diff --git "a/EXTERNAL_MODEL_RESULTS.json" "b/EXTERNAL_MODEL_RESULTS.json" --- "a/EXTERNAL_MODEL_RESULTS.json" +++ "b/EXTERNAL_MODEL_RESULTS.json" @@ -1 +1 @@ -{"all-mpnet-base-v2": {"BitextMining": {"f1": [{"Model": "all-mpnet-base-v2"}]}, "Clustering": {"v_measure": [{"Model": "all-mpnet-base-v2", "ArxivClusteringP2P": 48.38, "ArxivClusteringS2S": 39.72, "BiorxivClusteringP2P": 39.62, "BiorxivClusteringS2S": 35.02, "MedrxivClusteringP2P": 35.58, "MedrxivClusteringS2S": 32.87, "RedditClustering": 54.82, "RedditClusteringP2P": 56.77, "StackExchangeClustering": 53.8, "StackExchangeClusteringP2P": 34.28, "TwentyNewsgroupsClustering": 49.74}]}, "Classification": {"accuracy": [{"Model": "all-mpnet-base-v2", "AmazonCounterfactualClassification (en)": 65.27, "AmazonPolarityClassification": 67.13, "AmazonReviewsClassification (en)": 31.92, "Banking77Classification": 81.86, "EmotionClassification": 39.72, "ImdbClassification": 70.72, "MTOPDomainClassification (en)": 92.08, "MTOPIntentClassification (en)": 70.21, "MassiveIntentClassification (en)": 69.57, "MassiveScenarioClassification (en)": 76.01, "ToxicConversationsClassification": 60.86, "TweetSentimentExtractionClassification": 55.46}]}, "PairClassification": {"cos_sim_ap": [{"Model": "all-mpnet-base-v2", "SprintDuplicateQuestions": 90.15, "TwitterSemEval2015": 73.85, "TwitterURLCorpus": 85.11}]}, "Reranking": {"map": [{"Model": "all-mpnet-base-v2", "AskUbuntuDupQuestions": 65.85, "MindSmallReranking": 30.97, "SciDocsRR": 88.65, "StackOverflowDupQuestions": 51.98}]}, "Retrieval": {"ndcg_at_10": [{"Model": "all-mpnet-base-v2", "ArguAna": 46.52, "CQADupstackAndroidRetrieval": 56.49, "CQADupstackEnglishRetrieval": 52.29, "CQADupstackGamingRetrieval": 60.03, "CQADupstackGisRetrieval": 44.27, "CQADupstackMathematicaRetrieval": 34.21, "CQADupstackPhysicsRetrieval": 50.97, "CQADupstackProgrammersRetrieval": 44.17, "CQADupstackRetrieval": 44.96, "CQADupstackStatsRetrieval": 38.15, "CQADupstackTexRetrieval": 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"MedrxivClusteringS2S": 31.66, "RedditClustering": 24.13, "RedditClusteringP2P": 35.06, "StackExchangeClustering": 39.01, "StackExchangeClusteringP2P": 31.46, "TwentyNewsgroupsClustering": 24.22}]}, "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 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"SprintDuplicateQuestions": 71.63, "TwitterSemEval2015": 43.25, "TwitterURLCorpus": 69.22}]}, "Reranking": {"map": [{"Model": "allenai-specter", "AskUbuntuDupQuestions": 50.07, "MindSmallReranking": 24.8, "SciDocsRR": 81.31, "StackOverflowDupQuestions": 36.22}]}, "Retrieval": {"ndcg_at_10": [{"Model": "allenai-specter", "ArguAna": 32.67, "CQADupstackAndroidRetrieval": 18.91, "CQADupstackEnglishRetrieval": 14.31, "CQADupstackGamingRetrieval": 18.14, "CQADupstackGisRetrieval": 13.61, "CQADupstackMathematicaRetrieval": 11.09, "CQADupstackPhysicsRetrieval": 21.98, "CQADupstackProgrammersRetrieval": 15.69, "CQADupstackRetrieval": 14.6, "CQADupstackStatsRetrieval": 14.4, "CQADupstackTexRetrieval": 8.04, "CQADupstackUnixRetrieval": 12.33, "CQADupstackWebmastersRetrieval": 17.51, "CQADupstackWordpressRetrieval": 9.18, "ClimateFEVER": 6.86, "DBPedia": 4.14, "FEVER": 5.45, "FiQA2018": 5.64, "HotpotQA": 5.46, "MSMARCO": 5.59, "NFCorpus": 0.85, "NQ": 5.99, "QuoraRetrieval": 64.65, "SCIDOCS": 0.0, "SciFact": 47.88, "TRECCOVID": 29.91, "Touche2020": 8.46}]}, "STS": {"cos_sim_spearman": [{"Model": "allenai-specter", "BIOSSES": 64.95, "SICK-R": 56.39, "STS12": 62.49, "STS13": 58.7, "STS14": 54.87, "STS15": 62.54, "STS16": 64.27, "STS17 (ar-ar)": 27.14, "STS17 (en-ar)": 6.9, "STS17 (en-de)": 11.59, "STS17 (en-en)": 69.63, "STS17 (en-tr)": 6.46, "STS17 (es-en)": 10.86, "STS17 (es-es)": 55.45, "STS17 (fr-en)": 16.02, "STS17 (it-en)": 19.87, "STS17 (ko-ko)": 8.08, "STS17 (nl-en)": 24.92, "STS22 (ar)": 19.57, "STS22 (de)": 17.31, "STS22 (de-en)": 26.03, "STS22 (de-fr)": 10.26, "STS22 (de-pl)": 16.94, "STS22 (en)": 55.06, "STS22 (es)": 48.89, "STS22 (es-en)": 51.79, "STS22 (es-it)": 25.24, "STS22 (fr)": 53.92, "STS22 (fr-pl)": 39.44, "STS22 (it)": 39.43, "STS22 (pl)": 13.56, "STS22 (pl-en)": 25.36, "STS22 (ru)": 1.11, "STS22 (tr)": 31.73, "STS22 (zh)": 16.35, "STS22 (zh-en)": 8.44, "STSBenchmark": 61.26}]}, "Summarization": {"cos_sim_spearman": [{"Model": "allenai-specter", "SummEval": 27.66}]}}, "Baichuan-text-embedding": {"BitextMining": {"f1": [{"Model": "Baichuan-text-embedding"}]}, "Clustering": {"v_measure": [{"Model": "Baichuan-text-embedding", "CLSClusteringP2P": 60.37, "CLSClusteringS2S": 51.09, "ThuNewsClusteringP2P": 58.23, "ThuNewsClusteringS2S": 57.83}]}, "Classification": {"accuracy": [{"Model": "Baichuan-text-embedding", "AmazonReviewsClassification (zh)": 48.3, "IFlyTek": 50.75, "JDReview": 87.69, "MassiveIntentClassification (zh-CN)": 74.91, "MassiveScenarioClassification (zh-CN)": 81.28, "MultilingualSentiment": 76.83, "OnlineShopping": 94.42, "TNews": 52.62, "Waimai": 88.77}]}, "PairClassification": {"cos_sim_ap": [{"Model": "Baichuan-text-embedding", "Cmnli": 85.31, "Ocnli": 79.33}]}, "Reranking": {"map": [{"Model": "Baichuan-text-embedding", "CMedQAv1": 88.06, "CMedQAv2": 88.46, "MMarcoReranking": 34.3, "T2Reranking": 67.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "Baichuan-text-embedding", "CmedqaRetrieval": 47.64, "CovidRetrieval": 86.86, "DuRetrieval": 88.43, "EcomRetrieval": 66.39, "MMarcoRetrieval": 80.17, "MedicalRetrieval": 61.1, "T2Retrieval": 80.11, "VideoRetrieval": 74.28}]}, "STS": {"cos_sim_spearman": [{"Model": "Baichuan-text-embedding", "AFQMC": 50.8, "ATEC": 53.23, "BQ": 66.49, "LCQMC": 76.6, "PAWSX": 47.56, "QBQTC": 39.96, "STS22 (zh)": 65.78, "STSB": 80.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "Baichuan-text-embedding"}]}}, "bert-base-swedish-cased": {"BitextMining": {"f1": [{"Model": "bert-base-swedish-cased", "BornholmBitextMining": 6.6}]}, "Clustering": {"v_measure": [{"Model": "bert-base-swedish-cased"}]}, "Classification": {"accuracy": [{"Model": "bert-base-swedish-cased", "AngryTweetsClassification": 44.58, "DKHateClassification": 55.53, "DalajClassification": 51.77, "DanishPoliticalCommentsClassification": 28.97, "LccSentimentClassification": 41.2, "MassiveIntentClassification (da)": 37.98, "MassiveIntentClassification (nb)": 35.75, "MassiveIntentClassification (sv)": 52.75, "MassiveScenarioClassification (da)": 40.44, "MassiveScenarioClassification (nb)": 35.76, "MassiveScenarioClassification (sv)": 56.09, "NoRecClassification": 43.91, "NordicLangClassification": 62.45, "NorwegianParliament": 57.56, "ScalaDaClassification": 53.53, "ScalaNbClassification": 53.63, "ScalaSvClassification": 60.69, "SweRecClassification": 69.84}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-swedish-cased"}]}, "Reranking": {"map": [{"Model": "bert-base-swedish-cased"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "bert-base-swedish-cased"}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-swedish-cased"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-swedish-cased"}]}}, "bert-base-uncased": {"BitextMining": {"f1": [{"Model": "bert-base-uncased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-uncased", "SprintDuplicateQuestions": 36.81, "TwitterSemEval2015": 55.9, "TwitterURLCorpus": 76.29}]}, "Reranking": {"map": [{"Model": "bert-base-uncased", "AskUbuntuDupQuestions": 45.84, "MindSmallReranking": 28.37, "SciDocsRR": 64.94, "StackOverflowDupQuestions": 34.62}]}, "Retrieval": {"ndcg_at_10": [{"Model": "bert-base-uncased", "ArguAna": 28.29, "CQADupstackAndroidRetrieval": 10.06, "CQADupstackEnglishRetrieval": 8.38, "CQADupstackGamingRetrieval": 9.08, "CQADupstackGisRetrieval": 4.49, "CQADupstackMathematicaRetrieval": 2.12, "CQADupstackPhysicsRetrieval": 8.4, "CQADupstackProgrammersRetrieval": 4.61, "CQADupstackRetrieval": 5.51, "CQADupstackStatsRetrieval": 2.84, "CQADupstackTexRetrieval": 2.67, "CQADupstackUnixRetrieval": 4.66, "CQADupstackWebmastersRetrieval": 5.89, "CQADupstackWordpressRetrieval": 2.89, "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}]}, "STS": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-uncased", "SummEval": 29.82}]}}, "bge-base-zh-v1.5": {"BitextMining": {"f1": [{"Model": "bge-base-zh-v1.5"}]}, "Clustering": {"v_measure": [{"Model": "bge-base-zh-v1.5", "CLSClusteringP2P": 39.91, "CLSClusteringS2S": 37.63, "ThuNewsClusteringP2P": 58.45, "ThuNewsClusteringS2S": 54.12}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bge-base-zh-v1.5", "Cmnli": 84.1, "Ocnli": 75.41}]}, "Reranking": {"map": [{"Model": "bge-base-zh-v1.5", "CMedQAv1": 80.47, "CMedQAv2": 84.88, "MMarcoReranking": 29.74, "T2Reranking": 66.49}]}, "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": {"cos_sim_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": {"cos_sim_spearman": [{"Model": "bge-base-zh-v1.5"}]}}, "bge-large-zh-v1.5": {"BitextMining": {"f1": [{"Model": "bge-large-zh-v1.5"}]}, "Clustering": {"v_measure": [{"Model": "bge-large-zh-v1.5", "CLSClusteringP2P": 41.44, "CLSClusteringS2S": 38.33, "ThuNewsClusteringP2P": 59.61, "ThuNewsClusteringS2S": 56.58}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bge-large-zh-v1.5", "Cmnli": 85.27, "Ocnli": 77.94}]}, "Reranking": {"map": [{"Model": "bge-large-zh-v1.5", "CMedQAv1": 83.45, "CMedQAv2": 85.44, "MMarcoReranking": 28.74, "T2Reranking": 65.74}]}, "Retrieval": {"ndcg_at_10": [{"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": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bge-large-zh-v1.5"}]}}, "bge-large-zh-noinstruct": {"BitextMining": {"f1": [{"Model": "bge-large-zh-noinstruct"}]}, "Clustering": {"v_measure": [{"Model": "bge-large-zh-noinstruct", "CLSClusteringP2P": 41.23, "CLSClusteringS2S": 40.04, "ThuNewsClusteringP2P": 62.03, "ThuNewsClusteringS2S": 56.75}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bge-large-zh-noinstruct", "Cmnli": 82.17, "Ocnli": 71.37}]}, "Reranking": {"map": [{"Model": "bge-large-zh-noinstruct", "CMedQAv1": 81.72, "CMedQAv2": 84.64, "MMarcoReranking": 27.1, "T2Reranking": 66.16}]}, "Retrieval": {"ndcg_at_10": [{"Model": "bge-large-zh-noinstruct", "CmedqaRetrieval": 41.03, "CovidRetrieval": 75.07, "DuRetrieval": 84.68, "EcomRetrieval": 65.6, 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"STS17 (en-de)": 80.24, "STS17 (en-en)": 86.19, "STS17 (en-tr)": 74.34, "STS17 (es-en)": 77.4, "STS17 (es-es)": 83.71, "STS17 (fr-en)": 79.28, "STS17 (it-en)": 80.82, "STS17 (ko-ko)": 76.4, "STS17 (nl-en)": 80.51, "STS22 (ar)": 49.04, "STS22 (de)": 35.73, "STS22 (de-en)": 47.51, "STS22 (de-fr)": 60.76, "STS22 (de-pl)": 36.09, "STS22 (en)": 62.88, "STS22 (es)": 59.34, "STS22 (es-en)": 68.96, "STS22 (es-it)": 63.28, "STS22 (fr)": 76.41, "STS22 (fr-pl)": 61.98, "STS22 (it)": 65.1, "STS22 (pl)": 34.58, "STS22 (pl-en)": 71.33, "STS22 (ru)": 52.4, "STS22 (tr)": 54.07, "STS22 (zh)": 54.32, "STS22 (zh-en)": 61.75, "STSBenchmark": 80.75}]}, "Summarization": {"cos_sim_spearman": [{"Model": "distiluse-base-multilingual-cased-v2"}]}}, "DanskBERT": {"BitextMining": {"f1": [{"Model": "DanskBERT", "BornholmBitextMining": 6.34}]}, "Clustering": {"v_measure": [{"Model": "DanskBERT"}]}, "Classification": {"accuracy": [{"Model": "DanskBERT", "AngryTweetsClassification": 54.28, "DKHateClassification": 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"Summarization": {"cos_sim_spearman": [{"Model": "st-polish-paraphrase-from-distilroberta"}]}}, "st-polish-paraphrase-from-mpnet": {"BitextMining": {"f1": [{"Model": "st-polish-paraphrase-from-mpnet"}]}, "Clustering": {"v_measure": [{"Model": "st-polish-paraphrase-from-mpnet", "8TagsClustering": 33.15}]}, "Classification": {"accuracy": [{"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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "st-polish-paraphrase-from-mpnet", "CDSC-E": 75.06, "PPC": 93.49, "PSC": 99.05, "SICK-E-PL": 80.56}]}, "Reranking": {"map": [{"Model": "st-polish-paraphrase-from-mpnet"}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "st-polish-paraphrase-from-mpnet", "CDSC-R": 88.55, "SICK-R-PL": 76.18, "STS22 (pl)": 37.34}]}, "Summarization": {"cos_sim_spearman": [{"Model": "st-polish-paraphrase-from-mpnet"}]}}, "text2vec-base-chinese": {"BitextMining": {"f1": [{"Model": "text2vec-base-chinese"}]}, "Clustering": {"v_measure": [{"Model": "text2vec-base-chinese", "CLSClusteringP2P": 35.27, "CLSClusteringS2S": 32.42, "ThuNewsClusteringP2P": 42.92, "ThuNewsClusteringS2S": 40.01}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text2vec-base-chinese", "Cmnli": 73.87, "Ocnli": 60.95}]}, "Reranking": {"map": [{"Model": "text2vec-base-chinese", "CMedQAv1": 59.26, "CMedQAv2": 59.82, "MMarcoReranking": 12.76, "T2Reranking": 65.95}]}, "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}]}, "STS": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text2vec-base-chinese"}]}}, "text2vec-large-chinese": {"BitextMining": {"f1": [{"Model": "text2vec-large-chinese"}]}, "Clustering": {"v_measure": [{"Model": "text2vec-large-chinese", "CLSClusteringP2P": 30.13, "CLSClusteringS2S": 28.77, "ThuNewsClusteringP2P": 35.05, "ThuNewsClusteringS2S": 26.14}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text2vec-large-chinese", "Cmnli": 77.67, "Ocnli": 64.04}]}, "Reranking": {"map": [{"Model": "text2vec-large-chinese", "CMedQAv1": 58.92, "CMedQAv2": 60.41, "MMarcoReranking": 12.48, "T2Reranking": 64.82}]}, "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}]}, "STS": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text2vec-large-chinese"}]}}, "text-embedding-3-small": {"BitextMining": {"f1": [{"Model": "text-embedding-3-small"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-embedding-3-small", "SprintDuplicateQuestions": 94.58, "TwitterSemEval2015": 73.33, "TwitterURLCorpus": 87.21}]}, "Reranking": {"map": [{"Model": "text-embedding-3-small", "AskUbuntuDupQuestions": 62.18, "MindSmallReranking": 29.93, "SciDocsRR": 83.25, "StackOverflowDupQuestions": 51.53}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-embedding-3-small", "ArguAna": 55.49, "CQADupstackAndroidRetrieval": 54.41, "CQADupstackEnglishRetrieval": 49.9, "CQADupstackGamingRetrieval": 61.12, "CQADupstackGisRetrieval": 40.79, "CQADupstackMathematicaRetrieval": 30.63, "CQADupstackPhysicsRetrieval": 46.5, "CQADupstackProgrammersRetrieval": 43.76, "CQADupstackRetrieval": 42.58, "CQADupstackStatsRetrieval": 35.47, "CQADupstackTexRetrieval": 29.38, "CQADupstackUnixRetrieval": 43.47, "CQADupstackWebmastersRetrieval": 40.54, "CQADupstackWordpressRetrieval": 35.05, "ClimateFEVER": 26.86, "DBPedia": 39.97, "FEVER": 79.42, "FiQA2018": 44.91, "HotpotQA": 63.63, "MSMARCO": 37.02, "NFCorpus": 38.33, "NQ": 52.86, "QuoraRetrieval": 88.83, "SCIDOCS": 20.8, "SciFact": 73.37, "TRECCOVID": 77.9, "Touche2020": 24.28}]}, "STS": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text-embedding-3-small", "SummEval": 31.12}]}}, "text-embedding-3-large": {"BitextMining": {"f1": [{"Model": "text-embedding-3-large"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-embedding-3-large", "SprintDuplicateQuestions": 92.25, "TwitterSemEval2015": 77.13, "TwitterURLCorpus": 87.78}]}, "Reranking": {"map": [{"Model": "text-embedding-3-large", "AskUbuntuDupQuestions": 65.03, "MindSmallReranking": 29.86, "SciDocsRR": 86.66, "StackOverflowDupQuestions": 55.08}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-embedding-3-large", "ArguAna": 58.05, "CQADupstackAndroidRetrieval": 57.28, "CQADupstackEnglishRetrieval": 55.77, "CQADupstackGamingRetrieval": 65.4, "CQADupstackGisRetrieval": 45.63, "CQADupstackMathematicaRetrieval": 36.99, "CQADupstackPhysicsRetrieval": 52.16, "CQADupstackProgrammersRetrieval": 49.09, "CQADupstackRetrieval": 47.54, "CQADupstackStatsRetrieval": 40.67, "CQADupstackTexRetrieval": 34.56, "CQADupstackUnixRetrieval": 50.02, "CQADupstackWebmastersRetrieval": 45.28, "CQADupstackWordpressRetrieval": 37.57, "ClimateFEVER": 30.27, "DBPedia": 44.76, "FEVER": 87.94, "FiQA2018": 55.0, "HotpotQA": 71.58, "MSMARCO": 40.24, "NFCorpus": 42.07, "NQ": 61.27, "QuoraRetrieval": 89.05, "SCIDOCS": 23.11, "SciFact": 77.77, "TRECCOVID": 79.56, "Touche2020": 23.35}]}, "STS": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text-embedding-3-large", "SummEval": 29.92}]}}, "text-embedding-3-large-256": {"BitextMining": {"f1": [{"Model": "text-embedding-3-large-256"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_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, "CQADupstackAndroidRetrieval": 52.24, "CQADupstackEnglishRetrieval": 50.12, "CQADupstackGamingRetrieval": 60.4, "CQADupstackGisRetrieval": 39.91, "CQADupstackMathematicaRetrieval": 31.82, "CQADupstackPhysicsRetrieval": 46.1, "CQADupstackProgrammersRetrieval": 43.66, "CQADupstackRetrieval": 42.28, "CQADupstackStatsRetrieval": 35.45, "CQADupstackTexRetrieval": 28.97, "CQADupstackUnixRetrieval": 45.28, "CQADupstackWebmastersRetrieval": 39.96, "CQADupstackWordpressRetrieval": 33.43, "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": {"cos_sim_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": {"cos_sim_spearman": [{"Model": "text-embedding-3-large-256", "SummEval": 29.92}]}}, "text-similarity-ada-001": {"BitextMining": {"f1": [{"Model": "text-similarity-ada-001"}]}, "Clustering": {"v_measure": [{"Model": "text-similarity-ada-001", "ArxivClusteringP2P": 41.49, "ArxivClusteringS2S": 28.47, "BiorxivClusteringP2P": 36.86, "BiorxivClusteringS2S": 27.55, "MedrxivClusteringP2P": 31.09, "MedrxivClusteringS2S": 26.5, "RedditClustering": 42.47, "RedditClusteringP2P": 58.1, "StackExchangeClustering": 53.52, "StackExchangeClusteringP2P": 30.43, "TwentyNewsgroupsClustering": 36.26}]}, "Classification": {"accuracy": [{"Model": "text-similarity-ada-001", "AmazonCounterfactualClassification (en)": 76.4, "AmazonPolarityClassification": 92.83, "AmazonReviewsClassification (en)": 47.45, "Banking77Classification": 68.04, "EmotionClassification": 50.33, "ImdbClassification": 89.38, "MTOPDomainClassification (en)": 89.89, "MTOPIntentClassification (en)": 64.8, "MassiveIntentClassification (en)": 65.17, "MassiveScenarioClassification (en)": 67.67, "ToxicConversationsClassification": 70.0, "TweetSentimentExtractionClassification": 63.35}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-similarity-ada-001", "SprintDuplicateQuestions": 77.85, "TwitterSemEval2015": 69.04, "TwitterURLCorpus": 83.69}]}, "Reranking": {"map": [{"Model": "text-similarity-ada-001", "AskUbuntuDupQuestions": 53.49, "MindSmallReranking": 30.71, "SciDocsRR": 71.04, "StackOverflowDupQuestions": 40.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-similarity-ada-001", "ArguAna": 39.65, "CQADupstackAndroidRetrieval": 17.62, "CQADupstackEnglishRetrieval": 12.07, "CQADupstackGamingRetrieval": 19.59, "CQADupstackGisRetrieval": 8.01, "CQADupstackMathematicaRetrieval": 4.7, "CQADupstackPhysicsRetrieval": 10.95, "CQADupstackProgrammersRetrieval": 9.41, "CQADupstackRetrieval": 10.17, "CQADupstackStatsRetrieval": 7.15, "CQADupstackTexRetrieval": 4.21, "CQADupstackUnixRetrieval": 9.79, "CQADupstackWebmastersRetrieval": 12.02, "CQADupstackWordpressRetrieval": 6.52, "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": {"cos_sim_spearman": [{"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": {"cos_sim_spearman": [{"Model": "text-similarity-ada-001", "SummEval": 26.94}]}}, "text-similarity-babbage-001": {"BitextMining": {"f1": [{"Model": "text-similarity-babbage-001"}]}, "Clustering": {"v_measure": [{"Model": "text-similarity-babbage-001", "RedditClustering": 45.64, "StackExchangeClustering": 53.01, "TwentyNewsgroupsClustering": 42.01}]}, "Classification": {"accuracy": [{"Model": "text-similarity-babbage-001"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-similarity-babbage-001", "SprintDuplicateQuestions": 76.46, "TwitterSemEval2015": 70.85, "TwitterURLCorpus": 85.08}]}, "Reranking": {"map": [{"Model": "text-similarity-babbage-001", "AskUbuntuDupQuestions": 54.68, "SciDocsRR": 72.78, "StackOverflowDupQuestions": 40.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-similarity-babbage-001"}]}, "STS": {"cos_sim_spearman": [{"Model": "text-similarity-babbage-001", "BIOSSES": 78.12, "SICK-R": 77.02, "STSBenchmark": 84.32}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text-similarity-babbage-001"}]}}, "text-similarity-curie-001": {"BitextMining": {"f1": [{"Model": "text-similarity-curie-001"}]}, "Clustering": {"v_measure": [{"Model": "text-similarity-curie-001", "RedditClustering": 40.79, "StackExchangeClustering": 55.14, "TwentyNewsgroupsClustering": 37.64}]}, "Classification": {"accuracy": [{"Model": "text-similarity-curie-001"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-similarity-curie-001", "SprintDuplicateQuestions": 79.85, "TwitterSemEval2015": 69.45, "TwitterURLCorpus": 84.06}]}, "Reranking": {"map": [{"Model": "text-similarity-curie-001", "AskUbuntuDupQuestions": 55.09, "SciDocsRR": 70.93, "StackOverflowDupQuestions": 42.42}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-similarity-curie-001", "CQADupstackAndroidRetrieval": 13.05, "CQADupstackEnglishRetrieval": 9.9, "CQADupstackGamingRetrieval": 15.74, "CQADupstackPhysicsRetrieval": 8.23, "CQADupstackWebmastersRetrieval": 8.76, "FiQA2018": 5.14, "NFCorpus": 19.96, "QuoraRetrieval": 83.11, "SciFact": 46.68, "TRECCOVID": 7.61}]}, "STS": {"cos_sim_spearman": [{"Model": "text-similarity-curie-001", "BIOSSES": 77.46, "SICK-R": 77.26, "STSBenchmark": 83.02}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text-similarity-curie-001"}]}}, "text-similarity-davinci-001": {"BitextMining": {"f1": [{"Model": "text-similarity-davinci-001"}]}, "Clustering": {"v_measure": [{"Model": "text-similarity-davinci-001", 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"STS22 (fr)": 40.31, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-10lang-cased", "SummEvalFr": 29.06}]}}, "bert-base-15lang-cased": {"BitextMining": {"f1": [{"Model": "bert-base-15lang-cased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-15lang-cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.38}]}, "Reranking": {"map": [{"Model": "bert-base-15lang-cased", "AlloprofReranking": 36.21, "SyntecReranking": 53.25}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-15lang-cased", "SICKFr": 58.77, "STS22 (fr)": 40.4, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-15lang-cased", "SummEvalFr": 29.13}]}}, "bert-base-25lang-cased": {"BitextMining": {"f1": [{"Model": "bert-base-25lang-cased"}]}, "Clustering": {"v_measure": [{"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}]}, "Classification": {"accuracy": [{"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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-25lang-cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.39}]}, "Reranking": {"map": [{"Model": "bert-base-25lang-cased", "AlloprofReranking": 36.25, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "bert-base-25lang-cased", "AlloprofRetrieval": 1.6, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.46}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-25lang-cased", "SICKFr": 58.76, "STS22 (fr)": 38.77, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-25lang-cased", "SummEvalFr": 28.84}]}}, "bert-base-multilingual-cased": {"BitextMining": {"f1": [{"Model": "bert-base-multilingual-cased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-multilingual-cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.39}]}, "Reranking": {"map": [{"Model": "bert-base-multilingual-cased", "AlloprofReranking": 36.23, "SyntecReranking": 53.25}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-multilingual-cased", "SICKFr": 58.75, "STS22 (fr)": 39.05, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-multilingual-cased", "SummEvalFr": 28.81}]}}, "bert-base-multilingual-uncased": {"BitextMining": {"f1": [{"Model": "bert-base-multilingual-uncased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-multilingual-uncased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.22}]}, "Reranking": {"map": [{"Model": "bert-base-multilingual-uncased", "AlloprofReranking": 38.85, "SyntecReranking": 66.4}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-multilingual-uncased", "SICKFr": 58.26, "STS22 (fr)": 56.47, "STSBenchmarkMultilingualSTS (fr)": 54.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-multilingual-uncased", "SummEvalFr": 30.72}]}}, "e5-mistral-7b-instruct": {"BitextMining": {"f1": [{"Model": "e5-mistral-7b-instruct"}]}, "Clustering": {"v_measure": [{"Model": "e5-mistral-7b-instruct", "AlloProfClusteringP2P": 61.06, "AlloProfClusteringS2S": 28.12, "HALClusteringS2S": 19.69, "MLSUMClusteringP2P": 45.59, "MLSUMClusteringS2S": 32.0, "MasakhaNEWSClusteringP2P (fra)": 52.47, "MasakhaNEWSClusteringS2S (fra)": 49.2}]}, "Classification": {"accuracy": [{"Model": "e5-mistral-7b-instruct", "AmazonReviewsClassification (fr)": 36.71, "MTOPDomainClassification (fr)": 74.8, "MTOPIntentClassification (fr)": 53.97, "MasakhaNEWSClassification (fra)": 80.59, "MassiveIntentClassification (fr)": 46.39, "MassiveScenarioClassification (fr)": 53.86}]}, "PairClassification": {"cos_sim_ap": [{"Model": "e5-mistral-7b-instruct", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 63.65}]}, "Reranking": {"map": [{"Model": "e5-mistral-7b-instruct", "AlloprofReranking": 47.36, "SyntecReranking": 77.05}]}, "Retrieval": {"ndcg_at_10": [{"Model": "e5-mistral-7b-instruct", "AlloprofRetrieval": 16.46, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.57, "SyntecRetrieval": 55.9, "XPQARetrieval (fr)": 41.29}]}, "STS": {"cos_sim_spearman": [{"Model": "e5-mistral-7b-instruct", "SICKFr": 64.39, "STS22 (fr)": 69.82, "STSBenchmarkMultilingualSTS (fr)": 61.87}]}, "Summarization": {"cos_sim_spearman": [{"Model": "e5-mistral-7b-instruct", "SummEvalFr": 32.22}]}}, "flaubert_base_cased": {"BitextMining": {"f1": [{"Model": "flaubert_base_cased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "flaubert_base_cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 51.89}]}, "Reranking": {"map": [{"Model": "flaubert_base_cased", "AlloprofReranking": 34.81, "SyntecReranking": 55.88}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "flaubert_base_cased", "SICKFr": 53.86, "STS22 (fr)": 65.37, "STSBenchmarkMultilingualSTS (fr)": 37.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "flaubert_base_cased", "SummEvalFr": 31.26}]}}, "flaubert_base_uncased": {"BitextMining": {"f1": [{"Model": "flaubert_base_uncased"}]}, "Clustering": {"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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "flaubert_base_uncased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 52.78}]}, "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": {"cos_sim_spearman": [{"Model": "flaubert_base_uncased", "SICKFr": 41.9, "STS22 (fr)": 55.15, "STSBenchmarkMultilingualSTS (fr)": 33.41}]}, "Summarization": {"cos_sim_spearman": [{"Model": "flaubert_base_uncased", "SummEvalFr": 29.43}]}}, "flaubert_large_cased": {"BitextMining": {"f1": [{"Model": "flaubert_large_cased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "flaubert_large_cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 54.14}]}, "Reranking": {"map": [{"Model": "flaubert_large_cased", "AlloprofReranking": 26.29, "SyntecReranking": 42.8}]}, "Retrieval": {"ndcg_at_10": [{"Model": "flaubert_large_cased", "AlloprofRetrieval": 0.58, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.26, "SyntecRetrieval": 1.58, "XPQARetrieval (fr)": 3.69}]}, "STS": {"cos_sim_spearman": [{"Model": "flaubert_large_cased", "SICKFr": 34.6, "STS22 (fr)": 48.52, "STSBenchmarkMultilingualSTS (fr)": 15.66}]}, "Summarization": {"cos_sim_spearman": [{"Model": "flaubert_large_cased", "SummEvalFr": 29.25}]}}, "mistral-embed": {"BitextMining": {"f1": [{"Model": "mistral-embed"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "mistral-embed", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 62.02}]}, "Reranking": {"map": [{"Model": "mistral-embed", "AlloprofReranking": 72.36, "SyntecReranking": 88.57}]}, "Retrieval": {"ndcg_at_10": [{"Model": "mistral-embed", "AlloprofRetrieval": 56.84, "BSARDRetrieval": 2.48, "MintakaRetrieval (fr)": 21.73, "SyntecRetrieval": 78.77, "XPQARetrieval (fr)": 74.24}]}, "STS": {"cos_sim_spearman": [{"Model": "mistral-embed", "SICKFr": 76.21, "STS22 (fr)": 82.74, "STSBenchmarkMultilingualSTS (fr)": 79.72}]}, "Summarization": {"cos_sim_spearman": [{"Model": "mistral-embed", "SummEvalFr": 31.47}]}}, "multi-qa-MiniLM-L6-cos-v1": {"BitextMining": {"f1": [{"Model": "multi-qa-MiniLM-L6-cos-v1"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "multi-qa-MiniLM-L6-cos-v1", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 57.36}]}, "Reranking": {"map": [{"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": {"cos_sim_spearman": [{"Model": "multi-qa-MiniLM-L6-cos-v1", "SICKFr": 62.11, "STS22 (fr)": 74.62, "STSBenchmarkMultilingualSTS (fr)": 63.85}]}, "Summarization": {"cos_sim_spearman": [{"Model": "multi-qa-MiniLM-L6-cos-v1", "SummEvalFr": 27.59}]}}, "sentence-camembert-base": {"BitextMining": {"f1": [{"Model": "sentence-camembert-base"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "sentence-camembert-base", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 57.44}]}, "Reranking": {"map": [{"Model": "sentence-camembert-base", "AlloprofReranking": 48.68, "SyntecReranking": 79.75}]}, "Retrieval": {"ndcg_at_10": [{"Model": "sentence-camembert-base", "AlloprofRetrieval": 21.94, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 13.36, "SyntecRetrieval": 68.62, "XPQARetrieval (fr)": 57.92}]}, "STS": {"cos_sim_spearman": [{"Model": "sentence-camembert-base", "SICKFr": 74.18, "STS22 (fr)": 77.54, "STSBenchmarkMultilingualSTS (fr)": 81.64}]}, "Summarization": {"cos_sim_spearman": [{"Model": "sentence-camembert-base", "SummEvalFr": 28.77}]}}, "sentence-camembert-large": {"BitextMining": {"f1": [{"Model": "sentence-camembert-large"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "sentence-camembert-large", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 59.59}]}, "Reranking": {"map": [{"Model": "sentence-camembert-large", "AlloprofReranking": 57.62, "SyntecReranking": 88.15}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "sentence-camembert-large", "SICKFr": 77.7, "STS22 (fr)": 81.73, "STSBenchmarkMultilingualSTS (fr)": 85.79}]}, "Summarization": {"cos_sim_spearman": [{"Model": "sentence-camembert-large", "SummEvalFr": 30.88}]}}, "sentence-croissant-llm-base": {"BitextMining": {"f1": [{"Model": "sentence-croissant-llm-base"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "sentence-croissant-llm-base", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 63.13}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "sentence-croissant-llm-base", "SICKFr": 69.6, "STS22 (fr)": 78.77, "STSBenchmarkMultilingualSTS (fr)": 79.23}]}, "Summarization": {"cos_sim_spearman": [{"Model": "sentence-croissant-llm-base", "SummEvalFr": 29.04}]}}, "silver-retriever-base-v1": {"BitextMining": {"f1": [{"Model": "silver-retriever-base-v1"}]}, "Clustering": {"v_measure": [{"Model": "silver-retriever-base-v1", "8TagsClustering": 31.49}]}, "Classification": {"accuracy": [{"Model": "silver-retriever-base-v1", "AllegroReviews": 33.35, "CBD": 68.51, "MassiveIntentClassification (pl)": 66.63, "MassiveScenarioClassification (pl)": 69.97, "PAC": 66.26, "PolEmo2.0-IN": 63.52, "PolEmo2.0-OUT": 44.7}]}, "PairClassification": {"cos_sim_ap": [{"Model": "silver-retriever-base-v1", "CDSC-E": 67.35, "PPC": 85.33, "PSC": 98.46, "SICK-E-PL": 58.19}]}, "Reranking": {"map": [{"Model": "silver-retriever-base-v1"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "silver-retriever-base-v1", "ArguAna-PL": 44.12, "DBPedia-PL": 26.32, "FiQA-PL": 24.95, "HotpotQA-PL": 45.13, "MSMARCO-PL": 25.47, "NFCorpus-PL": 28.55, "NQ-PL": 37.9, "Quora-PL": 77.98, "SCIDOCS-PL": 10.9, "SciFact-PL": 54.44, "TRECCOVID-PL": 46.98}]}, "STS": {"cos_sim_spearman": [{"Model": "silver-retriever-base-v1", "CDSC-R": 89.09, "SICK-R-PL": 67.26, "STS22 (pl)": 38.69}]}, "Summarization": {"cos_sim_spearman": [{"Model": "silver-retriever-base-v1"}]}}, "text2vec-base-multilingual": {"BitextMining": {"f1": [{"Model": "text2vec-base-multilingual"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text2vec-base-multilingual", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 65.57}]}, "Reranking": {"map": [{"Model": "text2vec-base-multilingual", "AlloprofReranking": 51.48, "SyntecReranking": 70.28}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "text2vec-base-multilingual", "SICKFr": 77.25, "STS22 (fr)": 74.1, "STSBenchmarkMultilingualSTS (fr)": 83.48}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text2vec-base-multilingual", "SummEvalFr": 29.33}]}}, "udever-bloom-1b1": {"BitextMining": {"f1": [{"Model": "udever-bloom-1b1"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "udever-bloom-1b1", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 61.99}]}, "Reranking": {"map": [{"Model": "udever-bloom-1b1", "AlloprofReranking": 39.13, "SyntecReranking": 62.58}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "udever-bloom-1b1", "SICKFr": 59.94, "STS22 (fr)": 77.1, "STSBenchmarkMultilingualSTS (fr)": 49.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "udever-bloom-1b1", "SummEvalFr": 29.48}]}}, "udever-bloom-560m": {"BitextMining": {"f1": [{"Model": "udever-bloom-560m"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "udever-bloom-560m", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 59.69}]}, "Reranking": {"map": [{"Model": "udever-bloom-560m", "AlloprofReranking": 28.75, "SyntecReranking": 50.88}]}, "Retrieval": {"ndcg_at_10": [{"Model": "udever-bloom-560m", "AlloprofRetrieval": 1.98, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.48, "SyntecRetrieval": 24.45, "XPQARetrieval (fr)": 12.98}]}, "STS": {"cos_sim_spearman": [{"Model": "udever-bloom-560m", "SICKFr": 54.54, "STS22 (fr)": 61.35, "STSBenchmarkMultilingualSTS (fr)": 36.78}]}, "Summarization": {"cos_sim_spearman": [{"Model": "udever-bloom-560m", "SummEvalFr": 23.63}]}}, "universal-sentence-encoder-multilingual-3": {"BitextMining": {"f1": [{"Model": "universal-sentence-encoder-multilingual-3"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "universal-sentence-encoder-multilingual-3", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 52.39}]}, "Reranking": {"map": [{"Model": "universal-sentence-encoder-multilingual-3", "AlloprofReranking": 56.23, "SyntecReranking": 73.85}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "universal-sentence-encoder-multilingual-3", "SICKFr": 71.37, "STS22 (fr)": 77.91, "STSBenchmarkMultilingualSTS (fr)": 75.48}]}, "Summarization": {"cos_sim_spearman": [{"Model": "universal-sentence-encoder-multilingual-3", "SummEvalFr": 28.21}]}}, "universal-sentence-encoder-multilingual-large-3": {"BitextMining": {"f1": [{"Model": "universal-sentence-encoder-multilingual-large-3"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "universal-sentence-encoder-multilingual-large-3", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.62}]}, "Reranking": {"map": [{"Model": "universal-sentence-encoder-multilingual-large-3", "AlloprofReranking": 55.39, "SyntecReranking": 77.13}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "universal-sentence-encoder-multilingual-large-3", "SICKFr": 74.39, "STS22 (fr)": 71.11, "STSBenchmarkMultilingualSTS (fr)": 78.16}]}, "Summarization": {"cos_sim_spearman": [{"Model": "universal-sentence-encoder-multilingual-large-3", "SummEvalFr": 28.56}]}}, "voyage-2": {"BitextMining": {"f1": [{"Model": "voyage-2"}]}, "Clustering": {"v_measure": [{"Model": "voyage-2", "AlloProfClusteringP2P": 57.96, "AlloProfClusteringS2S": 41.65, "HALClusteringS2S": 24.84, "MLSUMClusteringP2P": 45.08, "MLSUMClusteringS2S": 38.77, "MasakhaNEWSClusteringP2P (fra)": 48.54, "MasakhaNEWSClusteringS2S (fra)": 36.33}]}, "Classification": {"accuracy": [{"Model": "voyage-2", "AmazonReviewsClassification (fr)": 37.26, "MTOPDomainClassification (fr)": 79.79, "MTOPIntentClassification (fr)": 45.62, "MasakhaNEWSClassification (fra)": 80.19, "MassiveIntentClassification (fr)": 53.7, "MassiveScenarioClassification (fr)": 62.46}]}, "PairClassification": {"cos_sim_ap": [{"Model": "voyage-2", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 58.96}]}, "Reranking": {"map": [{"Model": "voyage-2", "AlloprofReranking": 63.54, "SyntecReranking": 82.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "voyage-2", "AlloprofRetrieval": 45.5, "BSARDRetrieval": 0.15, "MintakaRetrieval (fr)": 15.51, "SyntecRetrieval": 75.83, "XPQARetrieval (fr)": 67.07}]}, "STS": {"cos_sim_spearman": [{"Model": "voyage-2", "SICKFr": 68.51, "STS22 (fr)": 70.51, "STSBenchmarkMultilingualSTS (fr)": 76.43}]}, "Summarization": {"cos_sim_spearman": [{"Model": "voyage-2", "SummEvalFr": 30.88}]}}, "voyage-code-2": {"BitextMining": {"f1": [{"Model": "voyage-code-2"}]}, "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}]}, "Classification": {"accuracy": [{"Model": "voyage-code-2", "AmazonReviewsClassification 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"OnlineShopping": 91.43, "TNews": 52.1, "Waimai": 86.9}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bge-large-zh-v1.5", "Cmnli": 85.27, "Ocnli": 77.94}]}, "Reranking": {"map": [{"Model": "bge-large-zh-v1.5", "CMedQAv1": 83.45, "CMedQAv2": 85.44, "MMarcoReranking": 28.74, "T2Reranking": 65.74}]}, "Retrieval": {"ndcg_at_10": [{"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": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bge-large-zh-v1.5"}]}}, "bge-large-zh-noinstruct": {"BitextMining": {"f1": [{"Model": "bge-large-zh-noinstruct"}]}, "Clustering": {"v_measure": [{"Model": "bge-large-zh-noinstruct", 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{"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bge-large-zh-noinstruct"}]}}, "bge-small-zh-v1.5": {"BitextMining": {"f1": [{"Model": "bge-small-zh-v1.5"}]}, "Clustering": {"v_measure": [{"Model": "bge-small-zh-v1.5", "CLSClusteringP2P": 38.14, "CLSClusteringS2S": 35.14, "ThuNewsClusteringP2P": 54.22, "ThuNewsClusteringS2S": 49.22}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bge-small-zh-v1.5", "Cmnli": 76.24, "Ocnli": 64.57}]}, "Reranking": {"map": [{"Model": 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"Summarization": {"cos_sim_spearman": [{"Model": "cross-en-de-roberta-sentence-transformer"}]}}, "dfm-encoder-large-v1": {"BitextMining": {"f1": [{"Model": "dfm-encoder-large-v1", "BornholmBitextMining": 11.65}]}, "Clustering": {"v_measure": [{"Model": "dfm-encoder-large-v1"}]}, "Classification": {"accuracy": [{"Model": "dfm-encoder-large-v1", "AngryTweetsClassification": 53.8, "DKHateClassification": 60.09, "DalajClassification": 50.42, "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, "ScalaSvClassification": 55.7, 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"MassiveIntentClassification (ta)": 3.79, "MassiveIntentClassification (te)": 3.36, "MassiveIntentClassification (th)": 45.28, "MassiveIntentClassification (tl)": 28.44, "MassiveIntentClassification (tr)": 50.47, "MassiveIntentClassification (ur)": 46.03, "MassiveIntentClassification (vi)": 45.25, "MassiveIntentClassification (zh-CN)": 59.22, "MassiveIntentClassification (zh-TW)": 54.96, "MassiveScenarioClassification (af)": 53.67, "MassiveScenarioClassification (am)": 7.72, "MassiveScenarioClassification (ar)": 52.19, "MassiveScenarioClassification (az)": 34.75, "MassiveScenarioClassification (bn)": 10.65, "MassiveScenarioClassification (cy)": 21.24, "MassiveScenarioClassification (da)": 62.55, "MassiveScenarioClassification (de)": 61.4, "MassiveScenarioClassification (el)": 60.68, "MassiveScenarioClassification (en)": 74.0, "MassiveScenarioClassification (es)": 64.61, "MassiveScenarioClassification (fa)": 59.24, "MassiveScenarioClassification (fi)": 54.66, "MassiveScenarioClassification (fr)": 65.2, "MassiveScenarioClassification (he)": 54.74, "MassiveScenarioClassification (hi)": 55.99, "MassiveScenarioClassification (hu)": 61.2, "MassiveScenarioClassification (hy)": 49.63, "MassiveScenarioClassification (id)": 65.25, "MassiveScenarioClassification (is)": 22.6, "MassiveScenarioClassification (it)": 64.63, "MassiveScenarioClassification (ja)": 62.32, "MassiveScenarioClassification (jv)": 35.77, "MassiveScenarioClassification (ka)": 39.08, "MassiveScenarioClassification (km)": 9.24, "MassiveScenarioClassification (kn)": 8.28, "MassiveScenarioClassification (ko)": 57.6, "MassiveScenarioClassification (lv)": 51.72, "MassiveScenarioClassification (ml)": 8.25, "MassiveScenarioClassification (mn)": 47.21, "MassiveScenarioClassification (ms)": 55.65, "MassiveScenarioClassification (my)": 43.31, "MassiveScenarioClassification (nb)": 54.98, "MassiveScenarioClassification (nl)": 67.49, "MassiveScenarioClassification (pl)": 61.29, "MassiveScenarioClassification (pt)": 64.26, "MassiveScenarioClassification (ro)": 58.03, "MassiveScenarioClassification (ru)": 65.41, "MassiveScenarioClassification (sl)": 59.36, "MassiveScenarioClassification (sq)": 62.69, "MassiveScenarioClassification (sv)": 64.35, "MassiveScenarioClassification (sw)": 25.12, "MassiveScenarioClassification (ta)": 8.67, "MassiveScenarioClassification (te)": 7.82, "MassiveScenarioClassification (th)": 54.65, "MassiveScenarioClassification (tl)": 36.09, "MassiveScenarioClassification (tr)": 60.89, "MassiveScenarioClassification (ur)": 54.71, "MassiveScenarioClassification (vi)": 55.15, "MassiveScenarioClassification (zh-CN)": 66.44, "MassiveScenarioClassification (zh-TW)": 62.89, "PAC": 68.17, "PolEmo2.0-IN": 48.84, "PolEmo2.0-OUT": 30.0, "ToxicConversationsClassification": 69.09, "TweetSentimentExtractionClassification": 59.97}]}, "PairClassification": {"cos_sim_ap": [{"Model": "distiluse-base-multilingual-cased-v2", "CDSC-E": 71.83, "PPC": 86.83, 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48.26, "Waimai": 86.08}]}, "PairClassification": {"cos_sim_ap": [{"Model": "m3e-large", "Cmnli": 69.27, "Ocnli": 59.33}]}, "Reranking": {"map": [{"Model": "m3e-large", "CMedQAv1": 77.76, "CMedQAv2": 78.27, "MMarcoReranking": 16.46, "T2Reranking": 66.13}]}, "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}]}, "STS": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "m3e-large"}]}}, "msmarco-bert-co-condensor": {"BitextMining": {"f1": [{"Model": "msmarco-bert-co-condensor"}]}, "Clustering": {"v_measure": [{"Model": "msmarco-bert-co-condensor", "ArxivClusteringP2P": 36.94, "ArxivClusteringS2S": 29.03, "BiorxivClusteringP2P": 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13.23, "SciFact-PL": 52.51, "TRECCOVID-PL": 35.23}]}, "STS": {"cos_sim_spearman": [{"Model": "st-polish-paraphrase-from-mpnet", "CDSC-R": 88.55, "SICK-R-PL": 76.18, "STS22 (pl)": 37.34}]}, "Summarization": {"cos_sim_spearman": [{"Model": "st-polish-paraphrase-from-mpnet"}]}}, "text2vec-base-chinese": {"BitextMining": {"f1": [{"Model": "text2vec-base-chinese"}]}, "Clustering": {"v_measure": [{"Model": "text2vec-base-chinese", "CLSClusteringP2P": 35.27, "CLSClusteringS2S": 32.42, "ThuNewsClusteringP2P": 42.92, "ThuNewsClusteringS2S": 40.01}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text2vec-base-chinese", "Cmnli": 73.87, "Ocnli": 60.95}]}, "Reranking": {"map": [{"Model": "text2vec-base-chinese", "CMedQAv1": 59.26, "CMedQAv2": 59.82, "MMarcoReranking": 12.76, "T2Reranking": 65.95}]}, "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}]}, "STS": {"cos_sim_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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text2vec-base-chinese"}]}}, "text2vec-large-chinese": {"BitextMining": {"f1": [{"Model": "text2vec-large-chinese"}]}, "Clustering": {"v_measure": [{"Model": "text2vec-large-chinese", "CLSClusteringP2P": 30.13, "CLSClusteringS2S": 28.77, "ThuNewsClusteringP2P": 35.05, "ThuNewsClusteringS2S": 26.14}]}, "Classification": {"accuracy": [{"Model": 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79.45}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text2vec-large-chinese"}]}}, "text-embedding-3-small": {"BitextMining": {"f1": [{"Model": "text-embedding-3-small"}]}, "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}]}, "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 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"AskUbuntuDupQuestions": 65.03, "MindSmallReranking": 29.86, "SciDocsRR": 86.66, "StackOverflowDupQuestions": 55.08}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-embedding-3-large", "ArguAna": 58.05, "CQADupstackAndroidRetrieval": 57.28, "CQADupstackEnglishRetrieval": 55.77, "CQADupstackGamingRetrieval": 65.4, "CQADupstackGisRetrieval": 45.63, "CQADupstackMathematicaRetrieval": 36.99, "CQADupstackPhysicsRetrieval": 52.16, "CQADupstackProgrammersRetrieval": 49.09, "CQADupstackRetrieval": 47.54, "CQADupstackStatsRetrieval": 40.67, "CQADupstackTexRetrieval": 34.56, "CQADupstackUnixRetrieval": 50.02, "CQADupstackWebmastersRetrieval": 45.28, "CQADupstackWordpressRetrieval": 37.57, "ClimateFEVER": 30.27, "DBPedia": 44.76, "FEVER": 87.94, "FiQA2018": 55.0, "HotpotQA": 71.58, "MSMARCO": 40.24, "NFCorpus": 42.07, "NQ": 61.27, "QuoraRetrieval": 89.05, "SCIDOCS": 23.11, "SciFact": 77.77, "TRECCOVID": 79.56, "Touche2020": 23.35}]}, "STS": {"cos_sim_spearman": [{"Model": 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"CQADupstackMathematicaRetrieval": 31.82, "CQADupstackPhysicsRetrieval": 46.1, "CQADupstackProgrammersRetrieval": 43.66, "CQADupstackRetrieval": 42.28, "CQADupstackStatsRetrieval": 35.45, "CQADupstackTexRetrieval": 28.97, "CQADupstackUnixRetrieval": 45.28, "CQADupstackWebmastersRetrieval": 39.96, "CQADupstackWordpressRetrieval": 33.43, "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": {"cos_sim_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": {"cos_sim_spearman": [{"Model": "text-embedding-3-large-256", "SummEval": 29.92}]}}, "text-similarity-ada-001": {"BitextMining": {"f1": [{"Model": "text-similarity-ada-001"}]}, "Clustering": {"v_measure": [{"Model": "text-similarity-ada-001", "ArxivClusteringP2P": 41.49, "ArxivClusteringS2S": 28.47, "BiorxivClusteringP2P": 36.86, "BiorxivClusteringS2S": 27.55, "MedrxivClusteringP2P": 31.09, "MedrxivClusteringS2S": 26.5, "RedditClustering": 42.47, "RedditClusteringP2P": 58.1, "StackExchangeClustering": 53.52, "StackExchangeClusteringP2P": 30.43, "TwentyNewsgroupsClustering": 36.26}]}, "Classification": {"accuracy": [{"Model": "text-similarity-ada-001", "AmazonCounterfactualClassification (en)": 76.4, "AmazonPolarityClassification": 92.83, "AmazonReviewsClassification (en)": 47.45, "Banking77Classification": 68.04, "EmotionClassification": 50.33, "ImdbClassification": 89.38, "MTOPDomainClassification (en)": 89.89, "MTOPIntentClassification (en)": 64.8, "MassiveIntentClassification (en)": 65.17, "MassiveScenarioClassification (en)": 67.67, "ToxicConversationsClassification": 70.0, "TweetSentimentExtractionClassification": 63.35}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-similarity-ada-001", "SprintDuplicateQuestions": 77.85, "TwitterSemEval2015": 69.04, "TwitterURLCorpus": 83.69}]}, "Reranking": {"map": [{"Model": "text-similarity-ada-001", "AskUbuntuDupQuestions": 53.49, "MindSmallReranking": 30.71, "SciDocsRR": 71.04, "StackOverflowDupQuestions": 40.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-similarity-ada-001", "ArguAna": 39.65, "CQADupstackAndroidRetrieval": 17.62, "CQADupstackEnglishRetrieval": 12.07, "CQADupstackGamingRetrieval": 19.59, "CQADupstackGisRetrieval": 8.01, "CQADupstackMathematicaRetrieval": 4.7, "CQADupstackPhysicsRetrieval": 10.95, "CQADupstackProgrammersRetrieval": 9.41, "CQADupstackRetrieval": 10.17, "CQADupstackStatsRetrieval": 7.15, "CQADupstackTexRetrieval": 4.21, "CQADupstackUnixRetrieval": 9.79, "CQADupstackWebmastersRetrieval": 12.02, "CQADupstackWordpressRetrieval": 6.52, "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": {"cos_sim_spearman": [{"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": {"cos_sim_spearman": [{"Model": "text-similarity-ada-001", "SummEval": 26.94}]}}, "text-similarity-babbage-001": {"BitextMining": {"f1": [{"Model": "text-similarity-babbage-001"}]}, "Clustering": {"v_measure": [{"Model": "text-similarity-babbage-001", "RedditClustering": 45.64, "StackExchangeClustering": 53.01, "TwentyNewsgroupsClustering": 42.01}]}, "Classification": {"accuracy": [{"Model": "text-similarity-babbage-001"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-similarity-babbage-001", "SprintDuplicateQuestions": 76.46, 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"Cohere-embed-multilingual-light-v3.0", "AlloprofReranking": 51.6, "SyntecReranking": 88.03}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "Cohere-embed-multilingual-light-v3.0", "SICKFr": 75.5, "STS22 (fr)": 82.8, "STSBenchmarkMultilingualSTS (fr)": 76.48}]}, "Summarization": {"cos_sim_spearman": [{"Model": "Cohere-embed-multilingual-light-v3.0", "SummEvalFr": 31.4}]}}, "bert-base-10lang-cased": {"BitextMining": {"f1": [{"Model": "bert-base-10lang-cased"}]}, "Clustering": {"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}]}, "Classification": {"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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-10lang-cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.4}]}, "Reranking": {"map": [{"Model": "bert-base-10lang-cased", "AlloprofReranking": 36.21, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "bert-base-10lang-cased", "AlloprofRetrieval": 1.6, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.39}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-10lang-cased", "SICKFr": 58.76, "STS22 (fr)": 40.31, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-10lang-cased", "SummEvalFr": 29.06}]}}, "bert-base-15lang-cased": {"BitextMining": {"f1": [{"Model": "bert-base-15lang-cased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-15lang-cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.38}]}, "Reranking": {"map": [{"Model": "bert-base-15lang-cased", "AlloprofReranking": 36.21, "SyntecReranking": 53.25}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-15lang-cased", "SICKFr": 58.77, "STS22 (fr)": 40.4, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-15lang-cased", "SummEvalFr": 29.13}]}}, "bert-base-25lang-cased": {"BitextMining": {"f1": [{"Model": "bert-base-25lang-cased"}]}, "Clustering": {"v_measure": [{"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}]}, "Classification": {"accuracy": [{"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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-25lang-cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.39}]}, "Reranking": {"map": [{"Model": "bert-base-25lang-cased", "AlloprofReranking": 36.25, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "bert-base-25lang-cased", "AlloprofRetrieval": 1.6, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.46}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-25lang-cased", "SICKFr": 58.76, "STS22 (fr)": 38.77, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-25lang-cased", "SummEvalFr": 28.84}]}}, "bert-base-multilingual-cased": {"BitextMining": {"f1": [{"Model": "bert-base-multilingual-cased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-multilingual-cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.39}]}, "Reranking": {"map": [{"Model": "bert-base-multilingual-cased", "AlloprofReranking": 36.23, "SyntecReranking": 53.25}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-multilingual-cased", "SICKFr": 58.75, "STS22 (fr)": 39.05, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-multilingual-cased", "SummEvalFr": 28.81}]}}, "bert-base-multilingual-uncased": {"BitextMining": {"f1": [{"Model": "bert-base-multilingual-uncased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-multilingual-uncased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.22}]}, "Reranking": {"map": [{"Model": "bert-base-multilingual-uncased", "AlloprofReranking": 38.85, "SyntecReranking": 66.4}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "bert-base-multilingual-uncased", "SICKFr": 58.26, "STS22 (fr)": 56.47, "STSBenchmarkMultilingualSTS (fr)": 54.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bert-base-multilingual-uncased", "SummEvalFr": 30.72}]}}, "e5-mistral-7b-instruct": {"BitextMining": {"f1": [{"Model": "e5-mistral-7b-instruct"}]}, "Clustering": {"v_measure": [{"Model": "e5-mistral-7b-instruct", "AlloProfClusteringP2P": 61.06, "AlloProfClusteringS2S": 28.12, "HALClusteringS2S": 19.69, "MLSUMClusteringP2P": 45.59, "MLSUMClusteringS2S": 32.0, "MasakhaNEWSClusteringP2P (fra)": 52.47, "MasakhaNEWSClusteringS2S (fra)": 49.2}]}, "Classification": {"accuracy": [{"Model": "e5-mistral-7b-instruct", "AmazonReviewsClassification (fr)": 36.71, "MTOPDomainClassification (fr)": 74.8, "MTOPIntentClassification (fr)": 53.97, "MasakhaNEWSClassification (fra)": 80.59, "MassiveIntentClassification (fr)": 46.39, "MassiveScenarioClassification (fr)": 53.86}]}, "PairClassification": {"cos_sim_ap": [{"Model": "e5-mistral-7b-instruct", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 63.65}]}, "Reranking": {"map": [{"Model": "e5-mistral-7b-instruct", "AlloprofReranking": 47.36, "SyntecReranking": 77.05}]}, "Retrieval": {"ndcg_at_10": [{"Model": "e5-mistral-7b-instruct", "AlloprofRetrieval": 16.46, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.57, "SyntecRetrieval": 55.9, "XPQARetrieval (fr)": 41.29}]}, "STS": {"cos_sim_spearman": [{"Model": "e5-mistral-7b-instruct", "SICKFr": 64.39, "STS22 (fr)": 69.82, "STSBenchmarkMultilingualSTS (fr)": 61.87}]}, "Summarization": {"cos_sim_spearman": [{"Model": "e5-mistral-7b-instruct", "SummEvalFr": 32.22}]}}, "flaubert_base_cased": {"BitextMining": {"f1": [{"Model": "flaubert_base_cased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "flaubert_base_cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 51.89}]}, "Reranking": {"map": [{"Model": "flaubert_base_cased", "AlloprofReranking": 34.81, "SyntecReranking": 55.88}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "flaubert_base_cased", "SICKFr": 53.86, "STS22 (fr)": 65.37, "STSBenchmarkMultilingualSTS (fr)": 37.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "flaubert_base_cased", "SummEvalFr": 31.26}]}}, "flaubert_base_uncased": {"BitextMining": {"f1": [{"Model": "flaubert_base_uncased"}]}, "Clustering": {"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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "flaubert_base_uncased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 52.78}]}, "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": {"cos_sim_spearman": [{"Model": "flaubert_base_uncased", "SICKFr": 41.9, "STS22 (fr)": 55.15, "STSBenchmarkMultilingualSTS (fr)": 33.41}]}, "Summarization": {"cos_sim_spearman": [{"Model": "flaubert_base_uncased", "SummEvalFr": 29.43}]}}, "flaubert_large_cased": {"BitextMining": {"f1": [{"Model": "flaubert_large_cased"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "flaubert_large_cased", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 54.14}]}, "Reranking": {"map": [{"Model": "flaubert_large_cased", "AlloprofReranking": 26.29, "SyntecReranking": 42.8}]}, "Retrieval": {"ndcg_at_10": [{"Model": "flaubert_large_cased", "AlloprofRetrieval": 0.58, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.26, "SyntecRetrieval": 1.58, "XPQARetrieval (fr)": 3.69}]}, "STS": {"cos_sim_spearman": [{"Model": "flaubert_large_cased", "SICKFr": 34.6, "STS22 (fr)": 48.52, "STSBenchmarkMultilingualSTS (fr)": 15.66}]}, "Summarization": {"cos_sim_spearman": [{"Model": "flaubert_large_cased", "SummEvalFr": 29.25}]}}, "mistral-embed": {"BitextMining": {"f1": [{"Model": "mistral-embed"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "mistral-embed", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 62.02}]}, "Reranking": {"map": [{"Model": "mistral-embed", "AlloprofReranking": 72.36, "SyntecReranking": 88.57}]}, "Retrieval": {"ndcg_at_10": [{"Model": "mistral-embed", "AlloprofRetrieval": 56.84, "BSARDRetrieval": 2.48, "MintakaRetrieval (fr)": 21.73, "SyntecRetrieval": 78.77, "XPQARetrieval (fr)": 74.24}]}, "STS": {"cos_sim_spearman": [{"Model": "mistral-embed", "SICKFr": 76.21, "STS22 (fr)": 82.74, "STSBenchmarkMultilingualSTS (fr)": 79.72}]}, "Summarization": {"cos_sim_spearman": [{"Model": "mistral-embed", "SummEvalFr": 31.47}]}}, "multi-qa-MiniLM-L6-cos-v1": {"BitextMining": {"f1": [{"Model": "multi-qa-MiniLM-L6-cos-v1"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "multi-qa-MiniLM-L6-cos-v1", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 57.36}]}, "Reranking": {"map": [{"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": {"cos_sim_spearman": [{"Model": "multi-qa-MiniLM-L6-cos-v1", "SICKFr": 62.11, "STS22 (fr)": 74.62, "STSBenchmarkMultilingualSTS (fr)": 63.85}]}, "Summarization": {"cos_sim_spearman": [{"Model": "multi-qa-MiniLM-L6-cos-v1", "SummEvalFr": 27.59}]}}, "sentence-camembert-base": {"BitextMining": {"f1": [{"Model": "sentence-camembert-base"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "sentence-camembert-base", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 57.44}]}, "Reranking": {"map": [{"Model": "sentence-camembert-base", "AlloprofReranking": 48.68, "SyntecReranking": 79.75}]}, "Retrieval": {"ndcg_at_10": [{"Model": "sentence-camembert-base", "AlloprofRetrieval": 21.94, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 13.36, "SyntecRetrieval": 68.62, "XPQARetrieval (fr)": 57.92}]}, "STS": {"cos_sim_spearman": [{"Model": "sentence-camembert-base", "SICKFr": 74.18, "STS22 (fr)": 77.54, "STSBenchmarkMultilingualSTS (fr)": 81.64}]}, "Summarization": {"cos_sim_spearman": [{"Model": "sentence-camembert-base", "SummEvalFr": 28.77}]}}, "sentence-camembert-large": {"BitextMining": {"f1": [{"Model": "sentence-camembert-large"}]}, "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}]}, "Classification": {"accuracy": 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"sentence-croissant-llm-base": {"BitextMining": {"f1": [{"Model": "sentence-croissant-llm-base"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "sentence-croissant-llm-base", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 63.13}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "sentence-croissant-llm-base", "SICKFr": 69.6, "STS22 (fr)": 78.77, "STSBenchmarkMultilingualSTS (fr)": 79.23}]}, "Summarization": {"cos_sim_spearman": [{"Model": "sentence-croissant-llm-base", "SummEvalFr": 29.04}]}}, "silver-retriever-base-v1": {"BitextMining": {"f1": [{"Model": "silver-retriever-base-v1"}]}, "Clustering": {"v_measure": [{"Model": "silver-retriever-base-v1", "8TagsClustering": 31.49}]}, "Classification": {"accuracy": [{"Model": "silver-retriever-base-v1", "AllegroReviews": 33.35, "CBD": 68.51, "MassiveIntentClassification (pl)": 66.63, "MassiveScenarioClassification (pl)": 69.97, "PAC": 66.26, "PolEmo2.0-IN": 63.52, "PolEmo2.0-OUT": 44.7}]}, "PairClassification": {"cos_sim_ap": [{"Model": "silver-retriever-base-v1", "CDSC-E": 67.35, 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[{"Model": "text2vec-base-multilingual", "SummEvalFr": 29.33}]}}, "udever-bloom-1b1": {"BitextMining": {"f1": [{"Model": "udever-bloom-1b1"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "udever-bloom-1b1", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 61.99}]}, "Reranking": {"map": [{"Model": "udever-bloom-1b1", "AlloprofReranking": 39.13, "SyntecReranking": 62.58}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "udever-bloom-1b1", "SICKFr": 59.94, "STS22 (fr)": 77.1, "STSBenchmarkMultilingualSTS (fr)": 49.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "udever-bloom-1b1", "SummEvalFr": 29.48}]}}, "udever-bloom-560m": {"BitextMining": {"f1": [{"Model": "udever-bloom-560m"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "udever-bloom-560m", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 59.69}]}, "Reranking": {"map": [{"Model": "udever-bloom-560m", "AlloprofReranking": 28.75, "SyntecReranking": 50.88}]}, "Retrieval": {"ndcg_at_10": [{"Model": "udever-bloom-560m", "AlloprofRetrieval": 1.98, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.48, "SyntecRetrieval": 24.45, "XPQARetrieval (fr)": 12.98}]}, "STS": {"cos_sim_spearman": [{"Model": "udever-bloom-560m", "SICKFr": 54.54, "STS22 (fr)": 61.35, "STSBenchmarkMultilingualSTS (fr)": 36.78}]}, "Summarization": {"cos_sim_spearman": [{"Model": "udever-bloom-560m", "SummEvalFr": 23.63}]}}, "universal-sentence-encoder-multilingual-3": {"BitextMining": {"f1": [{"Model": "universal-sentence-encoder-multilingual-3"}]}, "Clustering": {"v_measure": [{"Model": 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"AlloprofRetrieval": 35.27, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 26.12, "SyntecRetrieval": 69.82, "XPQARetrieval (fr)": 59.59}]}, "STS": {"cos_sim_spearman": [{"Model": "universal-sentence-encoder-multilingual-3", "SICKFr": 71.37, "STS22 (fr)": 77.91, "STSBenchmarkMultilingualSTS (fr)": 75.48}]}, "Summarization": {"cos_sim_spearman": [{"Model": "universal-sentence-encoder-multilingual-3", "SummEvalFr": 28.21}]}}, "universal-sentence-encoder-multilingual-large-3": {"BitextMining": {"f1": [{"Model": "universal-sentence-encoder-multilingual-large-3"}]}, "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}]}, "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "universal-sentence-encoder-multilingual-large-3", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.62}]}, "Reranking": {"map": [{"Model": "universal-sentence-encoder-multilingual-large-3", "AlloprofReranking": 55.39, "SyntecReranking": 77.13}]}, "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}]}, "STS": {"cos_sim_spearman": [{"Model": "universal-sentence-encoder-multilingual-large-3", "SICKFr": 74.39, "STS22 (fr)": 71.11, "STSBenchmarkMultilingualSTS (fr)": 78.16}]}, "Summarization": {"cos_sim_spearman": [{"Model": 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"AlloprofRetrieval": 45.5, "BSARDRetrieval": 0.15, "MintakaRetrieval (fr)": 15.51, "SyntecRetrieval": 75.83, "XPQARetrieval (fr)": 67.07}]}, "STS": {"cos_sim_spearman": [{"Model": "voyage-2", "SICKFr": 68.51, "STS22 (fr)": 70.51, "STSBenchmarkMultilingualSTS (fr)": 76.43}]}, "Summarization": {"cos_sim_spearman": [{"Model": "voyage-2", "SummEvalFr": 30.88}]}}, "voyage-code-2": {"BitextMining": {"f1": [{"Model": "voyage-code-2"}]}, "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}]}, "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, 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"MassiveIntentClassification (fr)": 65.42, "MassiveScenarioClassification (zh-CN)": 71.4, "MassiveScenarioClassification (en)": 75.33, "MassiveScenarioClassification (fr)": 71.11, "MultilingualSentiment": 67.99, "OnlineShopping": 88.94, "TNews": 45.77, "ToxicConversationsClassification": 72.29, "TweetSentimentExtractionClassification": 61.81, "Waimai": 82.37}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-embedding-ada-002", "Cmnli": 76.03, "Ocnli": 63.08, "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 60.16, "SprintDuplicateQuestions": 92.17, "TwitterSemEval2015": 75.28, "TwitterURLCorpus": 87.22}]}, "Reranking": {"map": [{"Model": "text-embedding-ada-002", "AskUbuntuDupQuestions": 62.05, "CMedQAv1": 63.08, "CMedQAv2": 64.02, "MMarcoReranking": 23.39, "MindSmallReranking": 31.45, "SciDocsRR": 81.22, "StackOverflowDupQuestions": 50.54, "SyntecReranking": 89.87, "T2Reranking": 66.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-embedding-ada-002", "AlloprofRetrieval": 51.64, "ArguAna": 57.44, "BSARDRetrieval": 0.61, "CQADupstackAndroidRetrieval": 51.26, "CQADupstackEnglishRetrieval": 49.26, "CQADupstackGamingRetrieval": 59.25, "CQADupstackGisRetrieval": 39.84, "CQADupstackMathematicaRetrieval": 30.92, "CQADupstackPhysicsRetrieval": 45.18, "CQADupstackProgrammersRetrieval": 43.44, "CQADupstackRetrieval": 41.69, "CQADupstackStatsRetrieval": 33.91, "CQADupstackTexRetrieval": 29.97, "CQADupstackUnixRetrieval": 43.99, "CQADupstackWebmastersRetrieval": 39.71, "CQADupstackWordpressRetrieval": 33.57, "ClimateFEVER": 21.64, "CmedqaRetrieval": 22.36, "CovidRetrieval": 57.21, "DBPedia": 39.39, "DuRetrieval": 71.17, "EcomRetrieval": 44.49, "FEVER": 74.99, "FiQA2018": 44.41, "HotpotQA": 60.9, "MMarcoRetrieval": 69.86, "MSMARCO": 40.91, "MedicalRetrieval": 37.92, "MintakaRetrieval (fr)": 29.94, "NFCorpus": 36.97, "NQ": 51.58, "QuoraRetrieval": 87.6, "SCIDOCS": 18.36, "SciFact": 72.75, "SyntecRetrieval": 85.97, "T2Retrieval": 69.14, "TRECCOVID": 68.47, "Touche2020": 21.61, "VideoRetrieval": 43.85, "XPQARetrieval (fr)": 73.0}]}, "STS": {"cos_sim_spearman": [{"Model": "text-embedding-ada-002", "AFQMC": 23.88, "ATEC": 29.25, "BIOSSES": 86.35, "BQ": 45.33, "LCQMC": 68.41, "PAWSX": 16.55, "QBQTC": 30.27, "SICK-R": 80.6, "SICKFr": 76.28, "STS12": 69.8, "STS13": 83.27, "STS14": 76.09, "STS15": 86.12, "STS16": 85.96, "STS17 (en-en)": 90.25, "STS22 (zh)": 62.53, "STS22 (en)": 68.12, "STS22 (tr)": 64.5, "STS22 (fr)": 81.09, "STSB": 70.61, "STSBenchmark": 83.17, "STSBenchmarkMultilingualSTS (fr)": 77.55}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text-embedding-ada-002", "SummEval": 30.8, "SummEvalFr": 30.5}]}}} \ No newline at end of file