tatoeba (swh-eng)": 55.66, + "Tatoeba (tam-eng)": 87.32, + "Tatoeba (tat-eng)": 34.74, + "Tatoeba (tel-eng)": 96.72, + "Tatoeba (tgl-eng)": 63.19, + "Tatoeba (tha-eng)": 96.38, + "Tatoeba (tuk-eng)": 16.35, + "Tatoeba (tur-eng)": 98.03, + "Tatoeba (tzl-eng)": 36.56, + "Tatoeba (uig-eng)": 56.49, + "Tatoeba (ukr-eng)": 93.52, + "Tatoeba (urd-eng)": 84.23, + "Tatoeba (uzb-eng)": 23.2, + "Tatoeba (vie-eng)": 96.73, + "Tatoeba (war-eng)": 8.25, + "Tatoeba (wuu-eng)": 75.09, + "Tatoeba (xho-eng)": 4.68, + "Tatoeba (yid-eng)": 2.49, + "Tatoeba (yue-eng)": 87.75, + "Tatoeba (zsm-eng)": 95.41 + } + ] }, "Classification": { "accuracy": [ { - "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": "LASER2", + "AmazonCounterfactualClassification (de)": 67.82, + "AmazonCounterfactualClassification (en)": 76.84, + "AmazonCounterfactualClassification (en-ext)": 76.17, + 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+ "MassiveIntentClassification (jv)": 24.3, + "MassiveIntentClassification (ka)": 22.7, + "MassiveIntentClassification (km)": 22.48, + "MassiveIntentClassification (kn)": 4.32, + "MassiveIntentClassification (ko)": 44.26, + "MassiveIntentClassification (lv)": 39.75, + "MassiveIntentClassification (ml)": 41.33, + "MassiveIntentClassification (mn)": 16.2, + "MassiveIntentClassification (ms)": 43.23, + "MassiveIntentClassification (my)": 25.37, + "MassiveIntentClassification (nb)": 37.74, + "MassiveIntentClassification (nl)": 45.0, + "MassiveIntentClassification (pl)": 44.99, + "MassiveIntentClassification (pt)": 48.55, + "MassiveIntentClassification (ro)": 44.3, + "MassiveIntentClassification (ru)": 44.29, + "MassiveIntentClassification (sl)": 44.72, + "MassiveIntentClassification (sq)": 46.12, + "MassiveIntentClassification (sv)": 45.95, + "MassiveIntentClassification (sw)": 31.89, + "MassiveIntentClassification (ta)": 29.63, + "MassiveIntentClassification (te)": 36.03, + "MassiveIntentClassification (th)": 43.39, + "MassiveIntentClassification (tl)": 29.73, + "MassiveIntentClassification (tr)": 43.93, + "MassiveIntentClassification (ur)": 26.11, + "MassiveIntentClassification (vi)": 44.33, + "MassiveIntentClassification (zh-CN)": 40.62, + "MassiveIntentClassification (zh-TW)": 32.93, + "MassiveScenarioClassification (af)": 47.1, + "MassiveScenarioClassification (am)": 17.7, + "MassiveScenarioClassification (ar)": 45.21, + "MassiveScenarioClassification (az)": 28.21, + "MassiveScenarioClassification (bn)": 50.52, + "MassiveScenarioClassification (cy)": 22.58, + "MassiveScenarioClassification (da)": 54.87, + "MassiveScenarioClassification (de)": 54.34, + "MassiveScenarioClassification (el)": 55.47, + "MassiveScenarioClassification (en)": 55.92, + "MassiveScenarioClassification (es)": 52.77, + "MassiveScenarioClassification (fa)": 52.5, + "MassiveScenarioClassification (fi)": 52.63, + "MassiveScenarioClassification (fr)": 54.32, + "MassiveScenarioClassification (he)": 52.41, + "MassiveScenarioClassification (hi)": 47.37, + "MassiveScenarioClassification (hu)": 53.43, + "MassiveScenarioClassification (hy)": 33.57, + "MassiveScenarioClassification (id)": 54.38, + "MassiveScenarioClassification (is)": 49.78, + "MassiveScenarioClassification (it)": 54.84, + "MassiveScenarioClassification (ja)": 54.12, + "MassiveScenarioClassification (jv)": 32.71, + "MassiveScenarioClassification (ka)": 26.92, + "MassiveScenarioClassification (km)": 27.23, + "MassiveScenarioClassification (kn)": 10.06, + "MassiveScenarioClassification (ko)": 52.01, + "MassiveScenarioClassification (lv)": 44.82, + "MassiveScenarioClassification (ml)": 49.1, + "MassiveScenarioClassification (mn)": 21.51, + "MassiveScenarioClassification (ms)": 53.6, + "MassiveScenarioClassification (my)": 29.72, + "MassiveScenarioClassification (nb)": 43.9, + "MassiveScenarioClassification (nl)": 53.33, + "MassiveScenarioClassification (pl)": 52.92, + "MassiveScenarioClassification (pt)": 53.41, + "MassiveScenarioClassification (ro)": 50.48, + "MassiveScenarioClassification (ru)": 51.84, + "MassiveScenarioClassification (sl)": 51.29, + "MassiveScenarioClassification (sq)": 55.65, + "MassiveScenarioClassification (sv)": 54.64, + "MassiveScenarioClassification (sw)": 42.04, + "MassiveScenarioClassification (ta)": 36.72, + "MassiveScenarioClassification (te)": 42.08, + "MassiveScenarioClassification (th)": 52.15, + "MassiveScenarioClassification (tl)": 37.34, + "MassiveScenarioClassification (tr)": 52.56, + "MassiveScenarioClassification (ur)": 32.6, + "MassiveScenarioClassification (vi)": 50.97, + "MassiveScenarioClassification (zh-CN)": 50.22, + "MassiveScenarioClassification (zh-TW)": 42.32, + "ToxicConversationsClassification": 54.05, + "TweetSentimentExtractionClassification": 48.73 } ] }, "Clustering": { "v_measure": [ { - "Model": "text2vec-base-multilingual", - "AlloProfClusteringP2P": 49.11, - "AlloProfClusteringS2S": 32.72, - "HALClusteringS2S": 16.19, - "MLSUMClusteringP2P": 36.19, - "MLSUMClusteringS2S": 30.39, - "MasakhaNEWSClusteringP2P (fra)": 38.51, - "MasakhaNEWSClusteringS2S (fra)": 32.51 + "Model": "LASER2", + "AlloProfClusteringP2P": 48.45, + "AlloProfClusteringS2S": 25.81, + "ArxivClusteringP2P": 17.77, + "ArxivClusteringS2S": 12.39, + "BiorxivClusteringP2P": 12.4, + "BiorxivClusteringS2S": 8.83, + "HALClusteringS2S": 11.52, + "MLSUMClusteringP2P": 34.53, + "MLSUMClusteringS2S": 27.35, + "MasakhaNEWSClusteringP2P (fra)": 32.04, + "MasakhaNEWSClusteringS2S (fra)": 29.77, + "MedrxivClusteringP2P": 17.91, + "MedrxivClusteringS2S": 16.63, + "RedditClustering": 9.96, + "RedditClusteringP2P": 26.42, + "StackExchangeClustering": 15.79, + "StackExchangeClusteringP2P": 18.63, + "TwentyNewsgroupsClustering": 11.38 } ] }, "PairClassification": { "max_ap": [ { - "Model": "text2vec-base-multilingual", - "OpusparcusPC (fr)": 92.04, - "PawsXPairClassification (fr)": 65.57 + "Model": "LASER2", + "OpusparcusPC (fr)": 93.77, + "PawsXPairClassification (fr)": 69.53, + "SprintDuplicateQuestions": 65.54, + "TwitterSemEval2015": 59.57, + "TwitterURLCorpus": 81.47 }, { - "Model": "text2vec-base-multilingual", - "OpusparcusPC (fr)": 92.04, - "PawsXPairClassification (fr)": 65.6 + "Model": "LASER2", + "OpusparcusPC (fr)": 93.77, + "PawsXPairClassification (fr)": 70.31, + "SprintDuplicateQuestions": 68.48, + "TwitterSemEval2015": 59.57, + "TwitterURLCorpus": 81.47 } ] }, "Reranking": { "map": [ { - "Model": "text2vec-base-multilingual", - "AlloprofReranking": 51.48, - "SyntecReranking": 70.28 + "Model": "LASER2", + "AlloprofReranking": 35.29, + "AskUbuntuDupQuestions": 48.99, + "MindSmallReranking": 24.79, + "SciDocsRR": 54.99, + "StackOverflowDupQuestions": 36.98, + "SyntecReranking": 55.93 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text2vec-base-multilingual", - "AlloprofRetrieval": 18.9, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 14.81, - "SyntecRetrieval": 49.69, - "XPQARetrieval (fr)": 40.4 + "Model": "LASER2", + "AlloprofRetrieval": 3.1, + "ArguAna": 12.86, + "BSARDRetrieval": 0.36, + "CQADupstackRetrieval": 4.12, + "ClimateFEVER": 0.36, + "DBPedia": 1.53, + "FEVER": 0.77, + "FiQA2018": 1.73, + "HotpotQA": 5.5, + "MSMARCO": 1.09, + "MintakaRetrieval (fr)": 6.31, + "NFCorpus": 2.44, + "NQ": 0.64, + "QuoraRetrieval": 71.14, + "SCIDOCS": 0.78, + "SciFact": 4.04, + "SyntecRetrieval": 28.58, + "TRECCOVID": 10.97, + "Touche2020": 1.06, + "XPQARetrieval (fr)": 42.59 } ] }, "STS": { "cosine_spearman": [ { - "Model": "text2vec-base-multilingual", - "SICKFr": 77.25, - "STS22 (fr)": 74.1, - "STSBenchmarkMultilingualSTS (fr)": 83.48 + "Model": "LASER2", + "BIOSSES": 62.01, + "SICK-R": 62.86, + "SICKFr": 64.95, + "STS12": 62.6, + "STS13": 59.62, + "STS14": 57.03, + "STS15": 71.57, + "STS16": 70.75, + "STS17 (ar-ar)": 67.47, + "STS17 (en-ar)": 65.05, + "STS17 (en-de)": 66.66, + "STS17 (en-en)": 76.73, + "STS17 (en-tr)": 70.05, + "STS17 (es-en)": 55.3, + "STS17 (es-es)": 79.67, + "STS17 (fr-en)": 70.82, + "STS17 (it-en)": 70.98, + "STS17 (ko-ko)": 70.52, + "STS17 (nl-en)": 68.12, + "STS22 (ar)": 42.57, + "STS22 (de)": 25.69, + "STS22 (de-en)": 32.35, + "STS22 (de-fr)": 37.41, + "STS22 (de-pl)": 15.67, + "STS22 (en)": 39.76, + "STS22 (es)": 54.92, + "STS22 (es-en)": 54.34, + "STS22 (es-it)": 42.21, + "STS22 (fr)": 58.61, + "STS22 (fr-pl)": 39.44, + "STS22 (it)": 60.31, + "STS22 (pl)": 18.34, + "STS22 (pl-en)": 53.63, + "STS22 (ru)": 39.24, + "STS22 (tr)": 36.97, + "STS22 (zh)": 49.41, + "STS22 (zh-en)": 46.19, + "STSBenchmark": 69.77, + "STSBenchmarkMultilingualSTS (fr)": 69.82 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "text2vec-base-multilingual", - "SummEvalFr": 29.33 + "Model": "LASER2", + "SummEval": 26.8, + "SummEvalFr": 31.56 } ] }, @@ -12443,157 +10531,129 @@ "p-MRR": [] } }, - "rubert-tiny2": { + "gbert-large": { "BitextMining": { "f1": [] }, "Classification": { - "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, - "RuReviewsClassification (rus-Cyrl)": 56.99, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 45.63, - "RuSciBenchOECDClassification (rus-Cyrl)": 35.48 - } - ] + "accuracy": [] }, "Clustering": { "v_measure": [ { - "Model": "rubert-tiny2", - "GeoreviewClusteringP2P (rus-Cyrl)": 41.58, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 39.78, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 35.98 - } - ] - }, - "PairClassification": { - "max_ap": [ - { - "Model": "rubert-tiny2", - "TERRa (rus-Cyrl)": 51.87 - }, - { - "Model": "rubert-tiny2", - "TERRa (rus-Cyrl)": 51.87 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "rubert-tiny2", - "MIRACLReranking (rus-Cyrl)": 15.81 - }, - { - "Model": "rubert-tiny2", - "RuBQReranking (rus-Cyrl)": 46.09 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "rubert-tiny2", - "MIRACLRetrieval (rus-Cyrl)": 1.89, - "RiaNewsRetrieval (rus-Cyrl)": 13.92, - "RuBQRetrieval (rus-Cyrl)": 10.87 - } - ] - }, - "STS": { - "cosine_spearman": [ - { - "Model": "rubert-tiny2", - "RUParaPhraserSTS (rus-Cyrl)": 65.14, - "RuSTSBenchmarkSTS (rus-Cyrl)": 69.43, - "STS22 (rus-Cyrl)": 50.23 + "Model": "gbert-large", + "BlurbsClusteringP2P": 39.3, + "BlurbsClusteringS2S": 13.38, + "TenKGnadClusteringP2P": 41.69, + "TenKGnadClusteringS2S": 34.97 } ] }, + "PairClassification": { + "max_ap": [] + }, + "Reranking": { + "map": [] + }, + "Retrieval": { + "ndcg_at_10": [] + }, + "STS": { + "cosine_spearman": [] + }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [ - { - "Model": "rubert-tiny2", - "CEDRClassification (rus-Cyrl)": 36.87, - "SensitiveTopicsClassification (rus-Cyrl)": 22.03 - } - ] + "accuracy": [] }, "InstructionRetrieval": { "p-MRR": [] } }, - "text-similarity-curie-001": { + "sentence-camembert-large": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [] + "accuracy": [ + { + "Model": "sentence-camembert-large", + "AmazonReviewsClassification (fr)": 37.97, + "MTOPDomainClassification (fr)": 85.74, + "MTOPIntentClassification (fr)": 58.62, + "MasakhaNEWSClassification (fra)": 80.62, + "MassiveIntentClassification (fr)": 62.65, + "MassiveScenarioClassification (fr)": 69.29 + } + ] }, "Clustering": { "v_measure": [ { - "Model": "text-similarity-curie-001", - "RedditClustering": 40.79, - "StackExchangeClustering": 55.14, - "TwentyNewsgroupsClustering": 37.64 + "Model": "sentence-camembert-large", + "AlloProfClusteringP2P": 62.69, + "AlloProfClusteringS2S": 42.06, + "HALClusteringS2S": 23.9, + "MLSUMClusteringP2P": 42.04, + "MLSUMClusteringS2S": 32.29, + "MasakhaNEWSClusteringP2P (fra)": 54.51, + "MasakhaNEWSClusteringS2S (fra)": 44.73 } ] }, "PairClassification": { "max_ap": [ { - "Model": "text-similarity-curie-001", - "SprintDuplicateQuestions": 79.85, - "TwitterSemEval2015": 69.45, - "TwitterURLCorpus": 84.06 + "Model": "sentence-camembert-large", + "OpusparcusPC (fr)": 94.63, + "PawsXPairClassification (fr)": 59.59 + }, + { + "Model": "sentence-camembert-large", + "OpusparcusPC (fr)": 94.63, + "PawsXPairClassification (fr)": 59.61 } ] }, "Reranking": { "map": [ { - "Model": "text-similarity-curie-001", - "AskUbuntuDupQuestions": 55.09, - "SciDocsRR": 70.93, - "StackOverflowDupQuestions": 42.42 + "Model": "sentence-camembert-large", + "AlloprofReranking": 57.62, + "SyntecReranking": 88.15 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-similarity-curie-001", - "FiQA2018": 5.14, - "NFCorpus": 19.96, - "QuoraRetrieval": 83.11, - "SciFact": 46.68, - "TRECCOVID": 7.61 + "Model": "sentence-camembert-large", + "AlloprofRetrieval": 31.62, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 21.87, + "SyntecRetrieval": 81.11, + "XPQARetrieval (fr)": 65.62 } ] }, "STS": { "cosine_spearman": [ { - "Model": "text-similarity-curie-001", - "BIOSSES": 77.46, - "SICK-R": 77.26, - "STSBenchmark": 83.02 + "Model": "sentence-camembert-large", + "SICKFr": 77.7, + "STS22 (fr)": 81.73, + "STSBenchmarkMultilingualSTS (fr)": 85.79 } ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "sentence-camembert-large", + "SummEvalFr": 30.88 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -12602,7 +10662,7 @@ "p-MRR": [] } }, - "text-embedding-3-large-instruct": { + "bge-small-en-v1.5-instruct": { "BitextMining": { "f1": [] }, @@ -12621,22 +10681,22 @@ "Retrieval": { "ndcg_at_10": [ { - "Model": "text-embedding-3-large-instruct", - "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 + "Model": "bge-small-en-v1.5-instruct", + "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 } ] }, @@ -12649,1148 +10709,1556 @@ "MultilabelClassification": { "accuracy": [] }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "all-MiniLM-L6-v2": { - "BitextMining": { - "f1": [ - { - "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, - "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, - "Tatoeba (kur-Latn_eng-Latn)": 5.21, - "Tatoeba (fao-Latn_eng-Latn)": 5.33, - "Tatoeba (kat-Geor_eng-Latn)": 0.3, - "Tatoeba (hsb-Latn_eng-Latn)": 2.65, - "Tatoeba (tam-Taml_eng-Latn)": 0.33, - "Tatoeba (vie-Latn_eng-Latn)": 3.07, - "Tatoeba (pes-Arab_eng-Latn)": 0.0, - "Tatoeba (slk-Latn_eng-Latn)": 3.27, - "Tatoeba (bos-Latn_eng-Latn)": 5.58, - "Tatoeba (ukr-Cyrl_eng-Latn)": 0.3, - "Tatoeba (gsw-Latn_eng-Latn)": 11.33, - "Tatoeba (bre-Latn_eng-Latn)": 3.22, - "Tatoeba (uig-Arab_eng-Latn)": 0.2, - "Tatoeba (cbk-Latn_eng-Latn)": 7.04, - "Tatoeba (ile-Latn_eng-Latn)": 13.54, - "Tatoeba (lit-Latn_eng-Latn)": 0.92, - "Tatoeba (mar-Deva_eng-Latn)": 0.0, - "Tatoeba (tha-Thai_eng-Latn)": 0.3, - "Tatoeba (mhr-Cyrl_eng-Latn)": 0.0, - "Tatoeba (max-Deva_eng-Latn)": 6.93, - "Tatoeba (yid-Hebr_eng-Latn)": 0.14, - 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66.85, - "TwitterURLCorpus": 85.21 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "contriever-base-msmarco", - "AskUbuntuDupQuestions": 56.69, - "MindSmallReranking": 31.58, - "SciDocsRR": 76.51, - "StackOverflowDupQuestions": 47.78 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "contriever-base-msmarco", - "ArguAna": 48.32, - "CQADupstackRetrieval": 33.67, - "ClimateFEVER": 24.79, - "DBPedia": 38.1, - "FEVER": 59.29, - "FiQA2018": 27.42, - "HotpotQA": 56.81, - "MSMARCO": 36.77, - "NFCorpus": 31.32, - "NQ": 41.83, - "QuoraRetrieval": 86.72, - "SCIDOCS": 17.12, - "SciFact": 65.51, - "TRECCOVID": 44.77, - "Touche2020": 15.79 - } - ] - }, - "STS": { - "cosine_spearman": [ + "Model": "multilingual-e5-base", + "AFQMC (cmn-Hans)": 29.66, + "ATEC (cmn-Hans)": 37.01, + "BIOSSES": 85.05, + "BQ (cmn-Hans)": 45.45, + "CDSC-R (pol-Latn)": 90.09, + "LCQMC (cmn-Hans)": 74.15, + "PAWSX (cmn-Hans)": 12.13, + "RUParaPhraserSTS (rus-Cyrl)": 70.17, + "RuSTSBenchmarkSTS 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"STS22 (rus-Cyrl)": 60.67, + "STS22 (spa-Latn_eng-Latn)": 74.0, + "STS22 (en)": 62.26, + "STS22 (tur-Latn)": 63.71, + "STS22 (deu-Latn_pol-Latn)": 39.35, + "STSB (cmn-Hans)": 79.04, + "STSBenchmark": 85.64, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87, + "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68, + "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75, + "STSBenchmarkMultilingualSTS (en)": 85.64, + "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85, + "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93, + "STSBenchmarkMultilingualSTS (por-Latn)": 67.16, + "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96, + "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33 + }, { - "Model": "contriever-base-msmarco", - "BIOSSES": 83.32, - "SICK-R": 70.2, - "STS12": 64.34, - "STS13": 80.03, - "STS14": 74.51, - "STS15": 83.3, - "STS16": 79.67, - "STS17 (en-en)": 86.32, - "STS22 (en)": 64.64, - "STSBenchmark": 78.81 + "Model": "multilingual-e5-base", + "AFQMC": 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"Robust04InstructionRetrieval": -6.12 + "Model": "multilingual-e5-base", + "Core17InstructionRetrieval": 0.61, + "News21InstructionRetrieval": -1.14, + "Robust04InstructionRetrieval": -7.43 } ] } }, - "rubert-base-cased": { + "bert-base-25lang-cased": { "BitextMining": { - "f1": [ - { - "Model": "rubert-base-cased", - "Tatoeba (rus-Cyrl_eng-Latn)": 16.76 - } - ] + "f1": [] }, "Classification": { "accuracy": [ { - "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 + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "rubert-base-cased", - "GeoreviewClusteringP2P (rus-Cyrl)": 28.77, - "MLSUMClusteringP2P (rus-Cyrl)": 41.42, - "MLSUMClusteringS2S (rus-Cyrl)": 40.52, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 28.29, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 26.67 + "Model": "bert-base-25lang-cased", + "AlloProfClusteringP2P": 53.49, + "AlloProfClusteringS2S": 43.1, + "HALClusteringS2S": 19.78, + "MLSUMClusteringP2P": 40.73, + "MLSUMClusteringS2S": 31.94, + "MasakhaNEWSClusteringP2P (fra)": 24.23, + "MasakhaNEWSClusteringS2S (fra)": 24.46 } ] }, "PairClassification": { "max_ap": [ { - "Model": "rubert-base-cased", - "OpusparcusPC (rus-Cyrl)": 81.65, - "TERRa (rus-Cyrl)": 52.12 + "Model": "bert-base-25lang-cased", + "OpusparcusPC (fr)": 86.79, + "PawsXPairClassification (fr)": 53.39 }, { - "Model": "rubert-base-cased", - "OpusparcusPC (rus-Cyrl)": 81.65, - "TERRa (rus-Cyrl)": 53.17 + "Model": "bert-base-25lang-cased", + "OpusparcusPC (fr)": 87.78, + "PawsXPairClassification (fr)": 53.4 } ] }, "Reranking": { "map": [ { - "Model": "rubert-base-cased", - "MIRACLReranking (rus-Cyrl)": 13.27 - }, - { - "Model": "rubert-base-cased", - "RuBQReranking (rus-Cyrl)": 41.65 + "Model": "bert-base-25lang-cased", + "AlloprofReranking": 36.25, + "SyntecReranking": 53.25 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "rubert-base-cased", - "MIRACLRetrieval (rus-Cyrl)": 0.88, - "RiaNewsRetrieval (rus-Cyrl)": 5.58, - "RuBQRetrieval (rus-Cyrl)": 9.52 + "Model": "bert-base-25lang-cased", + "AlloprofRetrieval": 1.6, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 3.55, + "SyntecRetrieval": 18.95, + "XPQARetrieval (fr)": 18.46 } ] }, "STS": { "cosine_spearman": [ { - "Model": "rubert-base-cased", - "RUParaPhraserSTS (rus-Cyrl)": 49.72, - "RuSTSBenchmarkSTS (rus-Cyrl)": 53.95, - "STS22 (rus-Cyrl)": 34.98, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 53.76 + "Model": "bert-base-25lang-cased", + "SICKFr": 58.76, + "STS22 (fr)": 38.77, + "STSBenchmarkMultilingualSTS (fr)": 52.25 } ] }, "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [ - { - "Model": "rubert-base-cased", - "CEDRClassification (rus-Cyrl)": 33.59, - "SensitiveTopicsClassification (rus-Cyrl)": 18.8 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "text-embedding-3-small-instruct": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [ + "cosine_spearman": [ { - "Model": "text-embedding-3-small-instruct", - "ARCChallenge": 13.76, - "AlphaNLI": 21.14, - "HellaSwag": 27.2, - "PIQA": 29.59, - "Quail": 6.64, - "RARbCode": 72.14, - "RARbMath": 64.31, - "SIQA": 2.98, - "SpartQA": 3.58, - "TempReasonL1": 2.29, - "TempReasonL2Fact": 26.34, - "TempReasonL2Pure": 3.17, - "TempReasonL3Fact": 22.72, - "TempReasonL3Pure": 9.98, - "WinoGrande": 25.49 + "Model": "bert-base-25lang-cased", + "SummEvalFr": 28.84 } ] }, - "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, "MultilabelClassification": { "accuracy": [] }, @@ -13798,89 +12266,58 @@ "p-MRR": [] } }, - "flaubert_base_cased": { + "text-similarity-davinci-001": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [ - { - "Model": "flaubert_base_cased", - "AmazonReviewsClassification (fr)": 24.9, - "MTOPDomainClassification (fr)": 25.55, - "MTOPIntentClassification (fr)": 9.49, - "MasakhaNEWSClassification (fra)": 71.14, - "MassiveIntentClassification (fr)": 6.98, - "MassiveScenarioClassification (fr)": 11.41 - } - ] + "accuracy": [] }, "Clustering": { "v_measure": [ { - "Model": "flaubert_base_cased", - "AlloProfClusteringP2P": 52.86, - "AlloProfClusteringS2S": 14.46, - "HALClusteringS2S": 3.85, - "MLSUMClusteringP2P": 39.06, - "MLSUMClusteringS2S": 17.13, - "MasakhaNEWSClusteringP2P (fra)": 41.61, - "MasakhaNEWSClusteringS2S (fra)": 21.26 + "Model": "text-similarity-davinci-001", + "RedditClustering": 31.78, + "StackExchangeClustering": 36.86, + "TwentyNewsgroupsClustering": 29.33 } ] }, "PairClassification": { "max_ap": [ { - "Model": "flaubert_base_cased", - "OpusparcusPC (fr)": 82.15, - "PawsXPairClassification (fr)": 51.89 - }, - { - "Model": "flaubert_base_cased", - "OpusparcusPC (fr)": 82.15, - "PawsXPairClassification (fr)": 52.19 + "Model": "text-similarity-davinci-001", + "SprintDuplicateQuestions": 69.52, + "TwitterSemEval2015": 74.42, + "TwitterURLCorpus": 83.75 } ] }, "Reranking": { "map": [ { - "Model": "flaubert_base_cased", - "AlloprofReranking": 34.81, - "SyntecReranking": 55.88 + "Model": "text-similarity-davinci-001", + "AskUbuntuDupQuestions": 53.56, + "SciDocsRR": 68.7, + "StackOverflowDupQuestions": 39.41 } ] }, "Retrieval": { - "ndcg_at_10": [ - { - "Model": "flaubert_base_cased", - "AlloprofRetrieval": 1.63, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 0.58, - "SyntecRetrieval": 20.56, - "XPQARetrieval (fr)": 6.59 - } - ] + "ndcg_at_10": [] }, "STS": { "cosine_spearman": [ { - "Model": "flaubert_base_cased", - "SICKFr": 53.86, - "STS22 (fr)": 65.37, - "STSBenchmarkMultilingualSTS (fr)": 37.14 + "Model": "text-similarity-davinci-001", + "BIOSSES": 68.95, + "SICK-R": 78.72, + "STSBenchmark": 84.08 } ] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "flaubert_base_cased", - "SummEvalFr": 31.26 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -13940,234 +12377,118 @@ "p-MRR": [] } }, - "text-embedding-3-large-256": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [ - { - "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": { - "v_measure": [ - { - "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": { - "max_ap": [ - { - "Model": "text-embedding-3-large-256", - "SprintDuplicateQuestions": 89.02, - "TwitterSemEval2015": 76.56, - "TwitterURLCorpus": 87.09 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "text-embedding-3-large-256", - "AskUbuntuDupQuestions": 64.61, - "MindSmallReranking": 29.63, - "SciDocsRR": 84.25, - "StackOverflowDupQuestions": 53.46 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "text-embedding-3-large-256", - "ArguAna": 55.6, - "CQADupstackRetrieval": 42.28, - "ClimateFEVER": 25.8, - "DBPedia": 40.8, - "FEVER": 84.57, - "FiQA2018": 50.33, - "HotpotQA": 62.69, - "MSMARCO": 37.93, - "NFCorpus": 37.94, - "NQ": 56.64, - "QuoraRetrieval": 88.22, - "SCIDOCS": 20.44, - "SciFact": 73.1, - "TRECCOVID": 76.24, - "Touche2020": 22.31 - } - ] - }, - "STS": { - "cosine_spearman": [ - { - "Model": "text-embedding-3-large-256", - "BIOSSES": 84.87, - "SICK-R": 79.18, - "STS12": 71.98, - "STS13": 85.52, - "STS14": 80.5, - "STS15": 87.51, - "STS16": 84.48, - "STS17 (en-en)": 88.11, - "STS22 (en)": 65.92, - "STSBenchmark": 82.34 - } - ] - }, - "Summarization": { - "cosine_spearman": [ - { - "Model": "text-embedding-3-large-256", - "SummEval": 29.92 - } - ] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "LLM2Vec-Mistral-unsupervised": { + "bert-base-uncased": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "LLM2Vec-Mistral-unsupervised", - "AmazonCounterfactualClassification (en)": 76.94, - "AmazonPolarityClassification": 85.29, - "AmazonReviewsClassification (en)": 47.09, - "Banking77Classification": 86.16, - "EmotionClassification": 48.88, - "ImdbClassification": 77.95, - "MTOPDomainClassification (en)": 95.48, - "MTOPIntentClassification (en)": 82.84, - "MassiveIntentClassification (en)": 76.65, - "MassiveScenarioClassification (en)": 79.99, - "ToxicConversationsClassification": 70.71, - "TweetSentimentExtractionClassification": 60.9 + "Model": "bert-base-uncased", + "AmazonCounterfactualClassification (en)": 74.25, + "AmazonPolarityClassification": 71.33, + "AmazonReviewsClassification (en)": 33.56, + "Banking77Classification": 63.41, + "EmotionClassification": 35.28, + "ImdbClassification": 65.35, + "MTOPDomainClassification (en)": 82.63, + "MTOPIntentClassification (en)": 68.14, + "MassiveIntentClassification (en)": 59.88, + "MassiveScenarioClassification (en)": 64.28, + "ToxicConversationsClassification": 70.0, + "TweetSentimentExtractionClassification": 51.81 } ] }, "Clustering": { "v_measure": [ { - "Model": "LLM2Vec-Mistral-unsupervised", - "ArxivClusteringP2P": 47.56, - "ArxivClusteringS2S": 39.92, - "BiorxivClusteringP2P": 36.14, - "BiorxivClusteringS2S": 30.26, - "MedrxivClusteringP2P": 30.11, - "MedrxivClusteringS2S": 26.93, - "RedditClustering": 41.83, - "RedditClusteringP2P": 62.08, - "StackExchangeClustering": 67.34, - "StackExchangeClusteringP2P": 34.5, - "TwentyNewsgroupsClustering": 30.26 + "Model": "bert-base-uncased", + "ArxivClusteringP2P": 35.19, + "ArxivClusteringS2S": 27.51, + "BiorxivClusteringP2P": 30.12, + "BiorxivClusteringS2S": 24.77, + "MedrxivClusteringP2P": 26.09, + "MedrxivClusteringS2S": 23.6, + "RedditClustering": 27.24, + "RedditClusteringP2P": 43.32, + "StackExchangeClustering": 43.58, + "StackExchangeClusteringP2P": 26.55, + "TwentyNewsgroupsClustering": 23.35 } ] }, "PairClassification": { "max_ap": [ { - "Model": "LLM2Vec-Mistral-unsupervised", - "SprintDuplicateQuestions": 91.3, - "TwitterSemEval2015": 68.76, - "TwitterURLCorpus": 82.76 + "Model": "bert-base-uncased", + "SprintDuplicateQuestions": 36.81, + "TwitterSemEval2015": 55.9, + "TwitterURLCorpus": 76.29 }, { - "Model": "LLM2Vec-Mistral-unsupervised", - "SprintDuplicateQuestions": 91.3, - "TwitterSemEval2015": 68.76, - "TwitterURLCorpus": 82.76 + "Model": "bert-base-uncased", + "SprintDuplicateQuestions": 36.81, + "TwitterSemEval2015": 55.9, + "TwitterURLCorpus": 76.29 } ] }, "Reranking": { "map": [ { - "Model": "LLM2Vec-Mistral-unsupervised", - "AskUbuntuDupQuestions": 58.6, - "MindSmallReranking": 29.73, - "SciDocsRR": 77.81, - "StackOverflowDupQuestions": 49.8 + "Model": "bert-base-uncased", + "AskUbuntuDupQuestions": 45.84, + "MindSmallReranking": 28.37, + "SciDocsRR": 64.94, + "StackOverflowDupQuestions": 34.62 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LLM2Vec-Mistral-unsupervised", - "ArguAna": 51.0, - "CQADupstackRetrieval": 33.37, - "ClimateFEVER": 22.97, - "DBPedia": 25.48, - "FEVER": 45.11, - "FiQA2018": 27.24, - "HotpotQA": 54.54, - "MSMARCO": 19.13, - "NFCorpus": 27.16, - "NQ": 34.16, - "QuoraRetrieval": 84.4, - "SCIDOCS": 15.35, - "SciFact": 68.68, - "TRECCOVID": 55.67, - "Touche2020": 6.54 + "Model": "bert-base-uncased", + "ArguAna": 28.29, + "CQADupstackRetrieval": 5.51, + "ClimateFEVER": 5.41, + "DBPedia": 4.13, + "FEVER": 3.3, + "FiQA2018": 2.19, + "HotpotQA": 8.26, + "MSMARCO": 1.91, + "NFCorpus": 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"v_measure": [] + "v_measure": [ + { + "Model": "gelectra-large", + "BlurbsClusteringP2P": 13.96, + "BlurbsClusteringS2S": 7.57, + "TenKGnadClusteringP2P": 11.49, + "TenKGnadClusteringS2S": 3.91 + } + ] }, "PairClassification": { "max_ap": [] @@ -14195,26 +12524,7 @@ "map": [] }, "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bge-small-en-v1.5-instruct", - "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 - } - ] + "ndcg_at_10": [] }, "STS": { "cosine_spearman": [] @@ -14229,1005 +12539,820 @@ "p-MRR": [] } }, - "flaubert_base_uncased": { + "sentence-t5-large": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "sentence-t5-large", + "BUCC (de-en)": 87.0, + "BUCC (fr-en)": 88.91, + "BUCC (ru-en)": 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"Tatoeba (fin-eng)": 5.66, + "Tatoeba (fra-eng)": 79.71, + "Tatoeba (fry-eng)": 28.29, + "Tatoeba (gla-eng)": 2.34, + "Tatoeba (gle-eng)": 3.55, + "Tatoeba (glg-eng)": 56.25, + "Tatoeba (gsw-eng)": 24.25, + "Tatoeba (heb-eng)": 0.57, + "Tatoeba (hin-eng)": 0.12, + "Tatoeba (hrv-eng)": 10.29, + "Tatoeba (hsb-eng)": 9.52, + "Tatoeba (hun-eng)": 6.22, + "Tatoeba (hye-eng)": 0.81, + "Tatoeba (ido-eng)": 41.11, + "Tatoeba (ile-eng)": 54.0, + "Tatoeba (ina-eng)": 75.47, + "Tatoeba (ind-eng)": 13.02, + "Tatoeba (isl-eng)": 8.98, + "Tatoeba (ita-eng)": 67.23, + "Tatoeba (jav-eng)": 8.54, + "Tatoeba (jpn-eng)": 0.99, + "Tatoeba (kab-eng)": 1.85, + "Tatoeba (kat-eng)": 1.37, + "Tatoeba (kaz-eng)": 0.67, + "Tatoeba (khm-eng)": 0.56, + "Tatoeba (kor-eng)": 1.73, + "Tatoeba (kur-eng)": 9.23, + "Tatoeba (kzj-eng)": 5.38, + "Tatoeba (lat-eng)": 21.3, + "Tatoeba (lfn-eng)": 40.48, + "Tatoeba (lit-eng)": 5.38, + "Tatoeba (lvs-eng)": 6.83, + "Tatoeba (mal-eng)": 0.45, + "Tatoeba (mar-eng)": 0.01, + "Tatoeba (max-eng)": 16.44, + "Tatoeba (mhr-eng)": 0.33, + "Tatoeba (mkd-eng)": 0.4, + "Tatoeba (mon-eng)": 2.48, + "Tatoeba (nds-eng)": 34.66, + "Tatoeba (nld-eng)": 42.72, + "Tatoeba (nno-eng)": 24.08, + "Tatoeba (nob-eng)": 34.17, + "Tatoeba (nov-eng)": 55.01, + "Tatoeba (oci-eng)": 29.15, + "Tatoeba (orv-eng)": 0.2, + "Tatoeba (pam-eng)": 6.99, + "Tatoeba (pes-eng)": 0.9, + "Tatoeba (pms-eng)": 30.8, + "Tatoeba (pol-eng)": 12.81, + "Tatoeba (por-eng)": 73.45, + "Tatoeba (ron-eng)": 54.86, + "Tatoeba (rus-eng)": 2.43, + "Tatoeba (slk-eng)": 8.35, + "Tatoeba (slv-eng)": 9.3, + "Tatoeba (spa-eng)": 78.87, + "Tatoeba (sqi-eng)": 11.74, + "Tatoeba (srp-eng)": 5.83, + "Tatoeba (swe-eng)": 35.41, + "Tatoeba (swg-eng)": 28.18, + "Tatoeba (swh-eng)": 7.53, + "Tatoeba (tam-eng)": 0.36, + "Tatoeba (tat-eng)": 1.01, + "Tatoeba (tel-eng)": 1.1, + "Tatoeba (tgl-eng)": 12.4, + "Tatoeba (tha-eng)": 1.58, + "Tatoeba (tuk-eng)": 4.95, + "Tatoeba (tur-eng)": 6.45, + "Tatoeba (tzl-eng)": 37.82, + "Tatoeba (uig-eng)": 0.67, + "Tatoeba (ukr-eng)": 1.88, + "Tatoeba (urd-eng)": 0.0, + "Tatoeba (uzb-eng)": 4.79, + "Tatoeba (vie-eng)": 7.03, + "Tatoeba (war-eng)": 9.68, + "Tatoeba (wuu-eng)": 1.28, + "Tatoeba (xho-eng)": 10.64, + "Tatoeba (yid-eng)": 0.57, + "Tatoeba (yue-eng)": 0.88, + "Tatoeba (zsm-eng)": 14.67 + } + ] }, "Classification": { "accuracy": [ { - "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": "sentence-t5-large", + "AmazonCounterfactualClassification (de)": 67.97, + "AmazonCounterfactualClassification (en)": 75.51, + "AmazonCounterfactualClassification (en-ext)": 75.44, + "AmazonCounterfactualClassification (ja)": 45.72, + "AmazonPolarityClassification": 92.87, + "AmazonReviewsClassification (de)": 43.16, + "AmazonReviewsClassification (en)": 47.12, + "AmazonReviewsClassification (es)": 42.89, + "AmazonReviewsClassification (fr)": 41.48, + "AmazonReviewsClassification (ja)": 22.49, + "AmazonReviewsClassification (zh)": 22.12, + "Banking77Classification": 78.46, + "EmotionClassification": 51.74, + "ImdbClassification": 87.01, + "MTOPDomainClassification (de)": 80.56, + "MTOPDomainClassification (en)": 90.99, + "MTOPDomainClassification (es)": 80.78, + "MTOPDomainClassification (fr)": 79.6, + "MTOPDomainClassification (hi)": 21.22, + "MTOPDomainClassification (th)": 15.82, + "MTOPIntentClassification (de)": 52.5, + "MTOPIntentClassification (en)": 64.98, + "MTOPIntentClassification (es)": 52.07, + "MTOPIntentClassification (fr)": 47.73, + "MTOPIntentClassification (hi)": 3.74, + "MTOPIntentClassification (th)": 4.96, + "MasakhaNEWSClassification (fra)": 80.43, + "MassiveIntentClassification (af)": 38.41, + "MassiveIntentClassification (am)": 2.49, + "MassiveIntentClassification (ar)": 4.7, + "MassiveIntentClassification (az)": 31.77, + "MassiveIntentClassification (bn)": 2.77, + "MassiveIntentClassification (cy)": 31.69, + "MassiveIntentClassification (da)": 41.76, + "MassiveIntentClassification (de)": 52.01, + "MassiveIntentClassification (el)": 9.74, + "MassiveIntentClassification (en)": 71.78, + "MassiveIntentClassification (es)": 54.1, + "MassiveIntentClassification (fa)": 3.86, + "MassiveIntentClassification (fi)": 34.07, + "MassiveIntentClassification (fr)": 57.01, + "MassiveIntentClassification (he)": 2.14, + "MassiveIntentClassification (hi)": 2.97, + "MassiveIntentClassification (hu)": 32.01, + "MassiveIntentClassification (hy)": 3.17, + "MassiveIntentClassification (id)": 34.55, + "MassiveIntentClassification (is)": 32.0, + "MassiveIntentClassification (it)": 52.94, + "MassiveIntentClassification (ja)": 2.9, + "MassiveIntentClassification (jv)": 32.42, + "MassiveIntentClassification (ka)": 2.71, + "MassiveIntentClassification (km)": 5.5, + "MassiveIntentClassification (kn)": 2.41, + "MassiveIntentClassification (ko)": 2.57, + "MassiveIntentClassification (lv)": 35.09, + "MassiveIntentClassification (ml)": 2.95, + "MassiveIntentClassification (mn)": 18.33, + "MassiveIntentClassification (ms)": 29.69, + "MassiveIntentClassification (my)": 3.99, + "MassiveIntentClassification (nb)": 41.29, + "MassiveIntentClassification (nl)": 44.95, + "MassiveIntentClassification (pl)": 37.67, + "MassiveIntentClassification (pt)": 51.96, + "MassiveIntentClassification (ro)": 43.83, + "MassiveIntentClassification (ru)": 17.32, + "MassiveIntentClassification (sl)": 33.71, + "MassiveIntentClassification (sq)": 37.62, + "MassiveIntentClassification (sv)": 40.67, + "MassiveIntentClassification (sw)": 31.9, + "MassiveIntentClassification (ta)": 1.91, + "MassiveIntentClassification (te)": 2.54, + "MassiveIntentClassification (th)": 3.85, + "MassiveIntentClassification (tl)": 36.83, + "MassiveIntentClassification (tr)": 33.0, + "MassiveIntentClassification (ur)": 2.62, + "MassiveIntentClassification (vi)": 22.81, + "MassiveIntentClassification (zh-CN)": 1.09, + "MassiveIntentClassification (zh-TW)": 3.49, + "MassiveScenarioClassification (af)": 50.28, + "MassiveScenarioClassification (am)": 7.15, + "MassiveScenarioClassification (ar)": 12.12, + "MassiveScenarioClassification (az)": 39.68, + "MassiveScenarioClassification (bn)": 8.06, + "MassiveScenarioClassification (cy)": 38.01, + "MassiveScenarioClassification (da)": 51.44, + "MassiveScenarioClassification (de)": 62.71, + "MassiveScenarioClassification (el)": 17.19, + "MassiveScenarioClassification (en)": 73.16, + "MassiveScenarioClassification (es)": 59.56, + "MassiveScenarioClassification (fa)": 6.5, + "MassiveScenarioClassification (fi)": 41.72, + "MassiveScenarioClassification (fr)": 63.6, + "MassiveScenarioClassification (he)": 7.93, + "MassiveScenarioClassification (hi)": 7.85, + "MassiveScenarioClassification (hu)": 41.37, + "MassiveScenarioClassification (hy)": 9.42, + "MassiveScenarioClassification (id)": 44.88, + "MassiveScenarioClassification (is)": 40.86, + "MassiveScenarioClassification (it)": 60.09, + "MassiveScenarioClassification (ja)": 6.56, + "MassiveScenarioClassification (jv)": 40.18, + "MassiveScenarioClassification (ka)": 7.37, + "MassiveScenarioClassification (km)": 9.56, + "MassiveScenarioClassification (kn)": 8.4, + "MassiveScenarioClassification (ko)": 5.96, + "MassiveScenarioClassification (lv)": 41.44, + "MassiveScenarioClassification (ml)": 7.47, + "MassiveScenarioClassification (mn)": 25.36, + "MassiveScenarioClassification (ms)": 39.69, + "MassiveScenarioClassification (my)": 9.68, + "MassiveScenarioClassification (nb)": 49.92, + "MassiveScenarioClassification (nl)": 56.09, + "MassiveScenarioClassification (pl)": 45.2, + "MassiveScenarioClassification (pt)": 57.99, + "MassiveScenarioClassification (ro)": 56.0, + "MassiveScenarioClassification (ru)": 27.47, + 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"MasakhaNEWSClusteringS2S (fra)": 22.58 - } - ] - }, - "PairClassification": { - "max_ap": [ - { - "Model": "flaubert_base_uncased", - "OpusparcusPC (fr)": 82.0, - "PawsXPairClassification (fr)": 52.78 - }, - { - "Model": "flaubert_base_uncased", - "OpusparcusPC (fr)": 82.0, - "PawsXPairClassification (fr)": 52.89 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "flaubert_base_uncased", - "AlloprofReranking": 34.55, - "SyntecReranking": 57.18 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "flaubert_base_uncased", - "AlloprofRetrieval": 1.72, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 0.51, - "SyntecRetrieval": 22.33, - "XPQARetrieval (fr)": 9.09 - } - ] - }, - "STS": { - "cosine_spearman": [ - { - "Model": "flaubert_base_uncased", - "SICKFr": 41.9, - "STS22 (fr)": 55.15, - "STSBenchmarkMultilingualSTS (fr)": 33.41 - } - ] - }, - "Summarization": { - "cosine_spearman": [ - { - "Model": "flaubert_base_uncased", - "SummEvalFr": 29.43 + "Model": 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"Tatoeba (tzl-Latn_eng-Latn)": 34.83, - "Tatoeba (uzb-Latn_eng-Latn)": 59.11, - "Tatoeba (amh-Ethi_eng-Latn)": 74.11, - "Tatoeba (fry-Latn_eng-Latn)": 49.05, - "Tatoeba (mar-Deva_eng-Latn)": 85.94, - "Tatoeba (pes-Arab_eng-Latn)": 85.51, - "Tatoeba (por-Latn_eng-Latn)": 89.63, - "Tatoeba (hin-Deva_eng-Latn)": 92.36, - "Tatoeba (tat-Cyrl_eng-Latn)": 66.8, - "Tatoeba (sqi-Latn_eng-Latn)": 86.21, - "Tatoeba (cor-Latn_eng-Latn)": 5.24, - "Tatoeba (slk-Latn_eng-Latn)": 79.86, - "Tatoeba (dtp-Latn_eng-Latn)": 6.42, - "Tatoeba (jpn-Jpan_eng-Latn)": 77.43, - "Tatoeba (ell-Grek_eng-Latn)": 86.81, - "Tatoeba (lvs-Latn_eng-Latn)": 61.84, - "Tatoeba (cha-Latn_eng-Latn)": 24.88, - "Tatoeba (arz-Arab_eng-Latn)": 53.35, - "Tatoeba (dsb-Latn_eng-Latn)": 29.87, - "Tatoeba (kor-Hang_eng-Latn)": 73.74, - "Tatoeba (srp-Cyrl_eng-Latn)": 83.06, - "Tatoeba (mal-Mlym_eng-Latn)": 94.78, - "Tatoeba (hye-Armn_eng-Latn)": 83.81, - "Tatoeba (spa-Latn_eng-Latn)": 93.01, - "Tatoeba (ara-Arab_eng-Latn)": 76.09, - 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"TwitterURLCorpus": 86.14 } ] }, - "Classification": { - "accuracy": [ + "Reranking": { + "map": [ { - "Model": "multilingual-e5-small", - "AllegroReviews (pol-Latn)": 37.33, - "AllegroReviews": 37.42, - "AmazonCounterfactualClassification (en-ext)": 73.07, - "AmazonCounterfactualClassification (en)": 71.87, - "AmazonCounterfactualClassification (deu-Latn)": 71.72, - "AmazonCounterfactualClassification (jpn-Jpan)": 61.46, - "AmazonPolarityClassification": 88.61, - "AmazonReviewsClassification (en)": 45.75, - "AmazonReviewsClassification (deu-Latn)": 41.07, - "AmazonReviewsClassification (spa-Latn)": 41.37, - "AmazonReviewsClassification (fra-Latn)": 39.47, - "AmazonReviewsClassification (jpn-Jpan)": 38.55, - "AmazonReviewsClassification (cmn-Hans)": 38.31, - "AmazonReviewsClassification (fr)": 39.68, - "AngryTweetsClassification (dan-Latn)": 56.27, - "AngryTweetsClassification": 53.57, - "Banking77Classification": 70.44, - "CBD (pol-Latn)": 63.33, - "CBD": 63.25, - 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"v_measure": [ + { + "Model": "text2vec-base-multilingual", + "AlloProfClusteringP2P": 49.11, + "AlloProfClusteringS2S": 32.72, + "HALClusteringS2S": 16.19, + "MLSUMClusteringP2P": 36.19, + "MLSUMClusteringS2S": 30.39, + "MasakhaNEWSClusteringP2P (fra)": 38.51, + "MasakhaNEWSClusteringS2S (fra)": 32.51 + } + ] + }, + "PairClassification": { + "max_ap": [ + { + "Model": "text2vec-base-multilingual", + "OpusparcusPC (fr)": 92.04, + "PawsXPairClassification (fr)": 65.57 }, { - "Model": "multilingual-e5-small", - "LEMBNeedleRetrieval": 30.75, - "LEMBPasskeyRetrieval": 38.25 + "Model": "text2vec-base-multilingual", + "OpusparcusPC (fr)": 92.04, + "PawsXPairClassification (fr)": 65.6 } ] }, - "STS": { - "cosine_spearman": [ + "Reranking": { + "map": [ { - "Model": "multilingual-e5-small", - "AFQMC (cmn-Hans)": 25.21, - "ATEC (cmn-Hans)": 35.14, - "BIOSSES": 82.46, - "BQ (cmn-Hans)": 43.27, - "CDSC-R (pol-Latn)": 90.27, - "LCQMC (cmn-Hans)": 72.7, - "PAWSX (cmn-Hans)": 11.0, - "RUParaPhraserSTS (rus-Cyrl)": 70.46, - "RuSTSBenchmarkSTS (rus-Cyrl)": 78.08, - "SICK-R": 77.51, - "SICK-R-PL (pol-Latn)": 69.45, - "SICKFr (fra-Latn)": 74.67, - "STS12": 76.56, - "STS13": 76.97, - "STS14": 75.52, - "STS15": 87.12, - "STS16": 83.63, - "STS17 (ita-Latn_eng-Latn)": 77.31, - "STS17 (eng-Latn_ara-Arab)": 57.39, - "STS17 (en-en)": 86.42, - "STS17 (eng-Latn_tur-Latn)": 55.93, - "STS17 (ara-Arab)": 73.0, - "STS17 (nld-Latn_eng-Latn)": 75.43, - "STS17 (kor-Hang)": 78.87, - "STS17 (fra-Latn_eng-Latn)": 72.28, - "STS17 (spa-Latn)": 84.83, - "STS17 (eng-Latn_deu-Latn)": 76.82, - "STS17 (spa-Latn_eng-Latn)": 72.43, - "STS22 (pol-Latn_eng-Latn)": 72.69, - "STS22 (deu-Latn_eng-Latn)": 56.07, - "STS22 (spa-Latn)": 66.86, - "STS22 (ara-Arab)": 56.65, - "STS22 (rus-Cyrl)": 59.9, - "STS22 (deu-Latn)": 53.45, - "STS22 (cmn-Hans_eng-Latn)": 65.32, - "STS22 (en)": 61.25, - "STS22 (fra-Latn)": 76.58, - "STS22 (ita-Latn)": 76.53, - "STS22 (spa-Latn_ita-Latn)": 71.74, - "STS22 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25.21, - "ATEC (cmn-Hans)": 35.14, - "BIOSSES": 82.46, - "BQ (cmn-Hans)": 43.27, - "CDSC-R (pol-Latn)": 90.27, - "LCQMC (cmn-Hans)": 72.7, - "PAWSX (cmn-Hans)": 11.0, - "RUParaPhraserSTS (rus-Cyrl)": 70.46, - "RuSTSBenchmarkSTS (rus-Cyrl)": 78.08, - "SICK-R": 77.51, - "SICK-R-PL (pol-Latn)": 69.45, - "SICKFr (fra-Latn)": 74.67, - "STS12": 76.56, - "STS13": 76.97, - "STS14": 75.52, - "STS15": 87.12, - "STS16": 83.63, - "STS17 (ita-Latn_eng-Latn)": 77.31, - "STS17 (eng-Latn_ara-Arab)": 57.39, - "STS17 (en-en)": 86.42, - "STS17 (eng-Latn_tur-Latn)": 55.93, - "STS17 (ara-Arab)": 73.0, - "STS17 (nld-Latn_eng-Latn)": 75.43, - "STS17 (kor-Hang)": 78.87, - "STS17 (fra-Latn_eng-Latn)": 72.28, - "STS17 (spa-Latn)": 84.83, - "STS17 (eng-Latn_deu-Latn)": 76.82, - "STS17 (spa-Latn_eng-Latn)": 72.43, - "STS22 (pol-Latn_eng-Latn)": 72.69, - "STS22 (deu-Latn_eng-Latn)": 56.07, - "STS22 (spa-Latn)": 66.86, - "STS22 (ara-Arab)": 56.65, - "STS22 (rus-Cyrl)": 59.9, - "STS22 (deu-Latn)": 53.45, - "STS22 (cmn-Hans_eng-Latn)": 65.32, - "STS22 (en)": 61.25, - "STS22 (fra-Latn)": 76.58, - "STS22 (ita-Latn)": 76.53, - "STS22 (spa-Latn_ita-Latn)": 71.74, - "STS22 (spa-Latn_eng-Latn)": 74.2, - "STS22 (deu-Latn_fra-Latn)": 60.62, - "STS22 (tur-Latn)": 63.69, - "STS22 (pol-Latn)": 35.78, - "STS22 (fra-Latn_pol-Latn)": 84.52, - "STS22 (cmn-Hans)": 66.85, - "STS22 (deu-Latn_pol-Latn)": 28.24, - "STSB (cmn-Hans)": 77.73, - "STSBenchmark": 84.11, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 78.49, - "STSBenchmarkMultilingualSTS (pol-Latn)": 72.61, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.24, - "STSBenchmarkMultilingualSTS (en)": 84.11, - "STSBenchmarkMultilingualSTS (por-Latn)": 77.39, - "STSBenchmarkMultilingualSTS (ita-Latn)": 78.21, - "STSBenchmarkMultilingualSTS (fra-Latn)": 79.2, - "STSBenchmarkMultilingualSTS (deu-Latn)": 79.17, - "STSBenchmarkMultilingualSTS (nld-Latn)": 76.04, - "STSBenchmarkMultilingualSTS (spa-Latn)": 80.31 - }, + "Model": "text2vec-base-multilingual", + "AlloprofRetrieval": 18.9, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 14.81, + "SyntecRetrieval": 49.69, + "XPQARetrieval (fr)": 40.4 + } + ] + }, + "STS": { + "cosine_spearman": [ { - "Model": "multilingual-e5-small", - "AFQMC": 25.21, - "ATEC": 35.14, - "BQ": 43.27, - "CDSC-R": 90.27, - "LCQMC": 72.7, - "PAWSX": 11.01, - "QBQTC": 30.25, - "SICK-R-PL": 69.46, - "SICKFr": 75.62, - "STS22 (pl)": 35.8, - "STSB": 77.73, - "STSBenchmarkMultilingualSTS (fr)": 79.32 + "Model": "text2vec-base-multilingual", + "SICKFr": 77.25, + "STS22 (fr)": 74.1, + "STSBenchmarkMultilingualSTS (fr)": 83.48 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "multilingual-e5-small", - "SummEval": 30.04, - "SummEvalFr (fra-Latn)": 31.14 - }, + "Model": "text2vec-base-multilingual", + "SummEvalFr": 29.33 + } + ] + }, + "MultilabelClassification": { + "accuracy": [] + }, + "InstructionRetrieval": { + "p-MRR": [] + } + }, + "luotuo-bert-medium": { + "BitextMining": { + "f1": [] + }, + "Classification": { + "accuracy": [ { - "Model": "multilingual-e5-small", - "SummEval": 30.04, - "SummEvalFr (fra-Latn)": 31.14 + "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 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "luotuo-bert-medium", + "CLSClusteringP2P": 37.01, + "CLSClusteringS2S": 33.46, + "ThuNewsClusteringP2P": 58.83, + "ThuNewsClusteringS2S": 48.26 + } + ] + }, + "PairClassification": { + "max_ap": [ + { + "Model": "luotuo-bert-medium", + "Cmnli": 72.55, + "Ocnli": 60.7 }, { - "Model": "multilingual-e5-small", - "SummEvalFr": 31.85 + "Model": "luotuo-bert-medium", + "Cmnli": 72.55, + "Ocnli": 60.74 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "luotuo-bert-medium", + "CMedQAv1": 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"News21InstructionRetrieval": 0.54, - "Robust04InstructionRetrieval": -7.62 - } - ] + "p-MRR": [] } }, - "bge-large-zh-v1.5": { + "e5-base": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "e5-base", + "BornholmBitextMining": 40.09 + } + ] }, "Classification": { "accuracy": [ { - "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 + "Model": "e5-base", + "AngryTweetsClassification": 45.06, + "DKHateClassification": 58.51, + "DanishPoliticalCommentsClassification": 28.43, + "LccSentimentClassification": 37.47, + "MassiveIntentClassification (da)": 44.25, + "MassiveIntentClassification (nb)": 41.57, + "MassiveIntentClassification (sv)": 41.34, + "MassiveScenarioClassification (da)": 52.99, + "MassiveScenarioClassification (nb)": 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65.33, - "MMarcoRetrieval": 79.23, - "MedicalRetrieval": 59.59, - "T2Retrieval": 83.99, - "VideoRetrieval": 73.32 + "Model": "e5-base", + "LEMBNarrativeQARetrieval": 25.31, + "LEMBQMSumRetrieval": 23.83, + "LEMBSummScreenFDRetrieval": 74.67, + "LEMBWikimQARetrieval": 55.85 + }, + { + "Model": "e5-base", + "LEMBNeedleRetrieval": 28.5, + "LEMBPasskeyRetrieval": 33.25 } ] }, "STS": { - "cosine_spearman": [ - { - "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 - } - ] + "cosine_spearman": [] }, "Summarization": { "cosine_spearman": [] @@ -15239,702 +13364,1013 @@ "p-MRR": [] } }, - "google-gecko-256.text-embedding-preview-0409": { + "multilingual-e5-small": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "multilingual-e5-small", + "BornholmBitextMining (dan-Latn)": 37.15, + "BornholmBitextMining": 43.89, + "Tatoeba (dan-Latn_eng-Latn)": 86.38, + "Tatoeba 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"BrightRetrieval (pony)": 0.36, - "BrightRetrieval (psychology)": 11.58, - "BrightRetrieval (stackoverflow)": 13.25, - "BrightRetrieval (robotics)": 10.89, - "BrightRetrieval (earth_science)": 27.73, - "BrightRetrieval (biology)": 16.42, - "BrightRetrieval (economics)": 20.87, - "BrightRetrieval (sustainable_living)": 16.9 - } - ] + "ndcg_at_10": [] }, "STS": { "cosine_spearman": [] @@ -16024,7 +14408,14 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [] + "p-MRR": [ + { + "Model": "monobert-large-msmarco", + "Core17InstructionRetrieval": -0.24, + "News21InstructionRetrieval": -0.8, + "Robust04InstructionRetrieval": -9.36 + } + ] } }, "text-search-ada-001": { @@ -16084,109 +14475,62 @@ "p-MRR": [] } }, - "xlm-roberta-base": { + "bge-base-en-v1.5": { "BitextMining": { - "f1": [ - { - "Model": "xlm-roberta-base", - "BornholmBitextMining": 4.42 - } - ] + "f1": [] }, "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 - } - ] + "accuracy": [] }, "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 + "Model": "bge-base-en-v1.5", + "BiorxivClusteringP2P": 39.44, + "BiorxivClusteringS2S": 36.62, + "MedrxivClusteringP2P": 33.21, + "MedrxivClusteringS2S": 31.68, + "RedditClustering": 56.61, + "RedditClusteringP2P": 62.66, + "StackExchangeClustering": 66.11, + "StackExchangeClusteringP2P": 35.24, + "TwentyNewsgroupsClustering": 50.75 } ] }, "PairClassification": { - "max_ap": [ - { - "Model": "xlm-roberta-base", - "OpusparcusPC (fr)": 85.45, - "PawsXPairClassification (fr)": 51.35 - }, - { - "Model": "xlm-roberta-base", - "OpusparcusPC (fr)": 85.91, - "PawsXPairClassification (fr)": 51.73 - } - ] + "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 - } - ] - }, - "STS": { - "cosine_spearman": [ - { - "Model": "xlm-roberta-base", - "SICKFr": 48.62, - "STS22 (fr)": 56.72, - "STSBenchmarkMultilingualSTS (fr)": 46.23 + "Model": "bge-base-en-v1.5", + "ARCChallenge": 9.66, + "AlphaNLI": 10.99, + "HellaSwag": 26.64, + "PIQA": 25.69, + "Quail": 1.42, + "RARbCode": 46.47, + "RARbMath": 46.86, + "SIQA": 0.94, + "SpartQA": 3.37, + "TempReasonL1": 1.07, + "TempReasonL2Fact": 17.23, + "TempReasonL2Pure": 1.29, + "TempReasonL3Fact": 13.36, + "TempReasonL3Pure": 5.2, + "WinoGrande": 13.76 } ] }, + "STS": { + "cosine_spearman": [] + }, "Summarization": { - "cosine_spearman": [ - { - "Model": "xlm-roberta-base", - "SummEvalFr": 29.14 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -16195,385 +14539,331 @@ "p-MRR": [] } }, - "gtr-t5-xl": { + "allenai-specter": { 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"Summarization": { - "cosine_spearman": [ - { - "Model": "gtr-t5-xl", - "SummEval": 30.21 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -16582,7 +14872,7 @@ "p-MRR": [] } }, - "nomic-embed-text-v1": { + "bge-large-en-v1.5-instruct": { "BitextMining": { "f1": [] }, @@ -16601,24 +14891,152 @@ "Retrieval": { "ndcg_at_10": [ { - "Model": "nomic-embed-text-v1", - "LEMBNarrativeQARetrieval": 41.23, - "LEMBQMSumRetrieval": 36.65, - "LEMBSummScreenFDRetrieval": 92.97, - "LEMBWikimQARetrieval": 73.75 + "Model": "bge-large-en-v1.5-instruct", + "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 + } + ] + }, + "STS": { + "cosine_spearman": [] + }, + "Summarization": { + "cosine_spearman": [] + }, + "MultilabelClassification": { + "accuracy": [] + }, + "InstructionRetrieval": { + "p-MRR": [] + } + }, + "nomic-embed-text-v1.5-256": { + "BitextMining": { + "f1": [] + }, + "Classification": { + "accuracy": [ + { + "Model": "nomic-embed-text-v1.5-256", + "AmazonCounterfactualClassification (en)": 72.94, + "AmazonPolarityClassification": 91.35, + "AmazonReviewsClassification (en)": 45.73, + "Banking77Classification": 83.69, + "EmotionClassification": 45.88, + "ImdbClassification": 83.99, + "MTOPDomainClassification (en)": 91.68, + "MTOPIntentClassification (en)": 72.47, + "MassiveIntentClassification (en)": 71.76, + "MassiveScenarioClassification (en)": 75.67, + "ToxicConversationsClassification": 70.87, + "TweetSentimentExtractionClassification": 59.2 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "nomic-embed-text-v1.5-256", + "ArxivClusteringP2P": 44.82, + "ArxivClusteringS2S": 35.32, + "BiorxivClusteringP2P": 38.19, + 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"gte-Qwen1.5-7B-instruct", - "SummEval": 31.46 + "Model": "sentence-t5-base", + "SummEval": 31.39, + "SummEvalFr": 30.01 } ] }, @@ -16810,90 +15338,146 @@ "p-MRR": [] } }, - "flaubert_large_cased": { + "udever-bloom-560m": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "flaubert_large_cased", - "AmazonReviewsClassification (fr)": 22.45, - "MTOPDomainClassification (fr)": 24.27, - "MTOPIntentClassification (fr)": 9.79, - "MasakhaNEWSClassification (fra)": 55.64, - "MassiveIntentClassification (fr)": 16.41, - "MassiveScenarioClassification (fr)": 22.72 + "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": "flaubert_large_cased", - "AlloProfClusteringP2P": 40.85, - "AlloProfClusteringS2S": 21.76, - "HALClusteringS2S": 5.26, - "MLSUMClusteringP2P": 38.09, - "MLSUMClusteringS2S": 18.71, - "MasakhaNEWSClusteringP2P (fra)": 26.43, - "MasakhaNEWSClusteringS2S (fra)": 24.68 + "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": "flaubert_large_cased", - "OpusparcusPC (fr)": 74.78, - "PawsXPairClassification (fr)": 54.14 + "Model": "udever-bloom-560m", + "OpusparcusPC (fr)": 82.1, + "PawsXPairClassification (fr)": 59.69 }, { - "Model": "flaubert_large_cased", - "OpusparcusPC (fr)": 85.91, - "PawsXPairClassification (fr)": 54.94 + "Model": "udever-bloom-560m", + "OpusparcusPC (fr)": 85.87, + "PawsXPairClassification (fr)": 61.99 } ] }, "Reranking": { "map": [ { - "Model": 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"MultilabelClassification": { + "accuracy": [] + }, + "InstructionRetrieval": { + "p-MRR": [] + } + }, + "norbert3-large": { + "BitextMining": { + "f1": [ + { + "Model": "norbert3-large", + "BornholmBitextMining": 2.9 + } + ] + }, + "Classification": { + "accuracy": [ + { + "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": [] + }, + "PairClassification": { + "max_ap": [] + }, + "Reranking": { + "map": [] + }, + "Retrieval": { + "ndcg_at_10": [] + }, + "STS": { + "cosine_spearman": [] + }, + "Summarization": { + "cosine_spearman": [] + }, "MultilabelClassification": { "accuracy": [] }, @@ -16901,53 +15485,77 @@ "p-MRR": [] } }, - "text-similarity-babbage-001": { + "sbert_large_nlu_ru": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [] + "accuracy": [ + { + "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": [ { - "Model": "text-similarity-babbage-001", - "RedditClustering": 45.64, - "StackExchangeClustering": 53.01, - "TwentyNewsgroupsClustering": 42.01 + "Model": "sbert_large_nlu_ru", + "GeoreviewClusteringP2P (rus-Cyrl)": 57.12, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 49.7, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48 } ] }, "PairClassification": { "max_ap": [ { - "Model": "text-similarity-babbage-001", - "SprintDuplicateQuestions": 76.46, - "TwitterSemEval2015": 70.85, - "TwitterURLCorpus": 85.08 + "Model": "sbert_large_nlu_ru", + "TERRa (rus-Cyrl)": 50.17 + }, + { + "Model": "sbert_large_nlu_ru", + "TERRa (rus-Cyrl)": 50.17 } ] }, "Reranking": { "map": [ { - "Model": "text-similarity-babbage-001", - "AskUbuntuDupQuestions": 54.68, - "SciDocsRR": 72.78, - "StackOverflowDupQuestions": 40.65 + "Model": "sbert_large_nlu_ru", + "MIRACLReranking (rus-Cyrl)": 18.8 + }, + { + "Model": "sbert_large_nlu_ru", + "RuBQReranking (rus-Cyrl)": 46.81 } ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "sbert_large_nlu_ru", + "MIRACLRetrieval (rus-Cyrl)": 1.98, + "RiaNewsRetrieval (rus-Cyrl)": 11.11, + "RuBQRetrieval (rus-Cyrl)": 12.45 + } + ] }, "STS": { "cosine_spearman": [ { - "Model": "text-similarity-babbage-001", - "BIOSSES": 78.12, - "SICK-R": 77.02, - "STSBenchmark": 84.32 + "Model": "sbert_large_nlu_ru", + "RUParaPhraserSTS (rus-Cyrl)": 62.06, + "RuSTSBenchmarkSTS (rus-Cyrl)": 58.82, + "STS22 (rus-Cyrl)": 50.75 } ] }, @@ -16955,149 +15563,99 @@ "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [] + "accuracy": [ + { + "Model": "sbert_large_nlu_ru", + "CEDRClassification (rus-Cyrl)": 35.84, + "SensitiveTopicsClassification (rus-Cyrl)": 27.9 + } + ] }, "InstructionRetrieval": { "p-MRR": [] } }, - "google-gecko.text-embedding-preview-0409": { + "flaubert_large_cased": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "google-gecko.text-embedding-preview-0409", - "AmazonCounterfactualClassification (en)": 75.34, - "AmazonPolarityClassification": 97.34, - "AmazonReviewsClassification (en)": 51.17, - "Banking77Classification": 88.62, - "EmotionClassification": 52.51, - "ImdbClassification": 95.65, - "MTOPDomainClassification (en)": 98.35, - "MTOPIntentClassification (en)": 83.43, - "MassiveIntentClassification (en)": 80.22, - "MassiveScenarioClassification (en)": 87.19, - "ToxicConversationsClassification": 89.67, - "TweetSentimentExtractionClassification": 74.52 + "Model": "flaubert_large_cased", + "AmazonReviewsClassification (fr)": 22.45, + "MTOPDomainClassification (fr)": 24.27, + "MTOPIntentClassification (fr)": 9.79, + "MasakhaNEWSClassification (fra)": 55.64, + "MassiveIntentClassification (fr)": 16.41, + "MassiveScenarioClassification (fr)": 22.72 } ] }, "Clustering": { "v_measure": [ { - "Model": "google-gecko.text-embedding-preview-0409", - "ArxivClusteringP2P": 46.27, - "ArxivClusteringS2S": 38.36, - "BiorxivClusteringP2P": 37.87, - "BiorxivClusteringS2S": 35.67, - "MedrxivClusteringP2P": 33.11, - "MedrxivClusteringS2S": 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"PawsXPairClassification (fr)": 54.94 } ] }, "Reranking": { "map": [ { - "Model": "google-gecko.text-embedding-preview-0409", - "AskUbuntuDupQuestions": 64.4, - "MindSmallReranking": 33.07, - "SciDocsRR": 83.59, - "StackOverflowDupQuestions": 54.56 + "Model": "flaubert_large_cased", + "AlloprofReranking": 26.29, + "SyntecReranking": 42.8 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "google-gecko.text-embedding-preview-0409", - "ArguAna": 62.18, - "BrightRetrieval (earth_science)": 34.38, - "BrightRetrieval (leetcode)": 29.64, - "BrightRetrieval (theoremqa_questions)": 21.51, - "BrightRetrieval (aops)": 9.33, - "BrightRetrieval (sustainable_living)": 17.25, - "BrightRetrieval (pony)": 3.59, - "BrightRetrieval (theoremqa_theorems)": 14.31, - "BrightRetrieval (stackoverflow)": 17.93, - "BrightRetrieval (biology)": 22.98, - "BrightRetrieval (robotics)": 15.98, - "BrightRetrieval (economics)": 19.5, - "BrightRetrieval (psychology)": 27.86, - "CQADupstackRetrieval": 48.89, - 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"STS12": 77.59, - "STS13": 90.36, - "STS14": 85.25, - "STS15": 89.66, - "STS16": 87.34, - "STS17 (en-en)": 92.06, - "STS22 (en)": 68.02, - "STSBenchmark": 88.99 + "Model": "flaubert_large_cased", + "SICKFr": 34.6, + "STS22 (fr)": 48.52, + "STSBenchmarkMultilingualSTS (fr)": 15.66 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "google-gecko.text-embedding-preview-0409", - "SummEval": 32.63 + "Model": "flaubert_large_cased", + "SummEvalFr": 29.25 } ] }, @@ -17105,128 +15663,121 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "Core17InstructionRetrieval": 5.44, - "News21InstructionRetrieval": 3.94, - "Robust04InstructionRetrieval": -2.4 - } - ] + "p-MRR": [] } }, - "msmarco-bert-co-condensor": { + "sup-simcse-bert-base-uncased": { "BitextMining": { "f1": [] }, "Classification": { "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": [ - { - "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 + "Model": "sup-simcse-bert-base-uncased", + "AmazonCounterfactualClassification (en)": 75.75, + "AmazonPolarityClassification": 82.47, + "AmazonReviewsClassification (en)": 39.6, + "Banking77Classification": 75.76, + "EmotionClassification": 44.81, + "ImdbClassification": 73.53, + "MTOPDomainClassification (en)": 84.29, + "MTOPIntentClassification (en)": 63.14, + "MassiveIntentClassification (en)": 65.95, + "MassiveScenarioClassification (en)": 70.78, + "ToxicConversationsClassification": 72.04, + "TweetSentimentExtractionClassification": 59.73 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "sup-simcse-bert-base-uncased", + "ArxivClusteringP2P": 35.18, + "ArxivClusteringS2S": 27.54, + "BiorxivClusteringP2P": 30.15, + "BiorxivClusteringS2S": 24.67, + "MedrxivClusteringP2P": 26.25, + "MedrxivClusteringS2S": 24.12, + "RedditClustering": 40.23, + "RedditClusteringP2P": 47.74, + "StackExchangeClustering": 47.55, + "StackExchangeClusteringP2P": 29.45, + "TwentyNewsgroupsClustering": 34.86 } ] }, "PairClassification": { "max_ap": [ { - "Model": "msmarco-bert-co-condensor", - "SprintDuplicateQuestions": 96.09, - "TwitterSemEval2015": 65.95, - "TwitterURLCorpus": 83.17 + "Model": "sup-simcse-bert-base-uncased", + "SprintDuplicateQuestions": 69.39, + "TwitterSemEval2015": 67.75, + "TwitterURLCorpus": 83.89 }, { - "Model": "msmarco-bert-co-condensor", - "SprintDuplicateQuestions": 96.09, - "TwitterSemEval2015": 65.95, - "TwitterURLCorpus": 83.17 + "Model": "sup-simcse-bert-base-uncased", + "SprintDuplicateQuestions": 73.04, + "TwitterSemEval2015": 67.75, + "TwitterURLCorpus": 83.89 } ] }, "Reranking": { "map": [ { - "Model": "msmarco-bert-co-condensor", - "AskUbuntuDupQuestions": 58.99, - "MindSmallReranking": 27.13, - "SciDocsRR": 72.78, - "StackOverflowDupQuestions": 48.48 + "Model": "sup-simcse-bert-base-uncased", + "AskUbuntuDupQuestions": 51.8, + "MindSmallReranking": 29.3, + "SciDocsRR": 70.14, + "StackOverflowDupQuestions": 38.9 } ] }, "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 + "Model": "sup-simcse-bert-base-uncased", + "ArguAna": 38.33, + "CQADupstackRetrieval": 14.5, + "ClimateFEVER": 11.98, + "DBPedia": 19.73, + "FEVER": 20.41, + "FiQA2018": 10.41, + "HotpotQA": 22.9, + "MSMARCO": 11.0, + "NFCorpus": 12.42, + "NQ": 16.08, + "QuoraRetrieval": 79.62, + "SCIDOCS": 7.53, + "SciFact": 29.59, + "TRECCOVID": 22.93, + "Touche2020": 9.9 } ] }, "STS": { "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 + "Model": "sup-simcse-bert-base-uncased", + "BIOSSES": 68.38, + "SICK-R": 80.77, + "STS12": 75.3, + "STS13": 84.67, + "STS14": 80.19, + "STS15": 85.4, + "STS16": 80.82, + "STS17 (en-en)": 89.44, + "STS22 (en)": 61.96, + "STSBenchmark": 84.25 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "msmarco-bert-co-condensor", - "SummEval": 29.5 + "Model": "sup-simcse-bert-base-uncased", + "SummEval": 31.17 } ] }, @@ -17237,7 +15788,7 @@ "p-MRR": [] } }, - "bm25": { + "SFR-Embedding-Mistral": { "BitextMining": { "f1": [] }, @@ -17256,32 +15807,32 @@ "Retrieval": { "ndcg_at_10": [ { - "Model": "bm25", - "BrightRetrieval (robotics)": 13.53, - "BrightRetrieval (pony)": 7.93, - "BrightRetrieval (leetcode)": 24.37, - "BrightRetrieval (earth_science)": 27.06, - "BrightRetrieval (stackoverflow)": 16.55, - "BrightRetrieval (economics)": 14.87, - "BrightRetrieval (theoremqa_questions)": 9.78, - "BrightRetrieval (theoremqa_theorems)": 4.75, - "BrightRetrieval (psychology)": 12.51, - "BrightRetrieval (sustainable_living)": 15.22, - "BrightRetrieval (biology)": 19.19, - "BrightRetrieval (aops)": 6.2 + "Model": "SFR-Embedding-Mistral", + "BrightRetrieval (sustainable_living)": 19.79, + "BrightRetrieval (economics)": 17.84, + "BrightRetrieval (theoremqa_theorems)": 24.32, + "BrightRetrieval (aops)": 7.43, + "BrightRetrieval (theoremqa_questions)": 23.05, + "BrightRetrieval (psychology)": 18.97, + "BrightRetrieval (stackoverflow)": 12.72, + "BrightRetrieval (pony)": 1.97, + "BrightRetrieval (leetcode)": 27.35, + "BrightRetrieval (biology)": 19.49, + "BrightRetrieval (earth_science)": 26.63, + "BrightRetrieval (robotics)": 16.7 } ], "recall_at_1": [ { - "Model": "bm25", - "BrightRetrieval (robotics)": 7.43, - "BrightRetrieval (pony)": 5.35, - "BrightRetrieval (biology)": 10.68, - "BrightRetrieval (stackoverflow)": 22.22, - "BrightRetrieval (earth_science)": 15.37, - "BrightRetrieval (psychology)": 8.42, - "BrightRetrieval (sustainable_living)": 10.68, - "BrightRetrieval (economics)": 10.68 + "Model": "SFR-Embedding-Mistral", + "BrightRetrieval (earth_science)": 37.0, + "BrightRetrieval (biology)": 30.26, + "BrightRetrieval (stackoverflow)": 14.53, + "BrightRetrieval (sustainable_living)": 34.99, + "BrightRetrieval (psychology)": 47.72, + "BrightRetrieval (pony)": 2.0, + "BrightRetrieval (economics)": 24.27, + "BrightRetrieval (robotics)": 17.33 } ] }, @@ -17295,218 +15846,212 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bm25", - "Core17InstructionRetrieval": -1.06, - "News21InstructionRetrieval": -2.15, - "Robust04InstructionRetrieval": -3.06 - } - ] + "p-MRR": [] } }, - "sbert_large_nlu_ru": { + "unsup-simcse-bert-base-uncased": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "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 + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "sbert_large_nlu_ru", - "GeoreviewClusteringP2P (rus-Cyrl)": 57.12, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 49.7, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48 + "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 } ] }, "PairClassification": { "max_ap": [ { - "Model": "sbert_large_nlu_ru", - "TERRa (rus-Cyrl)": 50.17 + "Model": "unsup-simcse-bert-base-uncased", + "SprintDuplicateQuestions": 69.41, + "TwitterSemEval2015": 60.21, + "TwitterURLCorpus": 81.37 }, { - "Model": "sbert_large_nlu_ru", - "TERRa (rus-Cyrl)": 50.17 + "Model": "unsup-simcse-bert-base-uncased", + "SprintDuplicateQuestions": 78.03, + "TwitterSemEval2015": 61.01, + "TwitterURLCorpus": 81.37 } ] }, "Reranking": { "map": [ { - "Model": "sbert_large_nlu_ru", - "MIRACLReranking (rus-Cyrl)": 18.8 - }, - { - "Model": "sbert_large_nlu_ru", - "RuBQReranking (rus-Cyrl)": 46.81 + "Model": "unsup-simcse-bert-base-uncased", + "AskUbuntuDupQuestions": 51.57, + "MindSmallReranking": 28.62, + "SciDocsRR": 66.33, + "StackOverflowDupQuestions": 39.35 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sbert_large_nlu_ru", - "MIRACLRetrieval (rus-Cyrl)": 1.98, - "RiaNewsRetrieval (rus-Cyrl)": 11.11, - "RuBQRetrieval (rus-Cyrl)": 12.45 + "Model": "unsup-simcse-bert-base-uncased", + "ArguAna": 38.34, + "CQADupstackRetrieval": 13.22, + "ClimateFEVER": 11.8, + "DBPedia": 15.04, + "FEVER": 21.06, + "FiQA2018": 9.84, + "HotpotQA": 19.75, + "MSMARCO": 9.35, + "NFCorpus": 9.88, + "NQ": 11.69, + "QuoraRetrieval": 78.03, + "SCIDOCS": 5.5, + "SciFact": 25.72, + "TRECCOVID": 26.2, + "Touche2020": 8.9 + } + ] + }, + "STS": { + "cosine_spearman": [ + { + "Model": "unsup-simcse-bert-base-uncased", + "BIOSSES": 72.31, + "SICK-R": 72.24, + "STS12": 66.05, + "STS13": 81.49, + "STS14": 73.61, + "STS15": 79.72, + "STS16": 78.12, + "STS17 (en-en)": 83.58, + "STS22 (en)": 59.65, + "STSBenchmark": 76.52 } ] }, - "STS": { + "Summarization": { "cosine_spearman": [ { - "Model": "sbert_large_nlu_ru", - "RUParaPhraserSTS (rus-Cyrl)": 62.06, - "RuSTSBenchmarkSTS (rus-Cyrl)": 58.82, - "STS22 (rus-Cyrl)": 50.75 + "Model": "unsup-simcse-bert-base-uncased", + "SummEval": 31.15 } ] }, - "Summarization": { - "cosine_spearman": [] - }, "MultilabelClassification": { - "accuracy": [ - { - "Model": "sbert_large_nlu_ru", - "CEDRClassification (rus-Cyrl)": 35.84, - "SensitiveTopicsClassification (rus-Cyrl)": 27.9 - } - ] + "accuracy": [] }, "InstructionRetrieval": { "p-MRR": [] } }, - "LLM2Vec-Sheared-Llama-supervised": { + "universal-sentence-encoder-multilingual-3": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "AmazonCounterfactualClassification (en)": 77.42, - "AmazonPolarityClassification": 82.05, - "AmazonReviewsClassification (en)": 40.81, - "Banking77Classification": 86.01, - "EmotionClassification": 48.38, - "ImdbClassification": 75.33, - "MTOPDomainClassification (en)": 94.09, - "MTOPIntentClassification (en)": 77.05, - "MassiveIntentClassification (en)": 75.58, - "MassiveScenarioClassification (en)": 79.16, - "ToxicConversationsClassification": 69.92, - "TweetSentimentExtractionClassification": 60.76 + "Model": "universal-sentence-encoder-multilingual-3", + "AmazonReviewsClassification (fr)": 33.51, + "MTOPDomainClassification (fr)": 85.5, + "MTOPIntentClassification (fr)": 53.98, + "MasakhaNEWSClassification (fra)": 82.06, + "MassiveIntentClassification (fr)": 61.19, + "MassiveScenarioClassification (fr)": 70.22 } ] }, "Clustering": { "v_measure": [ { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "ArxivClusteringP2P": 43.47, - "ArxivClusteringS2S": 39.85, - "BiorxivClusteringP2P": 37.1, - "BiorxivClusteringS2S": 34.28, - "MedrxivClusteringP2P": 33.55, - "MedrxivClusteringS2S": 31.11, - "RedditClustering": 53.02, - "RedditClusteringP2P": 60.47, - "StackExchangeClustering": 63.04, - "StackExchangeClusteringP2P": 34.01, - "TwentyNewsgroupsClustering": 49.37 + "Model": "universal-sentence-encoder-multilingual-3", + "AlloProfClusteringP2P": 56.9, + "AlloProfClusteringS2S": 37.84, + "HALClusteringS2S": 18.95, + "MLSUMClusteringP2P": 43.9, + "MLSUMClusteringS2S": 35.5, + "MasakhaNEWSClusteringP2P (fra)": 60.57, + "MasakhaNEWSClusteringS2S (fra)": 40.31 } ] }, "PairClassification": { "max_ap": [ { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "SprintDuplicateQuestions": 96.25, - "TwitterSemEval2015": 76.14, - "TwitterURLCorpus": 86.23 + "Model": "universal-sentence-encoder-multilingual-3", + "OpusparcusPC (fr)": 91.46, + "PawsXPairClassification (fr)": 52.39 }, { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "SprintDuplicateQuestions": 96.25, - "TwitterSemEval2015": 76.14, - "TwitterURLCorpus": 86.23 + "Model": "universal-sentence-encoder-multilingual-3", + "OpusparcusPC (fr)": 91.46, + "PawsXPairClassification (fr)": 52.41 } ] }, "Reranking": { "map": [ { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "AskUbuntuDupQuestions": 60.71, - "MindSmallReranking": 31.96, - "SciDocsRR": 79.23, - "StackOverflowDupQuestions": 49.61 + "Model": "universal-sentence-encoder-multilingual-3", + "AlloprofReranking": 56.23, + "SyntecReranking": 73.85 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "ArguAna": 51.66, - "CQADupstackRetrieval": 41.73, - "ClimateFEVER": 33.49, - "DBPedia": 43.58, - "FEVER": 86.81, - "FiQA2018": 41.0, - "HotpotQA": 63.85, - "MSMARCO": 38.32, - "NFCorpus": 37.12, - "NQ": 53.89, - "QuoraRetrieval": 87.37, - "SCIDOCS": 17.96, - "SciFact": 72.08, - "TRECCOVID": 80.41, - "Touche2020": 22.31 + "Model": "universal-sentence-encoder-multilingual-3", + "AlloprofRetrieval": 35.27, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 26.12, + "SyntecRetrieval": 69.82, + "XPQARetrieval (fr)": 59.59 } ] }, "STS": { "cosine_spearman": [ { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "BIOSSES": 85.88, - "SICK-R": 82.25, - "STS12": 78.28, - "STS13": 85.52, - "STS14": 82.49, - "STS15": 88.76, - "STS16": 87.11, - "STS17 (en-en)": 90.1, - "STS22 (en)": 68.25, - "STSBenchmark": 87.16 + "Model": "universal-sentence-encoder-multilingual-3", + "SICKFr": 71.37, + "STS22 (fr)": 77.91, + "STSBenchmarkMultilingualSTS (fr)": 75.48 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "SummEval": 30.01 + "Model": "universal-sentence-encoder-multilingual-3", + "SummEvalFr": 28.21 } ] }, @@ -17517,87 +16062,179 @@ "p-MRR": [] } }, - "sentence-camembert-base": { + "gte-Qwen1.5-7B-instruct": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "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 + "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 } ] }, "Clustering": { "v_measure": [ { - "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 + "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 } ] }, "PairClassification": { "max_ap": [ { - "Model": "sentence-camembert-base", - "OpusparcusPC (fr)": 92.05, - "PawsXPairClassification (fr)": 57.44 + "Model": "gte-Qwen1.5-7B-instruct", + "Cmnli": 91.81, + "Ocnli": 85.22, + "SprintDuplicateQuestions": 95.99, + "TwitterSemEval2015": 79.36, + "TwitterURLCorpus": 86.79 }, { - "Model": "sentence-camembert-base", - "OpusparcusPC (fr)": 92.05, - "PawsXPairClassification (fr)": 57.44 + "Model": "gte-Qwen1.5-7B-instruct", + "Cmnli": 91.85, + "Ocnli": 85.28, + "SprintDuplicateQuestions": 96.07, + "TwitterSemEval2015": 79.36, + "TwitterURLCorpus": 86.79 } ] }, "Reranking": { "map": [ { - "Model": "sentence-camembert-base", - "AlloprofReranking": 48.68, - "SyntecReranking": 79.75 + "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": "sentence-camembert-base", - "AlloprofRetrieval": 21.94, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 13.36, - "SyntecRetrieval": 68.62, - "XPQARetrieval (fr)": 57.92 + "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": { "cosine_spearman": [ { - "Model": "sentence-camembert-base", - "SICKFr": 74.18, - "STS22 (fr)": 77.54, - "STSBenchmarkMultilingualSTS (fr)": 81.64 + "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": { "cosine_spearman": [ { - "Model": "sentence-camembert-base", - "SummEvalFr": 28.77 + "Model": "gte-Qwen1.5-7B-instruct", + "SummEval": 31.46 } ] }, @@ -17608,150 +16245,38 @@ "p-MRR": [] } }, - "SFR-Embedding-Mistral": { + "gottbert-base": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [] }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "SFR-Embedding-Mistral", - "BrightRetrieval (sustainable_living)": 19.79, - "BrightRetrieval (economics)": 17.84, - "BrightRetrieval (theoremqa_theorems)": 24.32, - "BrightRetrieval (aops)": 7.43, - "BrightRetrieval (theoremqa_questions)": 23.05, - "BrightRetrieval (psychology)": 18.97, - "BrightRetrieval (stackoverflow)": 12.72, - "BrightRetrieval (pony)": 1.97, - "BrightRetrieval (leetcode)": 27.35, - "BrightRetrieval (biology)": 19.49, - "BrightRetrieval (earth_science)": 26.63, - "BrightRetrieval (robotics)": 16.7 - } - ], - "recall_at_1": [ - { - "Model": "SFR-Embedding-Mistral", - "BrightRetrieval (earth_science)": 37.0, - "BrightRetrieval (biology)": 30.26, - "BrightRetrieval (stackoverflow)": 14.53, - "BrightRetrieval (sustainable_living)": 34.99, - "BrightRetrieval (psychology)": 47.72, - "BrightRetrieval (pony)": 2.0, - "BrightRetrieval (economics)": 24.27, - "BrightRetrieval (robotics)": 17.33 - } - ] - }, - "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "bert-base-15lang-cased": { - "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 - } - ] - }, "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 + "Model": "gottbert-base", + "BlurbsClusteringP2P": 34.49, + "BlurbsClusteringS2S": 8.37, + "TenKGnadClusteringP2P": 33.66, + "TenKGnadClusteringS2S": 9.34 } ] }, "PairClassification": { - "max_ap": [ - { - "Model": "bert-base-15lang-cased", - "OpusparcusPC (fr)": 86.78, - "PawsXPairClassification (fr)": 53.38 - }, - { - "Model": "bert-base-15lang-cased", - "OpusparcusPC (fr)": 87.73, - "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 - } - ] + "ndcg_at_10": [] }, "STS": { - "cosine_spearman": [ - { - "Model": "bert-base-15lang-cased", - "SICKFr": 58.77, - "STS22 (fr)": 40.4, - "STSBenchmarkMultilingualSTS (fr)": 52.25 - } - ] + "cosine_spearman": [] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "bert-base-15lang-cased", - "SummEvalFr": 29.13 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -17760,7 +16285,7 @@ "p-MRR": [] } }, - "e5-large-v2": { + "llama-2-7b-chat": { "BitextMining": { "f1": [] }, @@ -17768,20 +16293,7 @@ "accuracy": [] }, "Clustering": { - "v_measure": [ - { - "Model": "e5-large-v2", - "BiorxivClusteringP2P": 36.72, - "BiorxivClusteringS2S": 35.47, - "MedrxivClusteringP2P": 31.45, - "MedrxivClusteringS2S": 29.91, - "RedditClustering": 55.5, - "RedditClusteringP2P": 63.71, - "StackExchangeClustering": 65.23, - "StackExchangeClusteringP2P": 33.62, - "TwentyNewsgroupsClustering": 48.73 - } - ] + "v_measure": [] }, "PairClassification": { "max_ap": [] @@ -17804,126 +16316,95 @@ "InstructionRetrieval": { "p-MRR": [ { - "Model": "e5-large-v2", - "Core17InstructionRetrieval": 0.12, - "News21InstructionRetrieval": 0.87, - "Robust04InstructionRetrieval": -4.16 + "Model": "llama-2-7b-chat", + "Core17InstructionRetrieval": 2.84, + "News21InstructionRetrieval": 0.23, + "Robust04InstructionRetrieval": 2.0 } ] } }, - "nomic-embed-text-v1.5-256": { + "voyage-code-2": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "nomic-embed-text-v1.5-256", - "AmazonCounterfactualClassification (en)": 72.94, - "AmazonPolarityClassification": 91.35, - "AmazonReviewsClassification (en)": 45.73, - "Banking77Classification": 83.69, - "EmotionClassification": 45.88, - "ImdbClassification": 83.99, - "MTOPDomainClassification (en)": 91.68, - "MTOPIntentClassification (en)": 72.47, - "MassiveIntentClassification (en)": 71.76, - "MassiveScenarioClassification (en)": 75.67, - "ToxicConversationsClassification": 70.87, - "TweetSentimentExtractionClassification": 59.2 + "Model": "voyage-code-2", + "AmazonReviewsClassification (fr)": 42.15, + "MTOPDomainClassification (fr)": 87.68, + "MTOPIntentClassification (fr)": 59.44, + "MasakhaNEWSClassification (fra)": 82.13, + "MassiveIntentClassification (fr)": 63.08, + "MassiveScenarioClassification (fr)": 70.15 } ] }, "Clustering": { "v_measure": [ { - "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 + "Model": "voyage-code-2", + "AlloProfClusteringP2P": 61.63, + "AlloProfClusteringS2S": 50.67, + "HALClusteringS2S": 27.44, + "MLSUMClusteringP2P": 45.23, + "MLSUMClusteringS2S": 41.48, + "MasakhaNEWSClusteringP2P (fra)": 56.59, + "MasakhaNEWSClusteringS2S (fra)": 35.18 } ] }, "PairClassification": { "max_ap": [ { - "Model": "nomic-embed-text-v1.5-256", - "SprintDuplicateQuestions": 92.31, - "TwitterSemEval2015": 73.61, - "TwitterURLCorpus": 86.34 + "Model": "voyage-code-2", + "OpusparcusPC (fr)": 92.87, + "PawsXPairClassification (fr)": 60.83 }, { - "Model": "nomic-embed-text-v1.5-256", - "SprintDuplicateQuestions": 92.31, - "TwitterSemEval2015": 73.61, - "TwitterURLCorpus": 86.34 + "Model": "voyage-code-2", + "OpusparcusPC (fr)": 92.87, + "PawsXPairClassification (fr)": 60.88 } ] }, "Reranking": { "map": [ { - "Model": "nomic-embed-text-v1.5-256", - "AskUbuntuDupQuestions": 61.34, - "MindSmallReranking": 30.04, - "SciDocsRR": 79.4, - "StackOverflowDupQuestions": 49.95 + "Model": "voyage-code-2", + "AlloprofReranking": 70.79, + "SyntecReranking": 86.77 } ] }, "Retrieval": { "ndcg_at_10": [ { - "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, - "HotpotQA": 67.78, - "MSMARCO": 41.38, - "NFCorpus": 32.54, - "NQ": 57.1, - "QuoraRetrieval": 87.65, - "SCIDOCS": 16.76, - "SciFact": 68.24, - "TRECCOVID": 80.65, - "Touche2020": 28.49 + "Model": "voyage-code-2", + "AlloprofRetrieval": 52.61, + "BSARDRetrieval": 0.29, + "MintakaRetrieval (fr)": 19.05, + "SyntecRetrieval": 82.77, + "XPQARetrieval (fr)": 71.95 } ] }, "STS": { "cosine_spearman": [ { - "Model": "nomic-embed-text-v1.5-256", - "BIOSSES": 81.58, - "SICK-R": 79.24, - "STS12": 78.16, - "STS13": 86.01, - "STS14": 81.25, - "STS15": 86.51, - "STS16": 84.24, - "STS17 (en-en)": 86.44, - "STS22 (en)": 65.14, - "STSBenchmark": 84.8 + "Model": "voyage-code-2", + "SICKFr": 73.56, + "STS22 (fr)": 79.99, + "STSBenchmarkMultilingualSTS (fr)": 79.02 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "nomic-embed-text-v1.5-256", - "SummEval": 30.05 + "Model": "voyage-code-2", + "SummEvalFr": 28.34 } ] }, @@ -17934,7 +16415,7 @@ "p-MRR": [] } }, - "mistral-7b-instruct-v0.2": { + "tart-dual-contriever-msmarco": { "BitextMining": { "f1": [] }, @@ -17965,97 +16446,91 @@ "InstructionRetrieval": { "p-MRR": [ { - "Model": "mistral-7b-instruct-v0.2", - "Core17InstructionRetrieval": 13.03, - "News21InstructionRetrieval": 4.81, - "Robust04InstructionRetrieval": 12.61 + "Model": "tart-dual-contriever-msmarco", + "Core17InstructionRetrieval": -3.04, + "News21InstructionRetrieval": -2.98, + "Robust04InstructionRetrieval": -8.98 } ] } }, - "multi-qa-MiniLM-L6-cos-v1": { + "herbert-base-retrieval-v2": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "AmazonReviewsClassification (fr)": 27.05, - "MTOPDomainClassification (fr)": 72.97, - "MTOPIntentClassification (fr)": 37.18, - "MasakhaNEWSClassification (fra)": 75.62, - "MassiveIntentClassification (fr)": 42.64, - "MassiveScenarioClassification (fr)": 49.92 + "Model": "herbert-base-retrieval-v2", + "AllegroReviews": 34.11, + "CBD": 68.35, + "MassiveIntentClassification (pl)": 65.53, + "MassiveScenarioClassification (pl)": 68.51, + "PAC": 68.4, + "PolEmo2.0-IN": 64.18, + "PolEmo2.0-OUT": 45.73 } ] }, "Clustering": { "v_measure": [ { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "AlloProfClusteringP2P": 49.13, - "AlloProfClusteringS2S": 26.16, - "HALClusteringS2S": 12.49, - "MLSUMClusteringP2P": 35.15, - "MLSUMClusteringS2S": 25.95, - "MasakhaNEWSClusteringP2P (fra)": 53.73, - "MasakhaNEWSClusteringS2S (fra)": 27.27 + "Model": "herbert-base-retrieval-v2", + "8TagsClustering": 28.15 } ] }, "PairClassification": { "max_ap": [ { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "OpusparcusPC (fr)": 88.07, - "PawsXPairClassification (fr)": 57.36 + "Model": "herbert-base-retrieval-v2", + "CDSC-E": 63.31, + "PPC": 84.18, + "PSC": 98.87, + "SICK-E-PL": 54.93 }, { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "OpusparcusPC (fr)": 88.07, - "PawsXPairClassification (fr)": 57.48 + "Model": "herbert-base-retrieval-v2", + "CDSC-E": 63.61, + "PPC": 84.37, + "PSC": 98.98, + "SICK-E-PL": 54.95 } ] }, "Reranking": { - "map": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "AlloprofReranking": 40.28, - "SyntecReranking": 65.08 - } - ] + "map": [] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "AlloprofRetrieval": 30.23, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 16.31, - "SyntecRetrieval": 58.07, - "XPQARetrieval (fr)": 48.83 + "Model": "herbert-base-retrieval-v2", + "ArguAna-PL": 41.97, + "DBPedia-PL": 24.07, + "FiQA-PL": 24.25, + "HotpotQA-PL": 43.41, + "MSMARCO-PL": 51.56, + "NFCorpus-PL": 25.95, + "NQ-PL": 35.09, + "Quora-PL": 78.86, + "SCIDOCS-PL": 11.0, + "SciFact-PL": 51.92, + "TRECCOVID-PL": 42.64 } ] }, "STS": { "cosine_spearman": [ { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "SICKFr": 62.11, - "STS22 (fr)": 74.62, - "STSBenchmarkMultilingualSTS (fr)": 63.85 + "Model": "herbert-base-retrieval-v2", + "CDSC-R": 86.18, + "SICK-R-PL": 64.67, + "STS22 (pl)": 39.73 } ] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "SummEvalFr": 27.59 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -18064,7 +16539,7 @@ "p-MRR": [] } }, - "gte-Qwen2-7B-instruct": { + "tart-full-flan-t5-xl": { "BitextMining": { "f1": [] }, @@ -18081,34 +16556,63 @@ "map": [] }, "Retrieval": { - "ndcg_at_10": [ + "ndcg_at_10": [] + }, + "STS": { + "cosine_spearman": [] + }, + "Summarization": { + "cosine_spearman": [] + }, + "MultilabelClassification": { + "accuracy": [] + }, + "InstructionRetrieval": { + "p-MRR": [ { - "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 + "Model": "tart-full-flan-t5-xl", + "Core17InstructionRetrieval": 2.82, + "News21InstructionRetrieval": 1.99, + "Robust04InstructionRetrieval": -0.72 } - ], - "recall_at_1": [ + ] + } + }, + "contriever": { + "BitextMining": { + "f1": [] + }, + "Classification": { + "accuracy": [] + }, + "Clustering": { + "v_measure": [] + }, + "PairClassification": { + "max_ap": [] + }, + "Reranking": { + "map": [] + }, + "Retrieval": { + "ndcg_at_10": [ { - "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 + "Model": "contriever", + "ARCChallenge": 8.62, + "AlphaNLI": 31.77, + "HellaSwag": 14.42, + "PIQA": 24.64, + "Quail": 4.97, + "RARbCode": 9.28, + "RARbMath": 30.76, + "SIQA": 1.27, + "SpartQA": 10.94, + "TempReasonL1": 1.93, + "TempReasonL2Fact": 22.68, + "TempReasonL2Pure": 1.12, + "TempReasonL3Fact": 20.62, + "TempReasonL3Pure": 7.8, + "WinoGrande": 47.15 } ] }, @@ -18125,7 +16629,7 @@ "p-MRR": [] } }, - "use-cmlm-multilingual": { + "text-similarity-curie-001": { "BitextMining": { "f1": [] }, @@ -18135,25 +16639,54 @@ "Clustering": { "v_measure": [ { - "Model": "use-cmlm-multilingual", - "BlurbsClusteringP2P": 29.63, - "BlurbsClusteringS2S": 15.24, - "TenKGnadClusteringP2P": 37.1, - "TenKGnadClusteringS2S": 25.64 + "Model": "text-similarity-curie-001", + "RedditClustering": 40.79, + "StackExchangeClustering": 55.14, + "TwentyNewsgroupsClustering": 37.64 } ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "text-similarity-curie-001", + "SprintDuplicateQuestions": 79.85, + "TwitterSemEval2015": 69.45, + "TwitterURLCorpus": 84.06 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "text-similarity-curie-001", + "AskUbuntuDupQuestions": 55.09, + "SciDocsRR": 70.93, + "StackOverflowDupQuestions": 42.42 + } + ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "text-similarity-curie-001", + "FiQA2018": 5.14, + "NFCorpus": 19.96, + "QuoraRetrieval": 83.11, + "SciFact": 46.68, + "TRECCOVID": 7.61 + } + ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "text-similarity-curie-001", + "BIOSSES": 77.46, + "SICK-R": 77.26, + "STSBenchmark": 83.02 + } + ] }, "Summarization": { "cosine_spearman": [] @@ -18165,235 +16698,408 @@ 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"STS22 (zh)": 33.55, + "STS22 (zh-en)": 29.0, + "STSBenchmark": 83.93, + "STSBenchmarkMultilingualSTS (fr)": 79.42 } ] }, - "Retrieval": { - "ndcg_at_10": [] - }, - "STS": { + "Summarization": { "cosine_spearman": [ { - "Model": "text-similarity-davinci-001", - "BIOSSES": 68.95, - "SICK-R": 78.72, - "STSBenchmark": 84.08 + "Model": "sentence-t5-xl", + "SummEval": 29.91, + "SummEvalFr": 31.59 } ] }, - "Summarization": { - "cosine_spearman": [] - }, "MultilabelClassification": { "accuracy": [] }, @@ -18401,240 +17107,240 @@ "p-MRR": [] } }, - "bge-m3": { + "LLM2Vec-Mistral-supervised": { "BitextMining": { - "f1": [ - { - "Model": "bge-m3", - "Tatoeba (rus-Cyrl_eng-Latn)": 93.42 - } - ] + "f1": [] }, "Classification": { "accuracy": [ { - "Model": "bge-m3", - "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 + "Model": "LLM2Vec-Mistral-supervised", + "AmazonCounterfactualClassification (en)": 77.58, + "AmazonPolarityClassification": 91.12, + "AmazonReviewsClassification (en)": 49.97, + "Banking77Classification": 88.31, + "EmotionClassification": 52.04, + "ImdbClassification": 87.42, + "MTOPDomainClassification (en)": 96.04, + "MTOPIntentClassification (en)": 84.77, + "MassiveIntentClassification (en)": 79.29, + "MassiveScenarioClassification (en)": 81.64, + "ToxicConversationsClassification": 69.26, + "TweetSentimentExtractionClassification": 62.14 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-m3", - "GeoreviewClusteringP2P (rus-Cyrl)": 63.09, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.83, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 43.21 + "Model": "LLM2Vec-Mistral-supervised", + "ArxivClusteringP2P": 42.81, + "ArxivClusteringS2S": 44.24, + "BiorxivClusteringP2P": 34.27, + "BiorxivClusteringS2S": 35.53, + "MedrxivClusteringP2P": 31.07, + "MedrxivClusteringS2S": 31.27, + "RedditClustering": 60.24, + "RedditClusteringP2P": 64.12, + "StackExchangeClustering": 70.73, + "StackExchangeClusteringP2P": 34.5, + "TwentyNewsgroupsClustering": 52.18 } ] }, "PairClassification": { "max_ap": [ { - "Model": "bge-m3", - "OpusparcusPC (rus-Cyrl)": 89.64, - "TERRa (rus-Cyrl)": 60.6 + "Model": "LLM2Vec-Mistral-supervised", + "SprintDuplicateQuestions": 96.82, + "TwitterSemEval2015": 80.6, + "TwitterURLCorpus": 86.56 }, { - "Model": "bge-m3", - "OpusparcusPC (rus-Cyrl)": 89.64, - "TERRa (rus-Cyrl)": 60.6 + "Model": "LLM2Vec-Mistral-supervised", + "SprintDuplicateQuestions": 96.82, + "TwitterSemEval2015": 80.6, + "TwitterURLCorpus": 86.56 } ] }, "Reranking": { "map": [ { - "Model": "bge-m3", - "MIRACLReranking (rus-Cyrl)": 65.38 - }, - { - "Model": "bge-m3", - "RuBQReranking (rus-Cyrl)": 74.03 + "Model": "LLM2Vec-Mistral-supervised", + "AskUbuntuDupQuestions": 63.98, + "MindSmallReranking": 31.5, + "SciDocsRR": 83.8, + "StackOverflowDupQuestions": 54.41 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-m3", - "ARCChallenge": 9.02, - "AlphaNLI": 24.73, - "HellaSwag": 25.67, - "LEMBNarrativeQARetrieval": 45.76, - "LEMBQMSumRetrieval": 35.54, - "LEMBSummScreenFDRetrieval": 94.09, - "LEMBWikimQARetrieval": 77.73, - "MIRACLRetrieval (rus-Cyrl)": 70.16, - "PIQA": 22.93, - "Quail": 7.51, - "RARbCode": 38.8, - "RARbMath": 69.19, - "RiaNewsRetrieval (rus-Cyrl)": 82.99, - "RuBQRetrieval (rus-Cyrl)": 71.22, - "SIQA": 4.89, - "SpartQA": 7.49, - "TempReasonL1": 0.99, - "TempReasonL2Fact": 33.23, - "TempReasonL2Pure": 0.68, - "TempReasonL3Fact": 30.05, - "TempReasonL3Pure": 5.28, - "WinoGrande": 41.72 - }, - { - "Model": "bge-m3", - "LEMBNeedleRetrieval": 40.25, - "LEMBPasskeyRetrieval": 46.0 + "Model": "LLM2Vec-Mistral-supervised", + "ArguAna": 57.48, + "CQADupstackRetrieval": 48.84, + "ClimateFEVER": 35.19, + "DBPedia": 49.58, + "FEVER": 89.4, + "FiQA2018": 53.11, + "HotpotQA": 74.07, + "MSMARCO": 42.17, + "NFCorpus": 39.33, + "NQ": 61.7, + "QuoraRetrieval": 87.75, + "SCIDOCS": 22.5, + "SciFact": 78.86, + "TRECCOVID": 77.69, + "Touche2020": 22.18 } ] }, "STS": { "cosine_spearman": [ { - "Model": "bge-m3", - "RUParaPhraserSTS (rus-Cyrl)": 74.9, - "RuSTSBenchmarkSTS (rus-Cyrl)": 79.87, - "STS22 (rus-Cyrl)": 66.26, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.27 + "Model": "LLM2Vec-Mistral-supervised", + "BIOSSES": 85.24, + "SICK-R": 83.7, + "STS12": 78.8, + "STS13": 86.37, + "STS14": 84.04, + "STS15": 88.99, + "STS16": 87.22, + "STS17 (en-en)": 90.19, + "STS22 (en)": 67.68, + "STSBenchmark": 88.65 } ] }, "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [ + "cosine_spearman": [ { - "Model": "bge-m3", - "CEDRClassification (rus-Cyrl)": 43.47, - "SensitiveTopicsClassification (rus-Cyrl)": 26.25 + "Model": "LLM2Vec-Mistral-supervised", + "SummEval": 29.96 } ] }, + "MultilabelClassification": { + "accuracy": [] + }, "InstructionRetrieval": { "p-MRR": [] } }, - "nomic-embed-text-v1.5-512": { + "voyage-lite-02-instruct": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "nomic-embed-text-v1.5-512", - "AmazonCounterfactualClassification (en)": 74.27, - "AmazonPolarityClassification": 91.89, - "AmazonReviewsClassification (en)": 46.97, - "Banking77Classification": 84.15, - "EmotionClassification": 47.73, - "ImdbClassification": 85.47, - "MTOPDomainClassification (en)": 92.62, - "MTOPIntentClassification (en)": 74.27, - "MassiveIntentClassification (en)": 73.07, - "MassiveScenarioClassification (en)": 76.82, - "ToxicConversationsClassification": 71.25, - "TweetSentimentExtractionClassification": 60.4 + "Model": "voyage-lite-02-instruct", + "AmazonCounterfactualClassification (en)": 88.31, + "AmazonPolarityClassification": 96.32, + "AmazonReviewsClassification (en)": 56.25, + "Banking77Classification": 88.59, + "EmotionClassification": 50.28, + "ImdbClassification": 95.75, + "MTOPDomainClassification (en)": 97.65, + "MTOPIntentClassification (en)": 75.16, + "MassiveIntentClassification (en)": 73.97, + "MassiveScenarioClassification (en)": 83.99, + "ToxicConversationsClassification": 81.75, + "TweetSentimentExtractionClassification": 62.98 } ] }, "Clustering": { "v_measure": [ { - "Model": "nomic-embed-text-v1.5-512", - "ArxivClusteringP2P": 45.45, - "ArxivClusteringS2S": 36.19, - "BiorxivClusteringP2P": 38.41, - "BiorxivClusteringS2S": 32.28, - "MedrxivClusteringP2P": 34.47, - "MedrxivClusteringS2S": 31.43, - "RedditClustering": 55.9, - "RedditClusteringP2P": 60.58, - "StackExchangeClustering": 62.94, - "StackExchangeClusteringP2P": 33.81, - "TwentyNewsgroupsClustering": 49.36 + "Model": "voyage-lite-02-instruct", + "ArxivClusteringP2P": 51.95, + "ArxivClusteringS2S": 42.48, + "BiorxivClusteringP2P": 50.15, + "BiorxivClusteringS2S": 42.84, + "MedrxivClusteringP2P": 47.24, + "MedrxivClusteringS2S": 43.48, + "RedditClustering": 63.73, + "RedditClusteringP2P": 64.09, + "StackExchangeClustering": 70.71, + "StackExchangeClusteringP2P": 40.34, + "TwentyNewsgroupsClustering": 59.56 } ] }, - "PairClassification": { - "max_ap": [ - { - "Model": "nomic-embed-text-v1.5-512", - "SprintDuplicateQuestions": 92.91, - "TwitterSemEval2015": 74.3, - "TwitterURLCorpus": 86.57 + "PairClassification": { + "max_ap": [ + { + "Model": "voyage-lite-02-instruct", + "SprintDuplicateQuestions": 98.07, + "TwitterSemEval2015": 74.44, + "TwitterURLCorpus": 88.11 }, { - "Model": "nomic-embed-text-v1.5-512", - "SprintDuplicateQuestions": 92.91, - "TwitterSemEval2015": 74.3, - "TwitterURLCorpus": 86.57 + "Model": "voyage-lite-02-instruct", + "SprintDuplicateQuestions": 98.07, + "TwitterSemEval2015": 74.44, + "TwitterURLCorpus": 88.11 } ] }, "Reranking": { "map": [ { - "Model": "nomic-embed-text-v1.5-512", - "AskUbuntuDupQuestions": 61.6, - "MindSmallReranking": 30.34, - "SciDocsRR": 80.33, - "StackOverflowDupQuestions": 50.32 + "Model": "voyage-lite-02-instruct", + "AskUbuntuDupQuestions": 63.24, + "MindSmallReranking": 31.48, + "SciDocsRR": 84.68, + "StackOverflowDupQuestions": 53.56 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nomic-embed-text-v1.5-512", - "ArguAna": 47.45, - "CQADupstackRetrieval": 39.06, - "ClimateFEVER": 40.7, - "DBPedia": 42.96, - "FEVER": 85.7, - "FiQA2018": 36.92, - "HotpotQA": 71.48, - "MSMARCO": 42.29, - "NFCorpus": 33.31, - "NQ": 58.83, - "QuoraRetrieval": 87.87, - "SCIDOCS": 17.88, - "SciFact": 70.12, - "TRECCOVID": 82.12, - "Touche2020": 29.24 + "Model": "voyage-lite-02-instruct", + "ArguAna": 70.28, + "CQADupstackRetrieval": 46.2, + "ClimateFEVER": 31.95, + "DBPedia": 39.79, + "FEVER": 91.35, + "FiQA2018": 52.51, + "HotpotQA": 75.51, + "MSMARCO": 37.93, + "NFCorpus": 43.7, + "NQ": 64.26, + "QuoraRetrieval": 87.62, + "SCIDOCS": 20.24, + "SciFact": 79.91, + "TRECCOVID": 81.02, + "Touche2020": 26.8 } ] }, "STS": { "cosine_spearman": [ { - "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 + "Model": "voyage-lite-02-instruct", + "BIOSSES": 89.7, + "SICK-R": 78.44, + "STS12": 86.46, + "STS13": 87.76, + "STS14": 86.6, + "STS15": 90.1, + "STS16": 86.39, + "STS17 (en-en)": 86.98, + "STS22 (en)": 76.89, + "STSBenchmark": 88.56 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "nomic-embed-text-v1.5-512", - "SummEval": 30.47 + "Model": "voyage-lite-02-instruct", + "SummEval": 31.01 } ] }, @@ -18645,7 +17351,7 @@ "p-MRR": [] } }, - "text-search-ada-doc-001": { + "text-embedding-ada-002-instruct": { "BitextMining": { "f1": [] }, @@ -18653,12 +17359,7 @@ "accuracy": [] }, "Clustering": { - "v_measure": [ - { - "Model": "text-search-ada-doc-001", - "TwentyNewsgroupsClustering": 32.92 - } - ] + "v_measure": [] }, "PairClassification": { "max_ap": [] @@ -18667,7 +17368,26 @@ "map": [] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "text-embedding-ada-002-instruct", + "ARCChallenge": 11.85, + "AlphaNLI": 10.62, + "HellaSwag": 24.8, + "PIQA": 23.87, + "Quail": 5.79, + "RARbCode": 82.36, + "RARbMath": 67.26, + "SIQA": 2.64, + "SpartQA": 4.75, + "TempReasonL1": 1.44, + "TempReasonL2Fact": 19.38, + "TempReasonL2Pure": 2.43, + "TempReasonL3Fact": 17.58, + "TempReasonL3Pure": 7.31, + "WinoGrande": 11.36 + } + ] }, "STS": { "cosine_spearman": [] @@ -18682,321 +17402,354 @@ "p-MRR": [] } }, - "allenai-specter": { + "text-embedding-3-large": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "allenai-specter", - "AmazonCounterfactualClassification (de)": 54.46, - "AmazonCounterfactualClassification (en)": 58.7, - "AmazonCounterfactualClassification (en-ext)": 59.28, - "AmazonCounterfactualClassification (ja)": 43.87, - "AmazonPolarityClassification": 57.77, - "AmazonReviewsClassification (de)": 24.08, - "AmazonReviewsClassification (en)": 26.26, - "AmazonReviewsClassification (es)": 23.88, - "AmazonReviewsClassification (fr)": 23.31, - "AmazonReviewsClassification (ja)": 20.25, - "AmazonReviewsClassification (zh)": 20.49, - "Banking77Classification": 66.66, - "EmotionClassification": 24.82, - "ImdbClassification": 56.35, - "MTOPDomainClassification (de)": 48.55, - "MTOPDomainClassification (en)": 74.53, - "MTOPDomainClassification (es)": 58.39, - "MTOPDomainClassification (fr)": 54.61, - "MTOPDomainClassification (hi)": 21.22, - "MTOPDomainClassification (th)": 14.98, - "MTOPIntentClassification (de)": 35.55, - "MTOPIntentClassification (en)": 50.05, - "MTOPIntentClassification (es)": 36.72, - "MTOPIntentClassification (fr)": 34.71, - "MTOPIntentClassification (hi)": 4.44, - "MTOPIntentClassification (th)": 4.67, - "MassiveIntentClassification (af)": 33.68, - "MassiveIntentClassification (am)": 2.94, - "MassiveIntentClassification (ar)": 10.04, - "MassiveIntentClassification (az)": 30.74, - "MassiveIntentClassification (bn)": 3.02, - "MassiveIntentClassification (cy)": 33.94, - "MassiveIntentClassification (da)": 38.47, - "MassiveIntentClassification (de)": 36.06, - "MassiveIntentClassification (el)": 27.7, - "MassiveIntentClassification (en)": 51.73, - "MassiveIntentClassification (es)": 35.6, - "MassiveIntentClassification (fa)": 17.97, - "MassiveIntentClassification (fi)": 35.53, - "MassiveIntentClassification (fr)": 38.41, - "MassiveIntentClassification (he)": 2.69, - "MassiveIntentClassification (hi)": 3.43, - "MassiveIntentClassification (hu)": 34.05, - "MassiveIntentClassification (hy)": 3.11, - "MassiveIntentClassification (id)": 40.02, - "MassiveIntentClassification (is)": 32.63, - "MassiveIntentClassification (it)": 39.28, - "MassiveIntentClassification (ja)": 4.95, - "MassiveIntentClassification (jv)": 34.95, - "MassiveIntentClassification (ka)": 2.57, - "MassiveIntentClassification (km)": 4.73, - "MassiveIntentClassification (kn)": 3.54, - "MassiveIntentClassification (ko)": 2.68, - "MassiveIntentClassification (lv)": 37.91, - "MassiveIntentClassification (ml)": 2.88, - "MassiveIntentClassification (mn)": 16.94, - "MassiveIntentClassification (ms)": 36.6, - "MassiveIntentClassification (my)": 3.96, - "MassiveIntentClassification (nb)": 34.75, - "MassiveIntentClassification (nl)": 33.95, - "MassiveIntentClassification (pl)": 35.77, - "MassiveIntentClassification (pt)": 43.05, - "MassiveIntentClassification (ro)": 36.2, - "MassiveIntentClassification (ru)": 25.3, - "MassiveIntentClassification (sl)": 35.9, - "MassiveIntentClassification (sq)": 36.6, - "MassiveIntentClassification (sv)": 36.0, - "MassiveIntentClassification (sw)": 34.81, - "MassiveIntentClassification (ta)": 3.11, - "MassiveIntentClassification (te)": 2.53, - "MassiveIntentClassification (th)": 4.38, - "MassiveIntentClassification (tl)": 35.51, - "MassiveIntentClassification (tr)": 32.02, - "MassiveIntentClassification (ur)": 9.61, - "MassiveIntentClassification (vi)": 37.07, - "MassiveIntentClassification (zh-CN)": 2.81, - "MassiveIntentClassification (zh-TW)": 4.79, - "MassiveScenarioClassification (af)": 36.17, - "MassiveScenarioClassification (am)": 7.64, - "MassiveScenarioClassification (ar)": 15.26, - "MassiveScenarioClassification (az)": 30.73, - "MassiveScenarioClassification (bn)": 7.15, - "MassiveScenarioClassification (cy)": 34.73, - "MassiveScenarioClassification (da)": 39.93, - "MassiveScenarioClassification (de)": 38.62, - "MassiveScenarioClassification (el)": 27.18, - "MassiveScenarioClassification (en)": 58.58, - "MassiveScenarioClassification (es)": 39.44, - "MassiveScenarioClassification (fa)": 21.43, - "MassiveScenarioClassification (fi)": 33.21, - "MassiveScenarioClassification (fr)": 40.26, - "MassiveScenarioClassification (he)": 7.42, - "MassiveScenarioClassification (hi)": 8.06, - "MassiveScenarioClassification (hu)": 34.54, - "MassiveScenarioClassification (hy)": 8.61, - "MassiveScenarioClassification (id)": 40.04, - "MassiveScenarioClassification (is)": 33.57, - "MassiveScenarioClassification (it)": 40.1, - "MassiveScenarioClassification (ja)": 9.96, - "MassiveScenarioClassification (jv)": 36.11, - "MassiveScenarioClassification (ka)": 7.13, - "MassiveScenarioClassification (km)": 9.66, - "MassiveScenarioClassification (kn)": 7.55, - "MassiveScenarioClassification (ko)": 7.27, - "MassiveScenarioClassification (lv)": 37.03, - "MassiveScenarioClassification (ml)": 7.22, - "MassiveScenarioClassification (mn)": 21.53, - "MassiveScenarioClassification (ms)": 37.57, - "MassiveScenarioClassification (my)": 9.54, - "MassiveScenarioClassification (nb)": 35.71, - "MassiveScenarioClassification (nl)": 34.62, - "MassiveScenarioClassification (pl)": 36.87, - 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"AmazonReviewsClassification (en)": 48.7, + "Banking77Classification": 85.69, + "EmotionClassification": 51.58, + "ImdbClassification": 87.67, + "MTOPDomainClassification (en)": 95.36, + "MTOPIntentClassification (en)": 75.07, + "MassiveIntentClassification (en)": 74.64, + "MassiveScenarioClassification (en)": 79.79, + "ToxicConversationsClassification": 72.92, + "TweetSentimentExtractionClassification": 62.22 } ] }, "Clustering": { "v_measure": [ { - "Model": "allenai-specter", - "ArxivClusteringP2P": 44.75, - "ArxivClusteringS2S": 35.27, - "BiorxivClusteringP2P": 39.52, - "BiorxivClusteringS2S": 34.53, - "MedrxivClusteringP2P": 35.04, - "MedrxivClusteringS2S": 31.66, - "RedditClustering": 24.13, - "RedditClusteringP2P": 35.06, - "StackExchangeClustering": 39.01, - "StackExchangeClusteringP2P": 31.46, - "TwentyNewsgroupsClustering": 24.22 + "Model": "text-embedding-3-large", + "ArxivClusteringP2P": 49.01, + "ArxivClusteringS2S": 44.45, + "BiorxivClusteringP2P": 38.03, + 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"MassiveIntentClassification (fr)": 37.3, + "MassiveScenarioClassification (fr)": 44.47 } ] }, "Clustering": { - "v_measure": [] + "v_measure": [ + { + "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": { - "max_ap": [] + "max_ap": [ + { + "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": [] + "map": [ + { + "Model": "bert-base-multilingual-cased", + "AlloprofReranking": 36.23, + "SyntecReranking": 53.25 + } + ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "bert-base-multilingual-cased", + "AlloprofRetrieval": 1.63, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 3.55, + "SyntecRetrieval": 18.95, + "XPQARetrieval (fr)": 18.49 + } + ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "bert-base-multilingual-cased", + "SICKFr": 58.75, + "STS22 (fr)": 39.05, + "STSBenchmarkMultilingualSTS (fr)": 52.25 + } + ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "bert-base-multilingual-cased", + "SummEvalFr": 28.81 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -19005,30 +17758,120 @@ "p-MRR": [] } }, - "GritLM-7B": { + "gtr-t5-xxl": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [] + "accuracy": [ + { + "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": [] + "v_measure": [ + { + "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": { - "max_ap": [] + "max_ap": [ + { + "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": [] + "map": [ + { + "Model": "gtr-t5-xxl", + "AskUbuntuDupQuestions": 63.23, + "MindSmallReranking": 31.93, + "SciDocsRR": 77.96, + "StackOverflowDupQuestions": 53.5 + } + ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "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, + "Touche2020": 26.76 + } + ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "gtr-t5-xxl", + "BIOSSES": 81.91, + "SICK-R": 74.29, + "STS12": 70.12, + "STS13": 82.72, + "STS14": 78.24, + "STS15": 86.26, + "STS16": 81.61, + "STS17 (en-en)": 85.18, + "STS22 (en)": 65.76, + "STSBenchmark": 77.73 + } + ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "gtr-t5-xxl", + "SummEval": 30.64 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -19037,94 +17880,89 @@ "p-MRR": [] } }, - "bge-large-zh-noinstruct": { + "sentence-camembert-base": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "bge-large-zh-noinstruct", - "AmazonReviewsClassification (zh)": 41.94, - "IFlyTek": 45.32, - "JDReview": 85.38, - "MassiveIntentClassification (zh-CN)": 66.96, - "MassiveScenarioClassification (zh-CN)": 73.39, - "MultilingualSentiment": 73.7, - "OnlineShopping": 91.66, - "TNews": 52.05, - "Waimai": 86.83 + "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": { "v_measure": [ { - "Model": "bge-large-zh-noinstruct", - "CLSClusteringP2P": 41.23, - "CLSClusteringS2S": 40.04, - "ThuNewsClusteringP2P": 62.03, - "ThuNewsClusteringS2S": 56.75 + "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": { "max_ap": [ { - "Model": "bge-large-zh-noinstruct", - "Cmnli": 82.17, - "Ocnli": 71.37 + "Model": "sentence-camembert-base", + "OpusparcusPC (fr)": 92.05, + "PawsXPairClassification (fr)": 57.44 }, { - "Model": "bge-large-zh-noinstruct", - "Cmnli": 82.18, - "Ocnli": 71.37 + "Model": "sentence-camembert-base", + "OpusparcusPC (fr)": 92.05, + "PawsXPairClassification (fr)": 57.44 } ] }, "Reranking": { "map": [ { - "Model": "bge-large-zh-noinstruct", - "CMedQAv1": 81.72, - "CMedQAv2": 84.64, - "MMarcoReranking": 27.1, - "T2Reranking": 66.16 + "Model": "sentence-camembert-base", + "AlloprofReranking": 48.68, + "SyntecReranking": 79.75 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-large-zh-noinstruct", - "CmedqaRetrieval": 41.03, - "CovidRetrieval": 75.07, - "DuRetrieval": 84.68, - "EcomRetrieval": 65.6, - "MMarcoRetrieval": 81.38, - "MedicalRetrieval": 58.28, - "T2Retrieval": 84.39, - "VideoRetrieval": 73.93 + "Model": "sentence-camembert-base", + "AlloprofRetrieval": 21.94, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 13.36, + "SyntecRetrieval": 68.62, + "XPQARetrieval (fr)": 57.92 } ] }, "STS": { "cosine_spearman": [ { - "Model": "bge-large-zh-noinstruct", - "AFQMC": 43.06, - "ATEC": 48.29, - "BQ": 60.53, - "LCQMC": 74.71, - "PAWSX": 16.64, - "QBQTC": 35.2, - "STS22 (zh)": 67.19, - "STSB": 78.41 + "Model": "sentence-camembert-base", + "SICKFr": 74.18, + "STS22 (fr)": 77.54, + "STSBenchmarkMultilingualSTS (fr)": 81.64 } ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "sentence-camembert-base", + "SummEvalFr": 28.77 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -19133,291 +17971,281 @@ "p-MRR": [] } }, - "sentence-t5-base": { + "m3e-base": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "sentence-t5-base", - "AmazonCounterfactualClassification (de)": 69.98, - "AmazonCounterfactualClassification (en)": 75.82, - "AmazonCounterfactualClassification (en-ext)": 76.81, - "AmazonCounterfactualClassification (ja)": 46.05, - "AmazonPolarityClassification": 85.12, - "AmazonReviewsClassification (de)": 37.9, - "AmazonReviewsClassification (en)": 44.94, - "AmazonReviewsClassification (es)": 37.33, - "AmazonReviewsClassification (fr)": 37.35, - "AmazonReviewsClassification (ja)": 22.29, - "AmazonReviewsClassification (zh)": 21.53, - "Banking77Classification": 76.48, - "EmotionClassification": 51.35, - "ImdbClassification": 77.34, - "MTOPDomainClassification (de)": 76.98, - "MTOPDomainClassification (en)": 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"Model": "LLM2Vec-Sheared-Llama-unsupervised", + "AskUbuntuDupQuestions": 52.7, + "MindSmallReranking": 29.52, + "SciDocsRR": 67.76, + "StackOverflowDupQuestions": 40.82 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "Cohere-embed-multilingual-light-v3.0", - "AlloprofRetrieval": 35.39, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 23.0, - "SyntecRetrieval": 76.88, - "XPQARetrieval (fr)": 45.23 + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "ArguAna": 43.64, + "CQADupstackRetrieval": 18.5, + "ClimateFEVER": 18.95, + "DBPedia": 13.21, + "FEVER": 16.96, + "FiQA2018": 16.99, + "HotpotQA": 22.64, + "MSMARCO": 7.03, + "NFCorpus": 15.73, + "NQ": 17.96, + "QuoraRetrieval": 78.23, + "SCIDOCS": 5.53, + "SciFact": 38.31, + "TRECCOVID": 56.04, + "Touche2020": 19.17 } ] }, "STS": { "cosine_spearman": [ { - "Model": "Cohere-embed-multilingual-light-v3.0", - "SICKFr": 75.5, - "STS22 (fr)": 82.8, - "STSBenchmarkMultilingualSTS (fr)": 76.48 + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "BIOSSES": 75.12, + "SICK-R": 69.34, + "STS12": 60.09, + "STS13": 72.52, + "STS14": 66.7, + "STS15": 77.69, + "STS16": 75.94, + "STS17 (en-en)": 81.67, + "STS22 (en)": 63.7, + "STSBenchmark": 73.36 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "Cohere-embed-multilingual-light-v3.0", - "SummEvalFr": 31.4 + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "SummEval": 31.23 } ] }, @@ -19850,36 +19106,12 @@ "p-MRR": [] } }, - "electra-small-nordic": { + "bm25s": { "BitextMining": { - "f1": [ - { - "Model": "electra-small-nordic", - "BornholmBitextMining": 1.44 - } - ] + "f1": [] }, "Classification": { - "accuracy": [ - { - "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 - } - ] + "accuracy": [] }, "Clustering": { "v_measure": [] @@ -19890,105 +19122,33 @@ "Reranking": { "map": [] }, - "Retrieval": { - "ndcg_at_10": [] - }, - "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "sentence-croissant-llm-base": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [ - { - "Model": "sentence-croissant-llm-base", - "AmazonReviewsClassification (fr)": 34.79, - "MTOPDomainClassification (fr)": 85.52, - "MTOPIntentClassification (fr)": 63.12, - "MasakhaNEWSClassification (fra)": 79.29, - "MassiveIntentClassification (fr)": 59.41, - "MassiveScenarioClassification (fr)": 65.29 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "sentence-croissant-llm-base", - "AlloProfClusteringP2P": 64.12, - "AlloProfClusteringS2S": 32.52, - "HALClusteringS2S": 23.4, - "MLSUMClusteringP2P": 42.94, - "MLSUMClusteringS2S": 33.91, - "MasakhaNEWSClusteringP2P (fra)": 53.94, - "MasakhaNEWSClusteringS2S (fra)": 41.05 - } - ] - }, - "PairClassification": { - "max_ap": [ - { - "Model": "sentence-croissant-llm-base", - "OpusparcusPC (fr)": 91.42, - "PawsXPairClassification (fr)": 63.13 - }, - { - "Model": "sentence-croissant-llm-base", - "OpusparcusPC (fr)": 91.42, - "PawsXPairClassification (fr)": 63.19 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "sentence-croissant-llm-base", - "AlloprofReranking": 53.0, - "SyntecReranking": 82.9 - } - ] - }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sentence-croissant-llm-base", - "AlloprofRetrieval": 29.97, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 21.31, - "SyntecRetrieval": 74.2, - "XPQARetrieval (fr)": 58.57 + "Model": "bm25s", + "ArguAna": 49.28, + "CQADupstackRetrieval": 31.86, + "ClimateFEVER": 13.62, + "DBPedia": 29.91, + "FEVER": 48.09, + "FiQA2018": 25.14, + "HotpotQA": 56.91, + "MSMARCO": 21.89, + "NFCorpus": 32.08, + "NQ": 28.5, + "QuoraRetrieval": 80.42, + "SCIDOCS": 15.78, + "SciFact": 68.7, + "TRECCOVID": 62.31, + "Touche2020": 33.05 } ] }, "STS": { - "cosine_spearman": [ - { - "Model": "sentence-croissant-llm-base", - "SICKFr": 69.6, - "STS22 (fr)": 78.77, - "STSBenchmarkMultilingualSTS (fr)": 79.23 - } - ] + "cosine_spearman": [] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "sentence-croissant-llm-base", - "SummEvalFr": 29.04 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -19997,89 +19157,83 @@ "p-MRR": [] } }, - "udever-bloom-1b1": { + "st-polish-paraphrase-from-mpnet": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "udever-bloom-1b1", - "AmazonReviewsClassification (fr)": 35.12, - "MTOPDomainClassification (fr)": 69.24, - "MTOPIntentClassification (fr)": 51.25, - "MasakhaNEWSClassification (fra)": 80.83, - "MassiveIntentClassification (fr)": 43.21, - "MassiveScenarioClassification (fr)": 49.78 + "Model": "st-polish-paraphrase-from-mpnet", + "AllegroReviews": 34.55, + "CBD": 67.48, + "MassiveIntentClassification (pl)": 65.93, + "MassiveScenarioClassification (pl)": 71.85, + "PAC": 63.25, + "PolEmo2.0-IN": 68.37, + "PolEmo2.0-OUT": 30.99 } ] }, "Clustering": { "v_measure": [ { - "Model": "udever-bloom-1b1", - "AlloProfClusteringP2P": 62.22, - "AlloProfClusteringS2S": 27.06, - "HALClusteringS2S": 13.86, - "MLSUMClusteringP2P": 44.11, - "MLSUMClusteringS2S": 30.47, - "MasakhaNEWSClusteringP2P (fra)": 40.2, - "MasakhaNEWSClusteringS2S (fra)": 27.35 + "Model": "st-polish-paraphrase-from-mpnet", + "8TagsClustering": 33.15 } ] }, "PairClassification": { "max_ap": [ { - "Model": "udever-bloom-1b1", - "OpusparcusPC (fr)": 85.54, - "PawsXPairClassification (fr)": 61.99 + "Model": "st-polish-paraphrase-from-mpnet", + "CDSC-E": 75.06, + "PPC": 93.49, + "PSC": 99.05, + "SICK-E-PL": 80.56 }, { - "Model": "udever-bloom-1b1", - "OpusparcusPC (fr)": 90.15, - "PawsXPairClassification (fr)": 63.95 + "Model": "st-polish-paraphrase-from-mpnet", + "CDSC-E": 75.06, + "PPC": 93.67, + "PSC": 99.05, + "SICK-E-PL": 80.56 } ] }, "Reranking": { - "map": [ - { - "Model": "udever-bloom-1b1", - "AlloprofReranking": 39.13, - "SyntecReranking": 62.58 - } - ] + "map": [] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "udever-bloom-1b1", - "AlloprofRetrieval": 12.37, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 2.78, - "SyntecRetrieval": 40.57, - "XPQARetrieval (fr)": 33.82 + "Model": "st-polish-paraphrase-from-mpnet", + "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 } ] }, "STS": { "cosine_spearman": [ { - "Model": "udever-bloom-1b1", - "SICKFr": 59.94, - "STS22 (fr)": 77.1, - "STSBenchmarkMultilingualSTS (fr)": 49.97 + "Model": "st-polish-paraphrase-from-mpnet", + "CDSC-R": 88.55, + "SICK-R-PL": 76.18, + "STS22 (pl)": 37.34 } ] }, "Summarization": { - "cosine_spearman": [ - { - "Model": "udever-bloom-1b1", - "SummEvalFr": 29.48 - } - ] + "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] @@ -20088,128 +19242,92 @@ "p-MRR": [] } }, - "rubert-base-cased-sentence": { + "text2vec-large-chinese": { "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": "text2vec-large-chinese", + "AmazonReviewsClassification (zh)": 33.77, + "IFlyTek": 41.54, + "JDReview": 81.56, + "MassiveIntentClassification (zh-CN)": 63.23, + "MassiveScenarioClassification (zh-CN)": 68.45, + "MultilingualSentiment": 58.97, + "OnlineShopping": 83.51, + "TNews": 38.92, + "Waimai": 76.01 } ] }, "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": "text2vec-large-chinese", + "CLSClusteringP2P": 30.13, + "CLSClusteringS2S": 28.77, + "ThuNewsClusteringP2P": 35.05, + "ThuNewsClusteringS2S": 26.14 } ] }, "PairClassification": { "max_ap": [ { - "Model": "rubert-base-cased-sentence", - "OpusparcusPC (rus-Cyrl)": 81.52, - "TERRa (rus-Cyrl)": 59.12 + "Model": "text2vec-large-chinese", + "Cmnli": 77.67, + "Ocnli": 64.04 }, { - "Model": "rubert-base-cased-sentence", - "OpusparcusPC (rus-Cyrl)": 81.76, - "TERRa (rus-Cyrl)": 59.12 + "Model": "text2vec-large-chinese", + "Cmnli": 77.85, + "Ocnli": 64.47 } ] }, "Reranking": { "map": [ { - "Model": "rubert-base-cased-sentence", - "MIRACLReranking (rus-Cyrl)": 13.77 - }, - { - "Model": "rubert-base-cased-sentence", - "RuBQReranking (rus-Cyrl)": 39.89 + "Model": "text2vec-large-chinese", + "CMedQAv1": 58.92, + "CMedQAv2": 60.41, + "MMarcoReranking": 12.48, + "T2Reranking": 64.82 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "rubert-base-cased-sentence", - "MIRACLRetrieval (rus-Cyrl)": 1.92, - "RiaNewsRetrieval (rus-Cyrl)": 6.72, - "RuBQRetrieval (rus-Cyrl)": 12.63 + "Model": "text2vec-large-chinese", + "CmedqaRetrieval": 15.53, + "CovidRetrieval": 60.48, + "DuRetrieval": 51.87, + "EcomRetrieval": 37.58, + "MMarcoRetrieval": 45.96, + "MedicalRetrieval": 30.93, + "T2Retrieval": 50.52, + "VideoRetrieval": 42.65 } ] }, "STS": { "cosine_spearman": [ { - "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 - } - ] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [ - { - "Model": "rubert-base-cased-sentence", - "CEDRClassification (rus-Cyrl)": 35.55, - "SensitiveTopicsClassification (rus-Cyrl)": 20.05 + "Model": "text2vec-large-chinese", + "AFQMC": 24.51, + "ATEC": 32.45, + "BQ": 44.22, + "LCQMC": 69.16, + "PAWSX": 14.55, + "QBQTC": 29.51, + "STS22 (zh)": 65.94, + "STSB": 79.45 } ] }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "monot5-3b-msmarco-10k": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [] - }, - "STS": { - "cosine_spearman": [] - }, "Summarization": { "cosine_spearman": [] }, @@ -20217,128 +19335,121 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "monot5-3b-msmarco-10k", - "Core17InstructionRetrieval": 1.84, - "News21InstructionRetrieval": 1.78, - "Robust04InstructionRetrieval": 3.96 - } - ] + "p-MRR": [] } }, - "LLM2Vec-Llama-2-unsupervised": { + "LLM2Vec-Mistral-unsupervised": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "AmazonCounterfactualClassification (en)": 76.91, - "AmazonPolarityClassification": 79.05, - "AmazonReviewsClassification (en)": 40.08, - "Banking77Classification": 84.65, - "EmotionClassification": 46.58, - "ImdbClassification": 75.68, - "MTOPDomainClassification (en)": 94.33, - "MTOPIntentClassification (en)": 79.54, - "MassiveIntentClassification (en)": 73.84, - "MassiveScenarioClassification (en)": 79.17, - "ToxicConversationsClassification": 71.81, - "TweetSentimentExtractionClassification": 57.17 + "Model": "LLM2Vec-Mistral-unsupervised", + "AmazonCounterfactualClassification (en)": 76.94, + "AmazonPolarityClassification": 85.29, + "AmazonReviewsClassification (en)": 47.09, + "Banking77Classification": 86.16, + "EmotionClassification": 48.88, + "ImdbClassification": 77.95, + "MTOPDomainClassification (en)": 95.48, + "MTOPIntentClassification (en)": 82.84, + "MassiveIntentClassification (en)": 76.65, + "MassiveScenarioClassification (en)": 79.99, + "ToxicConversationsClassification": 70.71, + "TweetSentimentExtractionClassification": 60.9 } ] }, "Clustering": { "v_measure": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "ArxivClusteringP2P": 47.81, - "ArxivClusteringS2S": 40.53, - "BiorxivClusteringP2P": 38.12, - "BiorxivClusteringS2S": 31.25, - "MedrxivClusteringP2P": 30.94, - "MedrxivClusteringS2S": 28.04, - "RedditClustering": 42.84, - "RedditClusteringP2P": 60.1, - "StackExchangeClustering": 65.12, - "StackExchangeClusteringP2P": 33.61, - "TwentyNewsgroupsClustering": 30.76 + "Model": "LLM2Vec-Mistral-unsupervised", + "ArxivClusteringP2P": 47.56, + "ArxivClusteringS2S": 39.92, + "BiorxivClusteringP2P": 36.14, + "BiorxivClusteringS2S": 30.26, + "MedrxivClusteringP2P": 30.11, + "MedrxivClusteringS2S": 26.93, + "RedditClustering": 41.83, + "RedditClusteringP2P": 62.08, + "StackExchangeClustering": 67.34, + "StackExchangeClusteringP2P": 34.5, + "TwentyNewsgroupsClustering": 30.26 } ] }, "PairClassification": { "max_ap": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "SprintDuplicateQuestions": 87.57, - "TwitterSemEval2015": 65.14, - "TwitterURLCorpus": 80.94 + "Model": "LLM2Vec-Mistral-unsupervised", + "SprintDuplicateQuestions": 91.3, + "TwitterSemEval2015": 68.76, + "TwitterURLCorpus": 82.76 }, { - "Model": "LLM2Vec-Llama-2-unsupervised", - "SprintDuplicateQuestions": 87.57, - "TwitterSemEval2015": 65.14, - "TwitterURLCorpus": 80.94 + "Model": "LLM2Vec-Mistral-unsupervised", + "SprintDuplicateQuestions": 91.3, + "TwitterSemEval2015": 68.76, + "TwitterURLCorpus": 82.76 } ] }, "Reranking": { "map": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "AskUbuntuDupQuestions": 55.56, - "MindSmallReranking": 30.86, - "SciDocsRR": 77.62, - "StackOverflowDupQuestions": 47.77 + "Model": "LLM2Vec-Mistral-unsupervised", + "AskUbuntuDupQuestions": 58.6, + "MindSmallReranking": 29.73, + "SciDocsRR": 77.81, + "StackOverflowDupQuestions": 49.8 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "ArguAna": 47.09, - "CQADupstackRetrieval": 30.78, - "ClimateFEVER": 20.67, - "DBPedia": 25.81, - "FEVER": 43.48, - "FiQA2018": 24.62, - "HotpotQA": 48.46, - "MSMARCO": 18.81, - "NFCorpus": 26.81, - "NQ": 33.21, - "QuoraRetrieval": 86.15, - "SCIDOCS": 10.0, - "SciFact": 64.48, - "TRECCOVID": 60.67, - "Touche2020": 10.18 + "Model": "LLM2Vec-Mistral-unsupervised", + "ArguAna": 51.0, + "CQADupstackRetrieval": 33.37, + "ClimateFEVER": 22.97, + "DBPedia": 25.48, + "FEVER": 45.11, + "FiQA2018": 27.24, + "HotpotQA": 54.54, + "MSMARCO": 19.13, + "NFCorpus": 27.16, + "NQ": 34.16, + "QuoraRetrieval": 84.4, + "SCIDOCS": 15.35, + "SciFact": 68.68, + "TRECCOVID": 55.67, + "Touche2020": 6.54 } ] }, "STS": { "cosine_spearman": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "BIOSSES": 82.41, - "SICK-R": 71.77, - "STS12": 65.39, - "STS13": 79.26, - "STS14": 72.98, - "STS15": 82.72, - "STS16": 81.02, - "STS17 (en-en)": 86.7, - "STS22 (en)": 63.47, - "STSBenchmark": 78.32 + "Model": "LLM2Vec-Mistral-unsupervised", + "BIOSSES": 83.29, + "SICK-R": 75.55, + "STS12": 67.65, + "STS13": 83.9, + "STS14": 76.97, + "STS15": 83.8, + "STS16": 81.91, + "STS17 (en-en)": 85.58, + "STS22 (en)": 65.93, + "STSBenchmark": 80.42 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "SummEval": 31.38 + "Model": "LLM2Vec-Mistral-unsupervised", + "SummEval": 30.19 } ] }, @@ -20349,43 +19460,89 @@ "p-MRR": [] } }, - "e5-base-4k": { + "flaubert_base_uncased": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [] + "accuracy": [ + { + "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 + } + ] }, "Clustering": { - "v_measure": [] + "v_measure": [ + { + "Model": "flaubert_base_uncased", + "AlloProfClusteringP2P": 43.2, + "AlloProfClusteringS2S": 12.94, + "HALClusteringS2S": 1.8, + "MLSUMClusteringP2P": 33.22, + "MLSUMClusteringS2S": 14.9, + "MasakhaNEWSClusteringP2P (fra)": 28.49, + "MasakhaNEWSClusteringS2S (fra)": 22.58 + } + ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "flaubert_base_uncased", + "OpusparcusPC (fr)": 82.0, + "PawsXPairClassification (fr)": 52.78 + }, + { + "Model": "flaubert_base_uncased", + "OpusparcusPC (fr)": 82.0, + "PawsXPairClassification (fr)": 52.89 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "flaubert_base_uncased", + "AlloprofReranking": 34.55, + "SyntecReranking": 57.18 + } + ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "e5-base-4k", - "LEMBNarrativeQARetrieval": 30.35, - "LEMBQMSumRetrieval": 35.6, - "LEMBSummScreenFDRetrieval": 95.23, - "LEMBWikimQARetrieval": 69.19 - }, - { - "Model": "e5-base-4k", - "LEMBNeedleRetrieval": 41.5, - "LEMBPasskeyRetrieval": 67.25 + "Model": "flaubert_base_uncased", + "AlloprofRetrieval": 1.72, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.51, + "SyntecRetrieval": 22.33, + "XPQARetrieval (fr)": 9.09 } ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "flaubert_base_uncased", + "SICKFr": 41.9, + "STS22 (fr)": 55.15, + "STSBenchmarkMultilingualSTS (fr)": 33.41 + } + ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "flaubert_base_uncased", + "SummEvalFr": 29.43 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -20394,95 +19551,87 @@ "p-MRR": [] } }, - "mistral-embed": { + "flaubert_base_cased": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "mistral-embed", - "AmazonReviewsClassification (fr)": 41.59, - "MTOPDomainClassification (fr)": 90.05, - "MTOPIntentClassification (fr)": 66.09, - "MasakhaNEWSClassification (fra)": 81.4, - "MassiveIntentClassification (fr)": 62.83, - "MassiveScenarioClassification (fr)": 69.71 + "Model": "flaubert_base_cased", + "AmazonReviewsClassification (fr)": 24.9, + "MTOPDomainClassification (fr)": 25.55, + "MTOPIntentClassification (fr)": 9.49, + "MasakhaNEWSClassification (fra)": 71.14, + "MassiveIntentClassification (fr)": 6.98, + "MassiveScenarioClassification (fr)": 11.41 } ] }, "Clustering": { "v_measure": [ { - "Model": "mistral-embed", - "AlloProfClusteringP2P": 62.01, - "AlloProfClusteringS2S": 49.2, - "HALClusteringS2S": 26.17, - "MLSUMClusteringP2P": 45.28, - "MLSUMClusteringS2S": 42.74, - "MasakhaNEWSClusteringP2P (fra)": 48.13, - "MasakhaNEWSClusteringS2S (fra)": 39.62 + "Model": "flaubert_base_cased", + "AlloProfClusteringP2P": 52.86, + "AlloProfClusteringS2S": 14.46, + "HALClusteringS2S": 3.85, + "MLSUMClusteringP2P": 39.06, + "MLSUMClusteringS2S": 17.13, + "MasakhaNEWSClusteringP2P (fra)": 41.61, + "MasakhaNEWSClusteringS2S (fra)": 21.26 } ] }, "PairClassification": { "max_ap": [ { - "Model": "mistral-embed", - "OpusparcusPC (fr)": 92.61, - "PawsXPairClassification (fr)": 62.02 + "Model": "flaubert_base_cased", + "OpusparcusPC (fr)": 82.15, + "PawsXPairClassification (fr)": 51.89 }, { - "Model": "mistral-embed", - "OpusparcusPC (fr)": 92.64, - "PawsXPairClassification (fr)": 62.05 + "Model": "flaubert_base_cased", + "OpusparcusPC (fr)": 82.15, + "PawsXPairClassification (fr)": 52.19 } ] }, "Reranking": { "map": [ { - "Model": "mistral-embed", - "AlloprofReranking": 72.36, - "SyntecReranking": 88.57 + "Model": "flaubert_base_cased", + "AlloprofReranking": 34.81, + "SyntecReranking": 55.88 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "mistral-embed", - "AILACasedocs": 38.2, - "AILAStatutes": 44.81, - "AlloprofRetrieval": 56.84, - "BSARDRetrieval": 2.48, - "GerDaLIRSmall": 17.85, - "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": "flaubert_base_cased", + "AlloprofRetrieval": 1.63, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.58, + "SyntecRetrieval": 20.56, + "XPQARetrieval (fr)": 6.59 } ] }, "STS": { "cosine_spearman": [ { - "Model": "mistral-embed", - "SICKFr": 76.21, - "STS22 (fr)": 82.74, - "STSBenchmarkMultilingualSTS (fr)": 79.72 + "Model": "flaubert_base_cased", + "SICKFr": 53.86, + "STS22 (fr)": 65.37, + "STSBenchmarkMultilingualSTS (fr)": 37.14 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "mistral-embed", - "SummEvalFr": 31.47 + "Model": "flaubert_base_cased", + "SummEvalFr": 31.26 } ] }, @@ -20493,601 +19642,1308 @@ "p-MRR": [] } }, - "deberta-v1-base": { + "all-MiniLM-L12-v2": { "BitextMining": { "f1": [ { - "Model": "deberta-v1-base", - "Tatoeba (rus-Cyrl_eng-Latn)": 13.21 + "Model": "all-MiniLM-L12-v2", + "BornholmBitextMining (dan-Latn)": 35.25, + "Tatoeba (tat-Cyrl_eng-Latn)": 0.75, + "Tatoeba (yid-Hebr_eng-Latn)": 0.19, + "Tatoeba (tzl-Latn_eng-Latn)": 6.87, + "Tatoeba (ben-Beng_eng-Latn)": 0.02, + "Tatoeba (sqi-Latn_eng-Latn)": 5.86, + "Tatoeba (war-Latn_eng-Latn)": 6.18, + "Tatoeba (nld-Latn_eng-Latn)": 12.56, + "Tatoeba (ast-Latn_eng-Latn)": 9.99, + "Tatoeba (awa-Deva_eng-Latn)": 0.44, + "Tatoeba (jpn-Jpan_eng-Latn)": 2.18, + "Tatoeba (kat-Geor_eng-Latn)": 0.45, + "Tatoeba (pes-Arab_eng-Latn)": 0.3, + "Tatoeba (fra-Latn_eng-Latn)": 17.53, + "Tatoeba (nds-Latn_eng-Latn)": 11.35, + "Tatoeba (gle-Latn_eng-Latn)": 3.08, + "Tatoeba (arz-Arab_eng-Latn)": 0.0, + "Tatoeba (srp-Cyrl_eng-Latn)": 2.22, + "Tatoeba (mhr-Cyrl_eng-Latn)": 0.0, + "Tatoeba (bos-Latn_eng-Latn)": 7.05, + "Tatoeba (heb-Hebr_eng-Latn)": 0.3, + "Tatoeba (orv-Cyrl_eng-Latn)": 0.15, + "Tatoeba (kaz-Cyrl_eng-Latn)": 0.82, + "Tatoeba (eus-Latn_eng-Latn)": 6.58, + "Tatoeba (hsb-Latn_eng-Latn)": 2.89, + "Tatoeba (max-Deva_eng-Latn)": 8.4, + "Tatoeba (kab-Latn_eng-Latn)": 0.91, + "Tatoeba (hrv-Latn_eng-Latn)": 5.68, + "Tatoeba (deu-Latn_eng-Latn)": 13.89, + "Tatoeba (kor-Hang_eng-Latn)": 0.9, + "Tatoeba (slk-Latn_eng-Latn)": 4.2, + "Tatoeba (tur-Latn_eng-Latn)": 3.69, + "Tatoeba (ron-Latn_eng-Latn)": 8.77, + "Tatoeba (nno-Latn_eng-Latn)": 7.45, + "Tatoeba 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(xho-Latn_eng-Latn)": 3.66, + "Tatoeba (dan-Latn_eng-Latn)": 10.21, + "Tatoeba (gla-Latn_eng-Latn)": 2.58, + "Tatoeba (spa-Latn_eng-Latn)": 11.26, + "Tatoeba (ber-Tfng_eng-Latn)": 4.72, + "Tatoeba (ukr-Cyrl_eng-Latn)": 0.57, + "Tatoeba (cym-Latn_eng-Latn)": 5.13, + "Tatoeba (cha-Latn_eng-Latn)": 13.07, + "Tatoeba (pol-Latn_eng-Latn)": 4.29, + "Tatoeba (fin-Latn_eng-Latn)": 3.65, + "Tatoeba (bul-Cyrl_eng-Latn)": 0.23, + "Tatoeba (tuk-Latn_eng-Latn)": 2.66, + "Tatoeba (tam-Taml_eng-Latn)": 0.33, + "Tatoeba (mar-Deva_eng-Latn)": 0.04, + "Tatoeba (vie-Latn_eng-Latn)": 5.06, + "Tatoeba (ell-Grek_eng-Latn)": 0.2, + "Tatoeba (lat-Latn_eng-Latn)": 7.14, + "Tatoeba (zsm-Latn_eng-Latn)": 5.99, + "Tatoeba (ita-Latn_eng-Latn)": 12.57, + "Tatoeba (ara-Arab_eng-Latn)": 0.43, + "Tatoeba (cor-Latn_eng-Latn)": 2.47, + "Tatoeba (oci-Latn_eng-Latn)": 8.72, + "Tatoeba (mkd-Cyrl_eng-Latn)": 0.01, + "Tatoeba (ile-Latn_eng-Latn)": 17.43, + "Tatoeba (kzj-Latn_eng-Latn)": 3.64, + "Tatoeba (cmn-Hans_eng-Latn)": 2.45, + "Tatoeba (dtp-Latn_eng-Latn)": 3.31, + "Tatoeba (hye-Armn_eng-Latn)": 0.5 } ] }, "Classification": { "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 + "Model": "all-MiniLM-L12-v2", + "AllegroReviews (pol-Latn)": 23.85, + "AmazonCounterfactualClassification (de)": 57.1, + "AmazonCounterfactualClassification (en)": 65.28, + "AmazonCounterfactualClassification (en-ext)": 67.24, + "AmazonCounterfactualClassification (ja)": 59.91, + "AmazonCounterfactualClassification (deu-Latn)": 57.13, + "AmazonCounterfactualClassification (jpn-Jpan)": 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+ } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "USER-base", + "MIRACLRetrieval (rus-Cyrl)": 35.22, + "RiaNewsRetrieval (rus-Cyrl)": 77.83, + "RuBQRetrieval (rus-Cyrl)": 56.86 + } + ] + }, + "STS": { + "cosine_spearman": [ + { + "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", + "RUParaPhraserSTS (rus-Cyrl)": 73.56, + "RuSTSBenchmarkSTS (rus-Cyrl)": 82.26, + "STS22 (rus-Cyrl)": 63.39, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81 } ] }, "Summarization": { - "cosine_spearman": [ + "cosine_spearman": [] + }, + "MultilabelClassification": { + "accuracy": [ { - "Model": "sentence-t5-xl", - "SummEval": 29.91, - "SummEvalFr": 31.59 + "Model": "USER-base", + "CEDRClassification (rus-Cyrl)": 46.47, + "SensitiveTopicsClassification (rus-Cyrl)": 27.5 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [] + } + }, + "electra-small-swedish-cased-discriminator": { + "BitextMining": { + "f1": [ + { + "Model": "electra-small-swedish-cased-discriminator", + "BornholmBitextMining": 0.85 + } + ] + }, + "Classification": { + "accuracy": [ + { + "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": { + "max_ap": [] + }, + "Reranking": { + "map": [] + }, + "Retrieval": { + "ndcg_at_10": [] + }, + "STS": { + "cosine_spearman": [] + }, + "Summarization": { + "cosine_spearman": [] + }, "MultilabelClassification": { "accuracy": [] }, @@ -21095,87 +20951,118 @@ "p-MRR": [] } }, - "udever-bloom-560m": { + "gtr-t5-base": { "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 + "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": [ { - "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 + "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": { "max_ap": [ { - "Model": "udever-bloom-560m", - "OpusparcusPC (fr)": 82.1, - "PawsXPairClassification (fr)": 59.69 + "Model": "gtr-t5-base", + "SprintDuplicateQuestions": 94.55, + "TwitterSemEval2015": 72.23, + "TwitterURLCorpus": 84.77 }, { - "Model": "udever-bloom-560m", - "OpusparcusPC (fr)": 85.87, - "PawsXPairClassification (fr)": 61.99 + "Model": "gtr-t5-base", + "SprintDuplicateQuestions": 94.55, + "TwitterSemEval2015": 72.23, + "TwitterURLCorpus": 84.77 } ] }, "Reranking": { "map": [ { - "Model": "udever-bloom-560m", - "AlloprofReranking": 28.75, - "SyntecReranking": 50.88 + "Model": "gtr-t5-base", + "AskUbuntuDupQuestions": 60.86, + "MindSmallReranking": 31.33, + "SciDocsRR": 73.71, + "StackOverflowDupQuestions": 51.01 } ] }, "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 + "Model": "gtr-t5-base", + "ArguAna": 50.83, + "CQADupstackRetrieval": 34.55, + "ClimateFEVER": 24.88, + "DBPedia": 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37.63, + "TwentyNewsgroupsClustering": 54.87 + } + ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "google-gecko.text-embedding-preview-0409", + "SprintDuplicateQuestions": 96.26, + "TwitterSemEval2015": 79.04, + "TwitterURLCorpus": 87.53 + }, + { + "Model": "google-gecko.text-embedding-preview-0409", + "SprintDuplicateQuestions": 96.26, + "TwitterSemEval2015": 79.04, + "TwitterURLCorpus": 87.53 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "google-gecko.text-embedding-preview-0409", + "AskUbuntuDupQuestions": 64.4, + "MindSmallReranking": 33.07, + "SciDocsRR": 83.59, + "StackOverflowDupQuestions": 54.56 + } + ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "instructor-xl", - "BrightRetrieval (aops)": 8.26, - "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 + "Model": "google-gecko.text-embedding-preview-0409", + "ArguAna": 62.18, + "BrightRetrieval (earth_science)": 34.38, + "BrightRetrieval (leetcode)": 29.64, + "BrightRetrieval (theoremqa_questions)": 21.51, + "BrightRetrieval (aops)": 9.33, + "BrightRetrieval (sustainable_living)": 17.25, + "BrightRetrieval (pony)": 3.59, + "BrightRetrieval (theoremqa_theorems)": 14.31, + "BrightRetrieval (stackoverflow)": 17.93, + "BrightRetrieval (biology)": 22.98, + "BrightRetrieval (robotics)": 15.98, + "BrightRetrieval (economics)": 19.5, + "BrightRetrieval (psychology)": 27.86, + "CQADupstackRetrieval": 48.89, + "ClimateFEVER": 33.21, + "DBPedia": 47.12, + "FEVER": 86.96, + "FiQA2018": 59.24, + "HotpotQA": 71.33, + "MSMARCO": 32.58, + "NFCorpus": 40.33, + "NQ": 61.28, + "QuoraRetrieval": 88.18, + "SCIDOCS": 20.34, + "SciFact": 75.42, + "TRECCOVID": 82.62, + "Touche2020": 25.86 } ], "recall_at_1": [ { - "Model": "instructor-xl", - "BrightRetrieval (stackoverflow)": 14.96, - "BrightRetrieval (biology)": 22.01, - "BrightRetrieval (sustainable_living)": 20.14, - "BrightRetrieval (pony)": 5.93, - "BrightRetrieval (psychology)": 20.5, + "Model": "google-gecko.text-embedding-preview-0409", + "BrightRetrieval (economics)": 21.84, + "BrightRetrieval (stackoverflow)": 19.23, + "BrightRetrieval (pony)": 0.29, + "BrightRetrieval (earth_science)": 38.0, + "BrightRetrieval (sustainable_living)": 25.65, "BrightRetrieval (robotics)": 12.87, - "BrightRetrieval (economics)": 14.08, - "BrightRetrieval (earth_science)": 32.04 + "BrightRetrieval (psychology)": 30.69, + "BrightRetrieval (biology)": 30.91 } ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "google-gecko.text-embedding-preview-0409", + "BIOSSES": 89.46, + "SICK-R": 81.93, + "STS12": 77.59, + "STS13": 90.36, + "STS14": 85.25, + "STS15": 89.66, + "STS16": 87.34, + "STS17 (en-en)": 92.06, + "STS22 (en)": 68.02, + "STSBenchmark": 88.99 + } + ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "google-gecko.text-embedding-preview-0409", + "SummEval": 32.63 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -21246,75 +21219,97 @@ "InstructionRetrieval": { "p-MRR": [ { - "Model": "instructor-xl", - "Core17InstructionRetrieval": 0.69, - "News21InstructionRetrieval": -0.9, - "Robust04InstructionRetrieval": -8.08 + "Model": "google-gecko.text-embedding-preview-0409", + "Core17InstructionRetrieval": 5.44, + "News21InstructionRetrieval": 3.94, + "Robust04InstructionRetrieval": -2.4 } ] } }, - "e5-base": { + "bert-base-15lang-cased": { "BitextMining": { - "f1": [ - { - "Model": "e5-base", - "BornholmBitextMining": 40.09 - } - ] + "f1": [] }, "Classification": { "accuracy": [ { - "Model": "e5-base", - "AngryTweetsClassification": 45.06, - "DKHateClassification": 58.51, - "DanishPoliticalCommentsClassification": 28.43, - "LccSentimentClassification": 37.47, - "MassiveIntentClassification (da)": 44.25, - "MassiveIntentClassification (nb)": 41.57, - "MassiveIntentClassification (sv)": 41.34, - "MassiveScenarioClassification (da)": 52.99, - "MassiveScenarioClassification (nb)": 50.33, - "MassiveScenarioClassification (sv)": 50.0, - "NoRecClassification": 42.0, - "NordicLangClassification": 59.34, - "NorwegianParliament": 57.42, - "ScalaDaClassification": 50.08, - "ScalaNbClassification": 50.18 + "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 } ] }, "Clustering": { - "v_measure": [] + "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 + } + ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "bert-base-15lang-cased", + "OpusparcusPC (fr)": 86.78, + "PawsXPairClassification (fr)": 53.38 + }, + { + "Model": "bert-base-15lang-cased", + "OpusparcusPC (fr)": 87.73, + "PawsXPairClassification (fr)": 53.38 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "bert-base-15lang-cased", + "AlloprofReranking": 36.21, + "SyntecReranking": 53.25 + } + ] }, "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": "bert-base-15lang-cased", + "AlloprofRetrieval": 1.61, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 3.55, + "SyntecRetrieval": 18.95, + "XPQARetrieval (fr)": 18.35 } ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "bert-base-15lang-cased", + "SICKFr": 58.77, + "STS22 (fr)": 40.4, + "STSBenchmarkMultilingualSTS (fr)": 52.25 + } + ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "bert-base-15lang-cased", + "SummEvalFr": 29.13 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -21323,118 +21318,87 @@ "p-MRR": [] } }, - "voyage-lite-02-instruct": { + "multi-qa-MiniLM-L6-cos-v1": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "voyage-lite-02-instruct", - "AmazonCounterfactualClassification (en)": 88.31, - "AmazonPolarityClassification": 96.32, - "AmazonReviewsClassification (en)": 56.25, - "Banking77Classification": 88.59, - "EmotionClassification": 50.28, - "ImdbClassification": 95.75, - "MTOPDomainClassification (en)": 97.65, - "MTOPIntentClassification (en)": 75.16, - "MassiveIntentClassification (en)": 73.97, - "MassiveScenarioClassification (en)": 83.99, - "ToxicConversationsClassification": 81.75, - "TweetSentimentExtractionClassification": 62.98 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "AmazonReviewsClassification (fr)": 27.05, + "MTOPDomainClassification (fr)": 72.97, + "MTOPIntentClassification (fr)": 37.18, + "MasakhaNEWSClassification (fra)": 75.62, + "MassiveIntentClassification (fr)": 42.64, + "MassiveScenarioClassification (fr)": 49.92 } ] }, "Clustering": { "v_measure": [ { - "Model": "voyage-lite-02-instruct", - "ArxivClusteringP2P": 51.95, - "ArxivClusteringS2S": 42.48, - "BiorxivClusteringP2P": 50.15, - "BiorxivClusteringS2S": 42.84, - "MedrxivClusteringP2P": 47.24, - "MedrxivClusteringS2S": 43.48, - "RedditClustering": 63.73, - "RedditClusteringP2P": 64.09, - "StackExchangeClustering": 70.71, - "StackExchangeClusteringP2P": 40.34, - "TwentyNewsgroupsClustering": 59.56 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "AlloProfClusteringP2P": 49.13, + "AlloProfClusteringS2S": 26.16, + "HALClusteringS2S": 12.49, + "MLSUMClusteringP2P": 35.15, + "MLSUMClusteringS2S": 25.95, + "MasakhaNEWSClusteringP2P (fra)": 53.73, + "MasakhaNEWSClusteringS2S (fra)": 27.27 } ] }, "PairClassification": { "max_ap": [ { - "Model": "voyage-lite-02-instruct", - "SprintDuplicateQuestions": 98.07, - "TwitterSemEval2015": 74.44, - "TwitterURLCorpus": 88.11 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "OpusparcusPC (fr)": 88.07, + "PawsXPairClassification (fr)": 57.36 }, { - "Model": "voyage-lite-02-instruct", - "SprintDuplicateQuestions": 98.07, - "TwitterSemEval2015": 74.44, - "TwitterURLCorpus": 88.11 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "OpusparcusPC (fr)": 88.07, + "PawsXPairClassification (fr)": 57.48 } ] }, "Reranking": { "map": [ - { - "Model": "voyage-lite-02-instruct", - "AskUbuntuDupQuestions": 63.24, - "MindSmallReranking": 31.48, - "SciDocsRR": 84.68, - "StackOverflowDupQuestions": 53.56 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "voyage-lite-02-instruct", - "ArguAna": 70.28, - "CQADupstackRetrieval": 46.2, - "ClimateFEVER": 31.95, - "DBPedia": 39.79, - "FEVER": 91.35, - "FiQA2018": 52.51, - "HotpotQA": 75.51, - "MSMARCO": 37.93, - "NFCorpus": 43.7, - "NQ": 64.26, - "QuoraRetrieval": 87.62, - "SCIDOCS": 20.24, - "SciFact": 79.91, - "TRECCOVID": 81.02, - "Touche2020": 26.8 + { + "Model": "multi-qa-MiniLM-L6-cos-v1", + "AlloprofReranking": 40.28, + "SyntecReranking": 65.08 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "multi-qa-MiniLM-L6-cos-v1", + "AlloprofRetrieval": 30.23, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 16.31, + "SyntecRetrieval": 58.07, + "XPQARetrieval (fr)": 48.83 } ] }, "STS": { "cosine_spearman": [ { - "Model": "voyage-lite-02-instruct", - "BIOSSES": 89.7, - "SICK-R": 78.44, - "STS12": 86.46, - "STS13": 87.76, - "STS14": 86.6, - "STS15": 90.1, - "STS16": 86.39, - "STS17 (en-en)": 86.98, - "STS22 (en)": 76.89, - "STSBenchmark": 88.56 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "SICKFr": 62.11, + "STS22 (fr)": 74.62, + "STSBenchmarkMultilingualSTS (fr)": 63.85 } ] }, "Summarization": { "cosine_spearman": [ { - "Model": "voyage-lite-02-instruct", - "SummEval": 31.01 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "SummEvalFr": 27.59 } ] }, @@ -21445,240 +21409,347 @@ "p-MRR": [] } }, - "text-embedding-ada-002-instruct": { + "USER-bge-m3": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "USER-bge-m3", + "Tatoeba (rus-Cyrl_eng-Latn)": 93.52 + } + ] }, "Classification": { - "accuracy": [] + "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": [] + "v_measure": [ + { + "Model": "USER-bge-m3", + "GeoreviewClusteringP2P (rus-Cyrl)": 62.79, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 53.11, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.93 + } + ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "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": [] + "map": [ + { + "Model": "USER-bge-m3", + "MIRACLReranking (rus-Cyrl)": 64.35 + }, + { + "Model": "USER-bge-m3", + "RuBQReranking (rus-Cyrl)": 73.08 + } + ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-embedding-ada-002-instruct", - "ARCChallenge": 11.85, - "AlphaNLI": 10.62, - "HellaSwag": 24.8, - "PIQA": 23.87, - "Quail": 5.79, - "RARbCode": 82.36, - "RARbMath": 67.26, - "SIQA": 2.64, - "SpartQA": 4.75, - "TempReasonL1": 1.44, - "TempReasonL2Fact": 19.38, - "TempReasonL2Pure": 2.43, - "TempReasonL3Fact": 17.58, - "TempReasonL3Pure": 7.31, - "WinoGrande": 11.36 + "Model": "USER-bge-m3", + "MIRACLRetrieval (rus-Cyrl)": 67.33, + "RiaNewsRetrieval (rus-Cyrl)": 83.53, + "RuBQRetrieval (rus-Cyrl)": 70.03 } ] }, "STS": { - "cosine_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": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [] + "accuracy": [ + { + "Model": "USER-bge-m3", + "CEDRClassification (rus-Cyrl)": 45.48, + "SensitiveTopicsClassification (rus-Cyrl)": 26.29 + } + ] }, "InstructionRetrieval": { "p-MRR": [] } }, - "FollowIR-7B": { + "contriever-base-msmarco": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [] - }, - "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [ + "accuracy": [ { - "Model": "FollowIR-7B", - "Core17InstructionRetrieval": 16.48, - "News21InstructionRetrieval": 6.26, - "Robust04InstructionRetrieval": 13.72 + "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 } ] - } - }, - "norbert3-base": { - "BitextMining": { - "f1": [ + }, + "Clustering": { + "v_measure": [ { - "Model": "norbert3-base", - "BornholmBitextMining": 6.08 + "Model": "contriever-base-msmarco", + "ArxivClusteringP2P": 42.61, + "ArxivClusteringS2S": 32.32, + "BiorxivClusteringP2P": 34.97, + "BiorxivClusteringS2S": 29.08, + "MedrxivClusteringP2P": 31.19, + "MedrxivClusteringS2S": 27.27, + "RedditClustering": 54.89, + "RedditClusteringP2P": 57.58, + "StackExchangeClustering": 63.15, + "StackExchangeClusteringP2P": 32.25, + "TwentyNewsgroupsClustering": 46.82 } ] }, - "Classification": { - "accuracy": [ + "PairClassification": { + "max_ap": [ { - "Model": "norbert3-base", - "AngryTweetsClassification": 52.48, - "DKHateClassification": 58.78, - "DanishPoliticalCommentsClassification": 34.14, - "LccSentimentClassification": 54.07, - "MassiveIntentClassification (da)": 53.16, - "MassiveIntentClassification (nb)": 54.2, - "MassiveIntentClassification (sv)": 52.08, - "MassiveScenarioClassification (da)": 57.17, - "MassiveScenarioClassification (nb)": 60.69, - "MassiveScenarioClassification (sv)": 53.53, - "NoRecClassification": 53.4, - "NordicLangClassification": 82.67, - "NorwegianParliament": 59.33, - "ScalaDaClassification": 58.25, - "ScalaNbClassification": 60.19 + "Model": "contriever-base-msmarco", + "SprintDuplicateQuestions": 95.55, + "TwitterSemEval2015": 66.85, + "TwitterURLCorpus": 85.21 + }, + { + "Model": "contriever-base-msmarco", + "SprintDuplicateQuestions": 95.55, + "TwitterSemEval2015": 66.85, + "TwitterURLCorpus": 85.21 } ] }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, "Reranking": { - "map": [] + "map": [ + { + "Model": "contriever-base-msmarco", + "AskUbuntuDupQuestions": 56.69, + "MindSmallReranking": 31.58, + "SciDocsRR": 76.51, + "StackOverflowDupQuestions": 47.78 + } + ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "contriever-base-msmarco", + "ArguAna": 48.32, + "CQADupstackRetrieval": 33.67, + "ClimateFEVER": 24.79, + "DBPedia": 38.1, + "FEVER": 59.29, + "FiQA2018": 27.42, + "HotpotQA": 56.81, + "MSMARCO": 36.77, + "NFCorpus": 31.32, + "NQ": 41.83, + "QuoraRetrieval": 86.72, + "SCIDOCS": 17.12, + "SciFact": 65.51, + "TRECCOVID": 44.77, + "Touche2020": 15.79 + } + ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "contriever-base-msmarco", + "BIOSSES": 83.32, + "SICK-R": 70.2, + "STS12": 64.34, + "STS13": 80.03, + "STS14": 74.51, + "STS15": 83.3, + "STS16": 79.67, + "STS17 (en-en)": 86.32, + "STS22 (en)": 64.64, + "STSBenchmark": 78.81 + } + ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "contriever-base-msmarco", + "SummEval": 30.36 + } + ] }, "MultilabelClassification": { "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [] + "p-MRR": [ + { + "Model": "contriever-base-msmarco", + "Core17InstructionRetrieval": -2.48, + "News21InstructionRetrieval": -2.83, + "Robust04InstructionRetrieval": -6.12 + } + ] } }, - "m3e-large": { + "LLM2Vec-Meta-Llama-3-unsupervised": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "m3e-large", - "AmazonReviewsClassification (zh)": 44.44, - "IFlyTek": 43.96, - "JDReview": 86.92, - "MassiveIntentClassification (zh-CN)": 67.23, - "MassiveScenarioClassification (zh-CN)": 74.88, - "MultilingualSentiment": 72.47, - "OnlineShopping": 89.59, - "TNews": 48.26, - "Waimai": 86.08 + "Model": "LLM2Vec-Meta-Llama-3-unsupervised", + "AmazonCounterfactualClassification (en)": 75.7, + "AmazonPolarityClassification": 80.68, + "AmazonReviewsClassification (en)": 40.0, + "Banking77Classification": 84.77, + "EmotionClassification": 47.08, + "ImdbClassification": 75.19, + "MTOPDomainClassification (en)": 94.47, + "MTOPIntentClassification (en)": 81.09, + "MassiveIntentClassification (en)": 75.01, + "MassiveScenarioClassification (en)": 79.16, + "ToxicConversationsClassification": 71.85, + "TweetSentimentExtractionClassification": 57.61 } ] }, "Clustering": { "v_measure": [ { - "Model": "m3e-large", - "CLSClusteringP2P": 38.6, - "CLSClusteringS2S": 38.02, - "ThuNewsClusteringP2P": 60.39, - "ThuNewsClusteringS2S": 58.51 + "Model": "LLM2Vec-Meta-Llama-3-unsupervised", + "ArxivClusteringP2P": 49.22, + "ArxivClusteringS2S": 41.71, + "BiorxivClusteringP2P": 38.39, + "BiorxivClusteringS2S": 31.31, + "MedrxivClusteringP2P": 31.47, + "MedrxivClusteringS2S": 27.87, + "RedditClustering": 43.67, + "RedditClusteringP2P": 61.67, + "StackExchangeClustering": 68.2, + "StackExchangeClusteringP2P": 36.36, + "TwentyNewsgroupsClustering": 32.01 } ] }, "PairClassification": { "max_ap": [ { - "Model": "m3e-large", - "Cmnli": 69.27, - "Ocnli": 59.33 + "Model": "LLM2Vec-Meta-Llama-3-unsupervised", + "SprintDuplicateQuestions": 88.14, + "TwitterSemEval2015": 66.6, + "TwitterURLCorpus": 79.3 }, { - "Model": "m3e-large", - "Cmnli": 69.27, - "Ocnli": 59.99 + "Model": "LLM2Vec-Meta-Llama-3-unsupervised", + "SprintDuplicateQuestions": 88.14, + "TwitterSemEval2015": 66.6, + "TwitterURLCorpus": 79.3 } ] }, "Reranking": { "map": [ { - "Model": "m3e-large", - "CMedQAv1": 77.76, - "CMedQAv2": 78.27, - "MMarcoReranking": 16.46, - "T2Reranking": 66.13 + "Model": "LLM2Vec-Meta-Llama-3-unsupervised", + "AskUbuntuDupQuestions": 57.16, + "MindSmallReranking": 30.1, + "SciDocsRR": 76.28, + "StackOverflowDupQuestions": 48.82 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "m3e-large", - "CmedqaRetrieval": 30.73, - "CovidRetrieval": 61.33, - "DuRetrieval": 74.69, - "EcomRetrieval": 45.18, - "MMarcoRetrieval": 61.06, - "MedicalRetrieval": 48.66, - "T2Retrieval": 72.36, - "VideoRetrieval": 44.02 + "Model": "LLM2Vec-Meta-Llama-3-unsupervised", + "ArguAna": 51.73, + "CQADupstackRetrieval": 32.4, + "ClimateFEVER": 23.58, + "DBPedia": 26.78, + "FEVER": 53.42, + "FiQA2018": 28.56, + "HotpotQA": 52.37, + "MSMARCO": 17.47, + "NFCorpus": 26.28, + "NQ": 37.65, + "QuoraRetrieval": 84.64, + "SCIDOCS": 10.39, + "SciFact": 66.36, + "TRECCOVID": 63.34, + "Touche2020": 12.82 } ] }, "STS": { "cosine_spearman": [ { - "Model": "m3e-large", - "AFQMC": 36.53, - "ATEC": 41.8, - "BQ": 65.2, - "LCQMC": 74.2, - "PAWSX": 15.95, - "QBQTC": 32.65, - "STS22 (zh)": 62.91, - "STSB": 74.16 + "Model": "LLM2Vec-Meta-Llama-3-unsupervised", + "BIOSSES": 84.67, + "SICK-R": 72.16, + "STS12": 61.6, + "STS13": 79.71, + "STS14": 72.11, + "STS15": 82.18, + "STS16": 79.41, + "STS17 (en-en)": 85.44, + "STS22 (en)": 63.9, + "STSBenchmark": 77.44 } ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "LLM2Vec-Meta-Llama-3-unsupervised", + "SummEval": 31.45 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -21687,79 +21758,91 @@ "p-MRR": [] } }, - "Cohere-embed-english-v3.0": { + "bge-base-zh-v1.5": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [] + "accuracy": [ + { + "Model": "bge-base-zh-v1.5", + "AmazonReviewsClassification (zh)": 40.15, + "IFlyTek": 48.62, + "JDReview": 83.62, + "MassiveIntentClassification (zh-CN)": 67.93, + "MassiveScenarioClassification (zh-CN)": 73.98, + "MultilingualSentiment": 70.67, + "OnlineShopping": 91.26, + "TNews": 51.08, + "Waimai": 85.36 + } + ] }, "Clustering": { - "v_measure": [] + "v_measure": [ + { + "Model": "bge-base-zh-v1.5", + "CLSClusteringP2P": 39.91, + "CLSClusteringS2S": 37.63, + "ThuNewsClusteringP2P": 58.45, + "ThuNewsClusteringS2S": 54.12 + } + ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "bge-base-zh-v1.5", + "Cmnli": 84.1, + "Ocnli": 75.41 + }, + { + "Model": "bge-base-zh-v1.5", + "Cmnli": 84.11, + "Ocnli": 75.43 + } + ] }, "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [ + "map": [ { - "Model": "Cohere-embed-english-v3.0", - "AILACasedocs": 31.54, - "AILAStatutes": 27.15, - "ARCChallenge": 9.89, - "AlphaNLI": 15.1, - "BrightRetrieval (psychology)": 21.82, - "BrightRetrieval (economics)": 20.18, - "BrightRetrieval (robotics)": 16.21, - "BrightRetrieval (biology)": 18.98, - "BrightRetrieval (stackoverflow)": 16.47, - "BrightRetrieval (theoremqa_theorems)": 7.14, - "BrightRetrieval (pony)": 1.77, - "BrightRetrieval (sustainable_living)": 17.69, - "BrightRetrieval (aops)": 6.46, - "BrightRetrieval (theoremqa_questions)": 15.07, - "BrightRetrieval (leetcode)": 26.78, - "BrightRetrieval (earth_science)": 27.45, - "GerDaLIRSmall": 6.05, - "HellaSwag": 26.35, - "LeCaRDv2": 21.02, - "LegalBenchConsumerContractsQA": 77.12, - "LegalBenchCorporateLobbying": 93.68, - "LegalQuAD": 26.08, - "LegalSummarization": 61.7, - "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 + "Model": "bge-base-zh-v1.5", + "CMedQAv1": 80.47, + "CMedQAv2": 84.88, + "MMarcoReranking": 29.74, + "T2Reranking": 66.49 } - ], - "recall_at_1": [ - { - "Model": "Cohere-embed-english-v3.0", - "BrightRetrieval (robotics)": 9.9, - "BrightRetrieval (psychology)": 20.5, - "BrightRetrieval (biology)": 31.47, - "BrightRetrieval (economics)": 17.96, - "BrightRetrieval (stackoverflow)": 15.81, - "BrightRetrieval (pony)": 0.84, - "BrightRetrieval (sustainable_living)": 15.23, - "BrightRetrieval (earth_science)": 35.49 + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "bge-base-zh-v1.5", + "CmedqaRetrieval": 41.61, + "CovidRetrieval": 74.7, + "DuRetrieval": 85.07, + "EcomRetrieval": 64.25, + "MMarcoRetrieval": 77.69, + "MedicalRetrieval": 56.51, + "T2Retrieval": 83.71, + "VideoRetrieval": 72.35 } ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "bge-base-zh-v1.5", + "AFQMC": 42.4, + "ATEC": 48.17, + "BQ": 61.78, + "LCQMC": 74.45, + "PAWSX": 20.4, + "QBQTC": 36.22, + "STS22 (zh)": 68.01, + "STSB": 78.31 + } + ] }, "Summarization": { "cosine_spearman": [] @@ -21768,69 +21851,92 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "Cohere-embed-english-v3.0", - "Core17InstructionRetrieval": 2.8, - "News21InstructionRetrieval": 0.2, - "Robust04InstructionRetrieval": -3.63 - } - ] + "p-MRR": [] } }, - "instructor-large": { + "bert-base-10lang-cased": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [] + "accuracy": [ + { + "Model": "bert-base-10lang-cased", + "AmazonReviewsClassification (fr)": 29.38, + "MTOPDomainClassification (fr)": 63.65, + "MTOPIntentClassification (fr)": 37.87, + "MasakhaNEWSClassification (fra)": 63.93, + "MassiveIntentClassification (fr)": 37.28, + "MassiveScenarioClassification (fr)": 44.5 + } + ] }, "Clustering": { - "v_measure": [] + "v_measure": [ + { + "Model": "bert-base-10lang-cased", + "AlloProfClusteringP2P": 53.22, + "AlloProfClusteringS2S": 42.92, + "HALClusteringS2S": 19.94, + "MLSUMClusteringP2P": 40.96, + "MLSUMClusteringS2S": 31.87, + "MasakhaNEWSClusteringP2P (fra)": 24.23, + "MasakhaNEWSClusteringS2S (fra)": 24.46 + } + ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "bert-base-10lang-cased", + "OpusparcusPC (fr)": 86.79, + "PawsXPairClassification (fr)": 53.4 + }, + { + "Model": "bert-base-10lang-cased", + "OpusparcusPC (fr)": 87.78, + "PawsXPairClassification (fr)": 53.4 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "bert-base-10lang-cased", + "AlloprofReranking": 36.21, + "SyntecReranking": 53.25 + } + ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "instructor-large", - "BrightRetrieval (pony)": 1.32, - "BrightRetrieval (sustainable_living)": 13.16, - "BrightRetrieval (aops)": 7.94, - "BrightRetrieval (biology)": 15.61, - "BrightRetrieval (stackoverflow)": 11.21, - "BrightRetrieval (theoremqa_theorems)": 8.27, - "BrightRetrieval (psychology)": 21.94, - "BrightRetrieval (economics)": 15.99, - "BrightRetrieval (robotics)": 11.45, - "BrightRetrieval (leetcode)": 20.0, - "BrightRetrieval (earth_science)": 21.52, - "BrightRetrieval (theoremqa_questions)": 20.07 - } - ], - "recall_at_1": [ - { - "Model": "instructor-large", - "BrightRetrieval (stackoverflow)": 14.53, - "BrightRetrieval (pony)": 3.94, - "BrightRetrieval (economics)": 14.08, - "BrightRetrieval (earth_science)": 29.45, - "BrightRetrieval (sustainable_living)": 25.42, - "BrightRetrieval (psychology)": 21.29, - "BrightRetrieval (robotics)": 12.87, - "BrightRetrieval (biology)": 24.11 + "Model": "bert-base-10lang-cased", + "AlloprofRetrieval": 1.6, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 3.55, + "SyntecRetrieval": 18.95, + "XPQARetrieval (fr)": 18.39 } ] }, "STS": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "bert-base-10lang-cased", + "SICKFr": 58.76, + "STS22 (fr)": 40.31, + "STSBenchmarkMultilingualSTS (fr)": 52.25 + } + ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "bert-base-10lang-cased", + "SummEvalFr": 29.06 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -21839,143 +21945,112 @@ "p-MRR": [] } }, - "e5-large": { + "rubert-base-cased-sentence": { "BitextMining": { "f1": [ { - "Model": "e5-large", - "BornholmBitextMining": 40.15 + "Model": "rubert-base-cased-sentence", + "Tatoeba (rus-Cyrl_eng-Latn)": 20.26 } ] }, "Classification": { "accuracy": [ { - "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 + "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 } ] }, "Clustering": { - "v_measure": [] + "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 + } + ] }, "PairClassification": { - "max_ap": [] + "max_ap": [ + { + "Model": "rubert-base-cased-sentence", + "OpusparcusPC (rus-Cyrl)": 81.52, + "TERRa (rus-Cyrl)": 59.12 + }, + { + "Model": "rubert-base-cased-sentence", + "OpusparcusPC (rus-Cyrl)": 81.76, + "TERRa (rus-Cyrl)": 59.12 + } + ] }, "Reranking": { - "map": [] + "map": [ + { + "Model": "rubert-base-cased-sentence", + "MIRACLReranking (rus-Cyrl)": 13.77 + }, + { + "Model": "rubert-base-cased-sentence", + "RuBQReranking (rus-Cyrl)": 39.89 + } + ] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "rubert-base-cased-sentence", + "MIRACLRetrieval (rus-Cyrl)": 1.92, + "RiaNewsRetrieval (rus-Cyrl)": 6.72, + "RuBQRetrieval (rus-Cyrl)": 12.63 + } + ] }, "STS": { - "cosine_spearman": [] - }, - "Summarization": { - "cosine_spearman": [] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "contriever": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [] - }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [ + "cosine_spearman": [ { - "Model": "contriever", - "ARCChallenge": 8.62, - "AlphaNLI": 31.77, - "HellaSwag": 14.42, - "PIQA": 24.64, - "Quail": 4.97, - "RARbCode": 9.28, - "RARbMath": 30.76, - "SIQA": 1.27, - "SpartQA": 10.94, - "TempReasonL1": 1.93, - "TempReasonL2Fact": 22.68, - "TempReasonL2Pure": 1.12, - "TempReasonL3Fact": 20.62, - "TempReasonL3Pure": 7.8, - "WinoGrande": 47.15 + "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 } ] }, - "STS": { - "cosine_spearman": [] - }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { - "accuracy": [] + "accuracy": [ + { + "Model": "rubert-base-cased-sentence", + "CEDRClassification (rus-Cyrl)": 35.55, + "SensitiveTopicsClassification (rus-Cyrl)": 20.05 + } + ] }, "InstructionRetrieval": { "p-MRR": [] } }, - "sentence-bert-swedish-cased": { + "text-embedding-3-small-instruct": { "BitextMining": { - "f1": [ - { - "Model": "sentence-bert-swedish-cased", - "BornholmBitextMining": 14.08 - } - ] + "f1": [] }, "Classification": { - "accuracy": [ - { - "Model": "sentence-bert-swedish-cased", - "AngryTweetsClassification": 44.46, - "DKHateClassification": 59.36, - "DanishPoliticalCommentsClassification": 28.32, - "LccSentimentClassification": 47.2, - "MassiveIntentClassification (da)": 42.84, - "MassiveIntentClassification (nb)": 42.74, - "MassiveIntentClassification (sv)": 69.11, - "MassiveScenarioClassification (da)": 49.64, - "MassiveScenarioClassification (nb)": 49.49, - "MassiveScenarioClassification (sv)": 75.96, - "NoRecClassification": 43.53, - "NordicLangClassification": 51.45, - "NorwegianParliament": 55.74, - "ScalaDaClassification": 50.12, - "ScalaNbClassification": 50.34 - } - ] + "accuracy": [] }, "Clustering": { "v_measure": [] @@ -21987,7 +22062,26 @@ "map": [] }, "Retrieval": { - "ndcg_at_10": [] + "ndcg_at_10": [ + { + "Model": "text-embedding-3-small-instruct", + "ARCChallenge": 13.76, + "AlphaNLI": 21.14, + "HellaSwag": 27.2, + "PIQA": 29.59, + "Quail": 6.64, + "RARbCode": 72.14, + "RARbMath": 64.31, + "SIQA": 2.98, + "SpartQA": 3.58, + "TempReasonL1": 2.29, + "TempReasonL2Fact": 26.34, + "TempReasonL2Pure": 3.17, + "TempReasonL3Fact": 22.72, + "TempReasonL3Pure": 9.98, + "WinoGrande": 25.49 + } + ] }, "STS": { "cosine_spearman": [] @@ -22002,83 +22096,271 @@ "p-MRR": [] } }, - "st-polish-paraphrase-from-mpnet": { + "komninos": { "BitextMining": { - "f1": [] + "f1": [ + { + "Model": "komninos", + "BUCC (de-en)": 0.18, + "BUCC (fr-en)": 0.08, + "BUCC (ru-en)": 0.15, + "BUCC (zh-en)": 0.05, + "Tatoeba (afr-eng)": 4.82, + "Tatoeba (amh-eng)": 1.18, + "Tatoeba (ang-eng)": 8.54, + "Tatoeba (ara-eng)": 0.63, + "Tatoeba (arq-eng)": 0.4, + "Tatoeba (arz-eng)": 0.63, + "Tatoeba (ast-eng)": 11.69, + "Tatoeba (awa-eng)": 0.0, + "Tatoeba (aze-eng)": 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+ "Reranking": { + "map": [ + { + "Model": "komninos", + "AskUbuntuDupQuestions": 50.88, + "MindSmallReranking": 28.92, + "SciDocsRR": 63.55, + "StackOverflowDupQuestions": 35.65 } ] }, - "Reranking": { - "map": [] - }, "Retrieval": { "ndcg_at_10": [ { - "Model": "st-polish-paraphrase-from-mpnet", - "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 + "Model": "komninos", + "ArguAna": 30.96, + "CQADupstackRetrieval": 16.79, + "ClimateFEVER": 14.87, + "DBPedia": 15.88, + "FEVER": 15.56, + "FiQA2018": 10.49, + "HotpotQA": 20.77, + "MSMARCO": 9.75, + "NFCorpus": 11.79, + "NQ": 12.75, + "QuoraRetrieval": 71.57, + "SCIDOCS": 8.47, + "SciFact": 29.53, + "TRECCOVID": 35.92, + "Touche2020": 13.17 } ] }, "STS": { "cosine_spearman": [ { - "Model": "st-polish-paraphrase-from-mpnet", - "CDSC-R": 88.55, - "SICK-R-PL": 76.18, - "STS22 (pl)": 37.34 + "Model": "komninos", + "BIOSSES": 50.25, + "SICK-R": 55.49, + "STS12": 53.51, + "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, + "STS17 (en-tr)": -0.45, + "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, + "STSBenchmark": 61.55 } ] }, "Summarization": { - "cosine_spearman": [] + "cosine_spearman": [ + { + "Model": "komninos", + "SummEval": 30.49 + } + ] }, "MultilabelClassification": { "accuracy": [] @@ -22087,7 +22369,7 @@ "p-MRR": [] } }, - "dragon-plus": { + "text-embedding-3-large-instruct": { "BitextMining": { "f1": [] }, @@ -22106,22 +22388,22 @@ "Retrieval": { "ndcg_at_10": [ { - "Model": "dragon-plus", - "ARCChallenge": 8.91, - "AlphaNLI": 32.1, - "HellaSwag": 27.69, - "PIQA": 28.01, - "Quail": 4.09, - "RARbCode": 17.58, - "RARbMath": 45.09, - "SIQA": 2.0, - "SpartQA": 10.34, - "TempReasonL1": 1.82, - "TempReasonL2Fact": 17.45, - "TempReasonL2Pure": 0.55, - "TempReasonL3Fact": 15.71, - "TempReasonL3Pure": 7.97, - "WinoGrande": 67.18 + "Model": "text-embedding-3-large-instruct", + "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 } ] }, @@ -22138,160 +22420,39 @@ "p-MRR": [] } }, - "elser-v2": { + "text-search-davinci-001": { "BitextMining": { "f1": [] }, "Classification": { - "accuracy": [ - { - "Model": "elser-v2", - "AmazonCounterfactualClassification (en)": 74.16, - "AmazonPolarityClassification": 61.91, - "AmazonReviewsClassification (en)": 32.06, - "Banking77Classification": 82.05, - "EmotionClassification": 46.65, - "ImdbClassification": 65.02, - "MTOPDomainClassification (en)": 93.17, - "MTOPIntentClassification (en)": 71.1, - "MassiveIntentClassification (en)": 68.48, - "MassiveScenarioClassification (en)": 74.98, - "ToxicConversationsClassification": 68.15, - "TweetSentimentExtractionClassification": 53.57 - } - ] + "accuracy": [] }, "Clustering": { - "v_measure": [ - { - "Model": "elser-v2", - "ArxivClusteringP2P": 35.27, - "ArxivClusteringS2S": 23.18, - "BiorxivClusteringP2P": 31.13, - "BiorxivClusteringS2S": 26.78, - "MedrxivClusteringP2P": 24.65, - "MedrxivClusteringS2S": 24.21, - "RedditClustering": 38.74, - "RedditClusteringP2P": 51.92, - "StackExchangeClustering": 42.7, - "StackExchangeClusteringP2P": 28.7, - "TwentyNewsgroupsClustering": 27.82 - } - ] + "v_measure": [] }, "PairClassification": { - "max_ap": [ - { - "Model": "elser-v2", - "SprintDuplicateQuestions": 94.53, - "TwitterSemEval2015": 64.41, - "TwitterURLCorpus": 85.01 - }, - { - "Model": "elser-v2", - "SprintDuplicateQuestions": 94.53, - "TwitterSemEval2015": 64.41, - "TwitterURLCorpus": 85.01 - } - ] + "max_ap": [] }, "Reranking": { - "map": [ - { - "Model": "elser-v2", - "AskUbuntuDupQuestions": 58.31, - "MindSmallReranking": 30.75, - "SciDocsRR": 75.62, - "StackOverflowDupQuestions": 48.4 - } - ] + "map": [] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "elser-v2", - "ArguAna": 55.98, - "CQADupstackRetrieval": 34.27, - "ClimateFEVER": 27.08, - "DBPedia": 42.7, - "FEVER": 78.55, - "FiQA2018": 41.57, - "HotpotQA": 67.01, - "MSMARCO": 38.9, - "NFCorpus": 36.66, - "NQ": 55.84, - "QuoraRetrieval": 84.69, - "SCIDOCS": 16.24, - "SciFact": 71.8, - "TRECCOVID": 72.72, - "Touche2020": 26.27 - } - ] - }, - "STS": { - "cosine_spearman": [ - { - "Model": "elser-v2", - "BIOSSES": 83.79, - "SICK-R": 68.78, - "STS12": 64.81, - "STS13": 80.1, - "STS14": 74.96, - "STS15": 83.7, - "STS16": 80.55, - "STS17 (en-en)": 85.74, - "STS22 (en)": 67.5, - "STSBenchmark": 79.54 - } - ] - }, - "Summarization": { - "cosine_spearman": [ - { - "Model": "elser-v2", - "SummEval": 31.03 - } - ] - }, - "MultilabelClassification": { - "accuracy": [] - }, - "InstructionRetrieval": { - "p-MRR": [] - } - }, - "e5-base-v2": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [] - }, - "Clustering": { - "v_measure": [ - { - "Model": "e5-base-v2", - "BiorxivClusteringP2P": 37.12, - "BiorxivClusteringS2S": 33.41, - "MedrxivClusteringP2P": 31.82, - "MedrxivClusteringS2S": 29.68, - "RedditClustering": 56.54, - "RedditClusteringP2P": 63.23, - "StackExchangeClustering": 64.6, - "StackExchangeClusteringP2P": 33.02, - "TwentyNewsgroupsClustering": 49.86 + "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 } ] }, - "PairClassification": { - "max_ap": [] - }, - "Reranking": { - "map": [] - }, - "Retrieval": { - "ndcg_at_10": [] - }, "STS": { "cosine_spearman": [] }, @@ -22302,99 +22463,92 @@ "accuracy": [] }, "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "e5-base-v2", - "Core17InstructionRetrieval": -2.9, - "News21InstructionRetrieval": -2.0, - "Robust04InstructionRetrieval": -6.73 - } - ] + "p-MRR": [] } }, - "text2vec-base-chinese": { + "bge-small-zh-v1.5": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { - "Model": "text2vec-base-chinese", - "AmazonReviewsClassification (zh)": 34.12, - "IFlyTek": 42.05, - "JDReview": 82.14, - "MassiveIntentClassification (zh-CN)": 63.98, - "MassiveScenarioClassification (zh-CN)": 70.52, - "MultilingualSentiment": 60.98, - "OnlineShopping": 85.69, - "TNews": 43.01, - "Waimai": 77.22 + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "text2vec-base-chinese", - "CLSClusteringP2P": 35.27, - "CLSClusteringS2S": 32.42, - "ThuNewsClusteringP2P": 42.92, - "ThuNewsClusteringS2S": 40.01 + "Model": "bge-small-zh-v1.5", + "CLSClusteringP2P": 38.14, + "CLSClusteringS2S": 35.14, + "ThuNewsClusteringP2P": 54.22, + "ThuNewsClusteringS2S": 49.22 } ] }, "PairClassification": { "max_ap": [ { - "Model": "text2vec-base-chinese", - "Cmnli": 73.87, - "Ocnli": 60.95 + "Model": "bge-small-zh-v1.5", + "Cmnli": 76.24, + "Ocnli": 64.57 }, { - "Model": "text2vec-base-chinese", - "Cmnli": 73.9, - "Ocnli": 61.26 + "Model": "bge-small-zh-v1.5", + "Cmnli": 76.24, + "Ocnli": 64.57 } ] }, "Reranking": { "map": [ { - "Model": "text2vec-base-chinese", - "CMedQAv1": 59.26, - "CMedQAv2": 59.82, - "MMarcoReranking": 12.76, - "T2Reranking": 65.95 + "Model": "bge-small-zh-v1.5", + "CMedQAv1": 77.4, + "CMedQAv2": 79.86, + "MMarcoReranking": 20.5, + "T2Reranking": 65.9 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text2vec-base-chinese", - "CmedqaRetrieval": 15.91, - "CovidRetrieval": 44.81, - "DuRetrieval": 52.23, - "EcomRetrieval": 34.6, - "MMarcoRetrieval": 44.06, - "MedicalRetrieval": 27.56, - "T2Retrieval": 51.67, - "VideoRetrieval": 39.52 + "Model": "bge-small-zh-v1.5", + "CmedqaRetrieval": 35.11, + "CovidRetrieval": 70.14, + "DuRetrieval": 77.28, + "EcomRetrieval": 55.71, + "MMarcoRetrieval": 63.48, + "MedicalRetrieval": 49.8, + "T2Retrieval": 76.43, + "VideoRetrieval": 66.19 } ] }, "STS": { "cosine_spearman": [ { - "Model": "text2vec-base-chinese", - "AFQMC": 26.06, - "ATEC": 31.93, - "BQ": 42.67, - "LCQMC": 70.16, - "PAWSX": 17.21, - "QBQTC": 24.62, - "STS22 (zh)": 55.35, - "STSB": 79.3 + "Model": "bge-small-zh-v1.5", + "AFQMC": 33.42, + "ATEC": 43.01, + "BQ": 55.22, + "LCQMC": 72.19, + "PAWSX": 9.26, + "QBQTC": 35.29, + "STS22 (zh)": 67.72, + "STSB": 76.73 } ] }, @@ -22408,118 +22562,186 @@ "p-MRR": [] } }, - "text-similarity-ada-001": { + "instructor-xl": { + "BitextMining": { + "f1": [] + }, + "Classification": { + "accuracy": [] + }, + "Clustering": { + "v_measure": [] + }, + "PairClassification": { + "max_ap": [] + }, + "Reranking": { + "map": [] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "instructor-xl", + "BrightRetrieval (aops)": 8.26, + "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": [ + { + "Model": "instructor-xl", + "BrightRetrieval (stackoverflow)": 14.96, + "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": { + "cosine_spearman": [] + }, + "Summarization": { + "cosine_spearman": [] + }, + "MultilabelClassification": { + "accuracy": [] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "instructor-xl", + "Core17InstructionRetrieval": 0.69, + "News21InstructionRetrieval": 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"ScalaNbClassification": 50.13 + } + ] }, "Clustering": { "v_measure": [] @@ -24533,127 +25322,5 @@ "InstructionRetrieval": { "p-MRR": [] } - }, - "LLM2Vec-Meta-Llama-3-supervised": { - "BitextMining": { - "f1": [] - }, - "Classification": { - "accuracy": [ - { - "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": "LLM2Vec-Meta-Llama-3-supervised", - "ArxivClusteringP2P": 44.27, - "ArxivClusteringS2S": 46.85, - "BiorxivClusteringP2P": 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