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, 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"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}]}, 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"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": 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"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", "RedditClustering": 31.78, "StackExchangeClustering": 36.86, "TwentyNewsgroupsClustering": 29.33}]}, "Classification": {"accuracy": [{"Model": "text-similarity-davinci-001"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-similarity-davinci-001", "SprintDuplicateQuestions": 69.52, "TwitterSemEval2015": 74.42, "TwitterURLCorpus": 83.75}]}, "Reranking": {"map": [{"Model": "text-similarity-davinci-001", "AskUbuntuDupQuestions": 53.56, "SciDocsRR": 68.7, "StackOverflowDupQuestions": 39.41}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-similarity-davinci-001"}]}, "STS": {"cos_sim_spearman": [{"Model": "text-similarity-davinci-001", "BIOSSES": 68.95, "SICK-R": 78.72, "STSBenchmark": 84.08}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text-similarity-davinci-001"}]}}, "text-search-ada-doc-001": {"BitextMining": {"f1": [{"Model": "text-search-ada-doc-001"}]}, "Clustering": {"v_measure": [{"Model": "text-search-ada-doc-001", "TwentyNewsgroupsClustering": 32.92}]}, "Classification": {"accuracy": [{"Model": "text-search-ada-doc-001"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-search-ada-doc-001"}]}, "Reranking": {"map": [{"Model": "text-search-ada-doc-001"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-search-ada-doc-001"}]}, "STS": {"cos_sim_spearman": [{"Model": "text-search-ada-doc-001"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text-search-ada-doc-001"}]}}, "text-search-ada-001": {"BitextMining": {"f1": [{"Model": "text-search-ada-001"}]}, "Clustering": {"v_measure": [{"Model": "text-search-ada-001", "BiorxivClusteringS2S": 26.05, "MedrxivClusteringS2S": 25.67, "TwentyNewsgroupsClustering": 44.92}]}, "Classification": {"accuracy": [{"Model": "text-search-ada-001"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-search-ada-001"}]}, "Reranking": {"map": [{"Model": "text-search-ada-001"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "text-search-ada-001", "ArguAna": 46.91, "ClimateFEVER": 18.5, "DBPedia": 36.2, "FEVER": 72.1, "FiQA2018": 38.41, "HotpotQA": 59.39, "MSMARCO": 37.94, "NFCorpus": 33.17, "NQ": 42.81, "QuoraRetrieval": 70.57, "SCIDOCS": 14.83, "SciFact": 67.25, "TRECCOVID": 72.43, "Touche2020": 28.68}]}, "STS": {"cos_sim_spearman": [{"Model": "text-search-ada-001"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "text-search-ada-001"}]}}, "text-search-babbage-001": {"BitextMining": {"f1": [{"Model": "text-search-babbage-001"}]}, "Clustering": {"v_measure": [{"Model": "text-search-babbage-001"}]}, "Classification": {"accuracy": [{"Model": "text-search-babbage-001"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "text-search-babbage-001"}]}, 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{"cos_sim_spearman": [{"Model": "OpenSearch-text-hybrid"}]}}, "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"}]}}, "facebook-dpr-ctx_encoder-multiset-base": {"BitextMining": {"f1": [{"Model": "facebook-dpr-ctx_encoder-multiset-base"}]}, "Clustering": {"v_measure": [{"Model": "facebook-dpr-ctx_encoder-multiset-base", "ArxivClusteringP2P": 33.62, "ArxivClusteringS2S": 24.66, "BiorxivClusteringP2P": 25.54, "BiorxivClusteringS2S": 20.66, "MedrxivClusteringP2P": 25.2, "MedrxivClusteringS2S": 22.0, "RedditClustering": 28.93, "RedditClusteringP2P": 46.74, "StackExchangeClustering": 33.22, "StackExchangeClusteringP2P": 27.87, "TwentyNewsgroupsClustering": 24.49}]}, "Classification": {"accuracy": [{"Model": "facebook-dpr-ctx_encoder-multiset-base", "AmazonCounterfactualClassification (en)": 67.91, "AmazonPolarityClassification": 70.07, "AmazonReviewsClassification (en)": 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{"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, 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{"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)": 82.0, "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": 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"MassiveIntentClassification (fr)": 16.41, "MassiveScenarioClassification (fr)": 22.72}]}, "PairClassification": {"cos_sim_ap": [{"Model": "flaubert_large_cased", "OpusparcusPC (fr)": 74.78, "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)": 92.61, "PawsX (fr)": 62.02}]}, "Reranking": {"map": [{"Model": "mistral-embed", "AlloprofReranking": 72.36, "SyntecReranking": 88.57}]}, "Retrieval": {"ndcg_at_10": [{"Model": "mistral-embed", "AILACasedocs": 38.2, "AILAStatutes": 44.81, "AlloprofRetrieval": 56.84, "BSARDRetrieval": 2.48, "GerDaLIRSmall": 17.85, "LeCaRDv2": 61.12, "LegalBenchConsumerContractsQA": 80.8, "LegalBenchCorporateLobbying": 94.11, "LegalQuAD": 47.17, "LegalSummarization": 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42.64, "MassiveScenarioClassification (fr)": 49.92}]}, "PairClassification": {"cos_sim_ap": [{"Model": "multi-qa-MiniLM-L6-cos-v1", "OpusparcusPC (fr)": 88.07, "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}]}}, "multilingual-e5-base": {"BitextMining": {"f1": [{"Model": "multilingual-e5-base", "BornholmBitextMining": 46.4}]}, "Clustering": {"v_measure": [{"Model": "multilingual-e5-base", "8TagsClustering": 24.97, "AlloProfClusteringP2P": 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{"ndcg_at_10": [{"Model": "multilingual-e5-base", "AlloprofRetrieval": 36.21, "ArguAna-PL": 42.81, "BSARDRetrieval": 0.0, "CmedqaRetrieval": 27.2, "CovidRetrieval": 73.45, "DBPedia-PL": 30.23, "DuRetrieval": 81.64, "EcomRetrieval": 54.17, "FiQA-PL": 25.52, "HotpotQA-PL": 63.52, "MMarcoRetrieval": 76.04, "MSMARCO-PL": 29.52, "MedicalRetrieval": 48.35, "MintakaRetrieval (fr)": 23.46, "NFCorpus-PL": 25.98, "NQ-PL": 44.8, "Quora-PL": 81.22, "SCIDOCS-PL": 12.35, "SciFact-PL": 62.11, "SyntecRetrieval": 80.49, "T2Retrieval": 70.86, "TRECCOVID-PL": 66.06, "VideoRetrieval": 61.3, "XPQARetrieval (fr)": 65.81}]}, "STS": {"cos_sim_spearman": [{"Model": "multilingual-e5-base", "AFQMC": 29.67, "ATEC": 37.01, "BQ": 45.45, "CDSC-R": 90.08, "LCQMC": 74.15, "PAWSX": 12.14, "QBQTC": 28.81, "SICK-R-PL": 71.23, "SICKFr": 76.23, "STS22 (zh)": 65.64, "STS22 (pl)": 34.07, "STSB": 79.05, "STSBenchmarkMultilingualSTS (fr)": 80.62}]}, "Summarization": {"cos_sim_spearman": [{"Model": "multilingual-e5-base", 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"MassiveScenarioClassification (fr)": 62.46}]}, "PairClassification": {"cos_sim_ap": [{"Model": "voyage-2", "OpusparcusPC (fr)": 89.76, "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, 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28.34}]}}, "xlm-roberta-base": {"BitextMining": {"f1": [{"Model": "xlm-roberta-base", "BornholmBitextMining": 4.42}]}, "Clustering": {"v_measure": [{"Model": "xlm-roberta-base", "AlloProfClusteringP2P": 52.24, "AlloProfClusteringS2S": 20.37, "HALClusteringS2S": 8.68, "MLSUMClusteringP2P": 40.44, "MLSUMClusteringS2S": 24.14, "MasakhaNEWSClusteringP2P (fra)": 29.29, "MasakhaNEWSClusteringS2S (fra)": 23.76}]}, "Classification": {"accuracy": [{"Model": "xlm-roberta-base", "AmazonReviewsClassification (fr)": 26.75, "AngryTweetsClassification": 52.41, "DKHateClassification": 56.78, "DalajClassification": 51.16, "DanishPoliticalCommentsClassification": 34.03, "LccSentimentClassification": 52.27, "MTOPDomainClassification (fr)": 43.83, "MTOPIntentClassification (fr)": 19.38, "MasakhaNEWSClassification (fra)": 60.5, "MassiveIntentClassification (da)": 41.06, "MassiveIntentClassification (nb)": 40.46, "MassiveIntentClassification (sv)": 45.12, "MassiveIntentClassification (fr)": 13.58, "MassiveScenarioClassification (da)": 43.91, "MassiveScenarioClassification (nb)": 44.83, "MassiveScenarioClassification (sv)": 47.35, "MassiveScenarioClassification (fr)": 23.21, "NoRecClassification": 46.28, "NordicLangClassification": 79.39, "NorwegianParliament": 56.75, "ScalaDaClassification": 57.3, "ScalaNbClassification": 58.33, "ScalaSvClassification": 59.99, "SweRecClassification": 66.2}]}, "PairClassification": {"cos_sim_ap": [{"Model": "xlm-roberta-base", "OpusparcusPC (fr)": 85.45, "PawsX (fr)": 51.35}]}, "Reranking": {"map": [{"Model": "xlm-roberta-base", "AlloprofReranking": 25.58, "SyntecReranking": 43.75}]}, "Retrieval": {"ndcg_at_10": [{"Model": "xlm-roberta-base", "AlloprofRetrieval": 0.16, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.88, "SyntecRetrieval": 3.33, "XPQARetrieval (fr)": 11.65}]}, "STS": {"cos_sim_spearman": [{"Model": "xlm-roberta-base", "SICKFr": 48.62, "STS22 (fr)": 56.72, "STSBenchmarkMultilingualSTS (fr)": 46.23}]}, "Summarization": {"cos_sim_spearman": [{"Model": "xlm-roberta-base", "SummEvalFr": 29.14}]}}, "xlm-roberta-large": {"BitextMining": {"f1": [{"Model": "xlm-roberta-large"}]}, "Clustering": {"v_measure": [{"Model": "xlm-roberta-large", "AlloProfClusteringP2P": 56.54, "AlloProfClusteringS2S": 21.18, "BlurbsClusteringP2P": 29.84, "BlurbsClusteringS2S": 7.29, "HALClusteringS2S": 5.94, "MLSUMClusteringP2P": 42.67, "MLSUMClusteringS2S": 18.5, "MasakhaNEWSClusteringP2P (fra)": 34.02, "MasakhaNEWSClusteringS2S (fra)": 21.52, "TenKGnadClusteringP2P": 32.46, "TenKGnadClusteringS2S": 6.16}]}, "Classification": {"accuracy": [{"Model": "xlm-roberta-large", "AmazonReviewsClassification (fr)": 26.62, "MTOPDomainClassification (fr)": 36.77, "MTOPIntentClassification (fr)": 15.37, "MasakhaNEWSClassification (fra)": 65.76, "MassiveIntentClassification (fr)": 15.82, "MassiveScenarioClassification (fr)": 23.92}]}, "PairClassification": {"cos_sim_ap": [{"Model": "xlm-roberta-large", "OpusparcusPC (fr)": 83.73, "PawsX (fr)": 53.38}]}, "Reranking": {"map": [{"Model": "xlm-roberta-large", "AlloprofReranking": 28.62, "SyntecReranking": 49.4}]}, "Retrieval": {"ndcg_at_10": [{"Model": "xlm-roberta-large", "AlloprofRetrieval": 0.52, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.9, "SyntecRetrieval": 6.6, "XPQARetrieval (fr)": 12.7}]}, "STS": {"cos_sim_spearman": [{"Model": "xlm-roberta-large", "SICKFr": 50.01, "STS22 (fr)": 55.49, "STSBenchmarkMultilingualSTS (fr)": 42.32}]}, "Summarization": {"cos_sim_spearman": [{"Model": "xlm-roberta-large", "SummEvalFr": 28.89}]}}, "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)": 92.04, "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}]}}, "LLM2Vec-Llama-supervised": {"BitextMining": {"f1": [{"Model": "LLM2Vec-Llama-supervised"}]}, "Clustering": {"v_measure": [{"Model": "LLM2Vec-Llama-supervised", "ArxivClusteringP2P": 43.14, "ArxivClusteringS2S": 42.38, "BiorxivClusteringP2P": 35.88, "BiorxivClusteringS2S": 34.81, "MedrxivClusteringP2P": 32.23, "MedrxivClusteringS2S": 31.37, "RedditClustering": 61.1, "RedditClusteringP2P": 64.52, "StackExchangeClustering": 67.98, "StackExchangeClusteringP2P": 33.2, "TwentyNewsgroupsClustering": 51.04}]}, "Classification": {"accuracy": [{"Model": "LLM2Vec-Llama-supervised", "AmazonCounterfactualClassification (en)": 82.22, "AmazonPolarityClassification": 89.69, "AmazonReviewsClassification (en)": 48.47, "Banking77Classification": 88.17, "EmotionClassification": 51.71, "ImdbClassification": 85.78, "MTOPDomainClassification (en)": 95.57, "MTOPIntentClassification (en)": 82.81, "MassiveIntentClassification (en)": 78.06, "MassiveScenarioClassification (en)": 81.35, "ToxicConversationsClassification": 71.01, "TweetSentimentExtractionClassification": 61.11}]}, "PairClassification": {"cos_sim_ap": [{"Model": "LLM2Vec-Llama-supervised", "SprintDuplicateQuestions": 96.83, "TwitterSemEval2015": 80.7, "TwitterURLCorpus": 86.56}]}, "Reranking": {"map": [{"Model": "LLM2Vec-Llama-supervised", "AskUbuntuDupQuestions": 63.13, "MindSmallReranking": 31.34, "SciDocsRR": 84.03, "StackOverflowDupQuestions": 51.02}]}, "Retrieval": {"ndcg_at_10": [{"Model": "LLM2Vec-Llama-supervised", "ArguAna": 56.53, "CQADupstackAndroidRetrieval": 55.21, "CQADupstackEnglishRetrieval": 53.32, "CQADupstackGamingRetrieval": 63.79, "CQADupstackGisRetrieval": 42.13, "CQADupstackMathematicaRetrieval": 34.77, "CQADupstackPhysicsRetrieval": 52.07, "CQADupstackProgrammersRetrieval": 50.28, "CQADupstackRetrieval": 45.94, "CQADupstackStatsRetrieval": 38.74, "CQADupstackTexRetrieval": 32.81, "CQADupstackUnixRetrieval": 46.2, "CQADupstackWebmastersRetrieval": 45.03, 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"MMarcoReranking": 20.5, "T2Reranking": 65.9}]}, "Retrieval": {"ndcg_at_10": [{"Model": "bge-small-zh-v1.5", "CmedqaRetrieval": 35.11, "CovidRetrieval": 70.14, "DuRetrieval": 77.28, "EcomRetrieval": 55.71, "MMarcoRetrieval": 63.48, "MedicalRetrieval": 49.8, "T2Retrieval": 76.43, "VideoRetrieval": 66.19}]}, "STS": {"cos_sim_spearman": [{"Model": "bge-small-zh-v1.5", "AFQMC": 33.42, "ATEC": 43.01, "BQ": 55.22, "LCQMC": 72.19, "PAWSX": 9.26, "QBQTC": 35.29, "STS22 (zh)": 67.72, "STSB": 76.73}]}, "Summarization": {"cos_sim_spearman": [{"Model": "bge-small-zh-v1.5"}]}}, "contriever-base-msmarco": {"BitextMining": {"f1": [{"Model": "contriever-base-msmarco"}]}, "Clustering": {"v_measure": [{"Model": "contriever-base-msmarco", "ArxivClusteringP2P": 42.61, "ArxivClusteringS2S": 32.32, "BiorxivClusteringP2P": 34.97, "BiorxivClusteringS2S": 29.08, "MedrxivClusteringP2P": 31.19, "MedrxivClusteringS2S": 27.27, "RedditClustering": 54.89, "RedditClusteringP2P": 57.58, "StackExchangeClustering": 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"STS": {"cos_sim_spearman": [{"Model": "nomic-embed-text-v1.5-64", "BIOSSES": 77.18, "SICK-R": 78.76, "STS12": 77.3, "STS13": 84.18, "STS14": 79.37, "STS15": 84.69, "STS16": 83.36, "STS17 (en-en)": 85.73, "STS22 (en)": 63.83, "STSBenchmark": 83.46}]}, "Summarization": {"cos_sim_spearman": [{"Model": "nomic-embed-text-v1.5-64", "SummEval": 28.41}]}}, "nomic-embed-text-v1.5-128": {"BitextMining": {"f1": [{"Model": "nomic-embed-text-v1.5-128"}]}, "Clustering": {"v_measure": [{"Model": "nomic-embed-text-v1.5-128", "ArxivClusteringP2P": 43.87, "ArxivClusteringS2S": 34.57, "BiorxivClusteringP2P": 36.79, "BiorxivClusteringS2S": 30.68, "MedrxivClusteringP2P": 34.09, "MedrxivClusteringS2S": 31.3, "RedditClustering": 53.31, "RedditClusteringP2P": 58.96, "StackExchangeClustering": 59.92, "StackExchangeClusteringP2P": 33.88, "TwentyNewsgroupsClustering": 47.29}]}, "Classification": {"accuracy": [{"Model": "nomic-embed-text-v1.5-128", "AmazonCounterfactualClassification (en)": 69.78, 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48.47, "MassiveScenarioClassification (da)": 50.51, "MassiveScenarioClassification (nb)": 54.25, "MassiveScenarioClassification (sv)": 50.6, "NoRecClassification": 50.46, "NordicLangClassification": 84.25, "NorwegianParliament": 58.85, "ScalaDaClassification": 60.72, "ScalaNbClassification": 66.79, "ScalaSvClassification": 57.57, "SweRecClassification": 65.81}]}, "PairClassification": {"cos_sim_ap": [{"Model": "norbert3-large"}]}, "Reranking": {"map": [{"Model": "norbert3-large"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "norbert3-large"}]}, "STS": {"cos_sim_spearman": [{"Model": "norbert3-large"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "norbert3-large"}]}}, "sentence-bert-swedish-cased": {"BitextMining": {"f1": [{"Model": "sentence-bert-swedish-cased", "BornholmBitextMining": 14.08}]}, "Clustering": {"v_measure": [{"Model": "sentence-bert-swedish-cased"}]}, "Classification": {"accuracy": [{"Model": "sentence-bert-swedish-cased", "AngryTweetsClassification": 44.46, 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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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89.67, "TweetSentimentExtractionClassification": 74.52}]}, "PairClassification": {"cos_sim_ap": [{"Model": "google-gecko.text-embedding-preview-0409", "SprintDuplicateQuestions": 96.26, "TwitterSemEval2015": 79.04, "TwitterURLCorpus": 87.53}]}, "Reranking": {"map": [{"Model": "google-gecko.text-embedding-preview-0409", "AskUbuntuDupQuestions": 64.4, "MindSmallReranking": 33.07, "SciDocsRR": 83.59, "StackOverflowDupQuestions": 54.56}]}, "Retrieval": {"ndcg_at_10": [{"Model": "google-gecko.text-embedding-preview-0409", "ArguAna": 62.18, "CQADupstackAndroidRetrieval": 58.31, "CQADupstackEnglishRetrieval": 54.83, "CQADupstackGamingRetrieval": 67.79, "CQADupstackGisRetrieval": 46.01, "CQADupstackMathematicaRetrieval": 37.22, "CQADupstackPhysicsRetrieval": 52.9, "CQADupstackProgrammersRetrieval": 50.82, "CQADupstackRetrieval": 48.89, "CQADupstackStatsRetrieval": 41.24, "CQADupstackTexRetrieval": 35.92, "CQADupstackUnixRetrieval": 50.57, "CQADupstackWebmastersRetrieval": 50.51, 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"TwitterURLCorpus": 87.04}]}, "Reranking": {"map": [{"Model": "google-gecko-256.text-embedding-preview-0409", "AskUbuntuDupQuestions": 63.84, "MindSmallReranking": 31.89, "SciDocsRR": 81.62, "StackOverflowDupQuestions": 53.76}]}, "Retrieval": {"ndcg_at_10": [{"Model": "google-gecko-256.text-embedding-preview-0409", "ArguAna": 56.27, "CQADupstackAndroidRetrieval": 55.76, "CQADupstackEnglishRetrieval": 51.43, "CQADupstackGamingRetrieval": 63.4, "CQADupstackGisRetrieval": 42.93, "CQADupstackMathematicaRetrieval": 32.72, "CQADupstackPhysicsRetrieval": 49.09, "CQADupstackProgrammersRetrieval": 47.53, "CQADupstackRetrieval": 45.41, "CQADupstackStatsRetrieval": 37.68, "CQADupstackTexRetrieval": 32.77, "CQADupstackUnixRetrieval": 47.0, "CQADupstackWebmastersRetrieval": 47.8, "CQADupstackWordpressRetrieval": 36.83, "ClimateFEVER": 29.35, "DBPedia": 41.91, "FEVER": 82.61, "FiQA2018": 55.54, "HotpotQA": 64.65, "MSMARCO": 31.12, "NFCorpus": 37.81, "NQ": 57.37, "QuoraRetrieval": 87.89, "SCIDOCS": 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"MassiveScenarioClassification (fr)": 44.47}]}, "PairClassification": {"cos_sim_ap": [{"Model": "bert-base-15lang-cased", "OpusparcusPC (fr)": 86.78, "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, 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"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)": 87.43, "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}]}, 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"AlloprofReranking": 47.36, "SyntecReranking": 77.05}]}, "Retrieval": {"ndcg_at_10": [{"Model": "e5-mistral-7b-instruct", "AILACasedocs": 38.76, "AILAStatutes": 38.07, "AlloprofRetrieval": 16.46, "BSARDRetrieval": 0.0, "GerDaLIRSmall": 37.18, "LeCaRDv2": 68.56, "LegalBenchConsumerContractsQA": 75.46, "LegalBenchCorporateLobbying": 94.01, "LegalQuAD": 59.64, "LegalSummarization": 66.51, "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, 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"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)": 74.78, "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": 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"Ocnli": 61.6, "OpusparcusPC (fr)": 93.89, "PPC": 92.18, "PSC": 99.39, "PawsX (fr)": 58.5, "SICK-E-PL": 75.96}]}, "Reranking": {"map": [{"Model": "multilingual-e5-large", "AlloprofReranking": 57.37, "CMedQAv1": 68.25, "CMedQAv2": 68.56, "MMarcoReranking": 21.34, "SyntecReranking": 86.9, "T2Reranking": 65.83}]}, "Retrieval": {"ndcg_at_10": [{"Model": "multilingual-e5-large", "AlloprofRetrieval": 38.15, "ArguAna-PL": 53.02, "BSARDRetrieval": 0.27, "CmedqaRetrieval": 28.67, "CovidRetrieval": 75.51, "DBPedia-PL": 35.82, "DuRetrieval": 85.32, "EcomRetrieval": 54.75, "FiQA-PL": 33.0, "HotpotQA-PL": 67.41, "MMarcoRetrieval": 79.2, "MSMARCO-PL": 33.38, "MedicalRetrieval": 51.44, "MintakaRetrieval (fr)": 25.2, "NFCorpus-PL": 30.24, "NQ-PL": 52.79, "Quora-PL": 83.65, "SCIDOCS-PL": 13.81, "SciFact-PL": 65.66, "SyntecRetrieval": 81.07, "T2Retrieval": 76.11, "TRECCOVID-PL": 70.03, "VideoRetrieval": 58.25, "XPQARetrieval (fr)": 66.15}]}, "STS": {"cos_sim_spearman": [{"Model": 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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, 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"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)": 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"STS": {"cos_sim_spearman": [{"Model": "xlm-roberta-base", "SICKFr": 48.62, "STS22 (fr)": 56.72, "STSBenchmarkMultilingualSTS (fr)": 46.23}]}, "Summarization": {"cos_sim_spearman": [{"Model": "xlm-roberta-base", "SummEvalFr": 29.14}]}}, "xlm-roberta-large": {"BitextMining": {"f1": [{"Model": "xlm-roberta-large"}]}, "Clustering": {"v_measure": [{"Model": "xlm-roberta-large", "AlloProfClusteringP2P": 56.54, "AlloProfClusteringS2S": 21.18, "BlurbsClusteringP2P": 29.84, "BlurbsClusteringS2S": 7.29, "HALClusteringS2S": 5.94, "MLSUMClusteringP2P": 42.67, "MLSUMClusteringS2S": 18.5, "MasakhaNEWSClusteringP2P (fra)": 34.02, "MasakhaNEWSClusteringS2S (fra)": 21.52, "TenKGnadClusteringP2P": 32.46, "TenKGnadClusteringS2S": 6.16}]}, "Classification": {"accuracy": [{"Model": "xlm-roberta-large", "AmazonReviewsClassification (fr)": 26.62, "MTOPDomainClassification (fr)": 36.77, "MTOPIntentClassification (fr)": 15.37, "MasakhaNEWSClassification (fra)": 65.76, "MassiveIntentClassification (fr)": 15.82, "MassiveScenarioClassification (fr)": 23.92}]}, "PairClassification": {"cos_sim_ap": [{"Model": "xlm-roberta-large", "OpusparcusPC (fr)": 83.73, "PawsX (fr)": 53.38}]}, "Reranking": {"map": [{"Model": "xlm-roberta-large", "AlloprofReranking": 28.62, "SyntecReranking": 49.4}]}, "Retrieval": {"ndcg_at_10": [{"Model": "xlm-roberta-large", "AlloprofRetrieval": 0.52, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.9, "SyntecRetrieval": 6.6, "XPQARetrieval (fr)": 12.7}]}, "STS": {"cos_sim_spearman": [{"Model": "xlm-roberta-large", "SICKFr": 50.01, "STS22 (fr)": 55.49, "STSBenchmarkMultilingualSTS (fr)": 42.32}]}, "Summarization": {"cos_sim_spearman": [{"Model": "xlm-roberta-large", "SummEvalFr": 28.89}]}}, "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": 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"TwitterURLCorpus": 80.94}]}, "Reranking": {"map": [{"Model": "LLM2Vec-Llama-unsupervised", "AskUbuntuDupQuestions": 55.56, "MindSmallReranking": 30.86, "SciDocsRR": 77.62, "StackOverflowDupQuestions": 47.77}]}, "Retrieval": {"ndcg_at_10": [{"Model": "LLM2Vec-Llama-unsupervised", "ArguAna": 47.09, "CQADupstackAndroidRetrieval": 40.93, "CQADupstackEnglishRetrieval": 41.68, "CQADupstackGamingRetrieval": 48.45, "CQADupstackGisRetrieval": 23.95, "CQADupstackMathematicaRetrieval": 19.44, "CQADupstackPhysicsRetrieval": 36.78, "CQADupstackProgrammersRetrieval": 32.59, "CQADupstackRetrieval": 30.78, "CQADupstackStatsRetrieval": 25.02, "CQADupstackTexRetrieval": 17.43, "CQADupstackUnixRetrieval": 30.43, "CQADupstackWebmastersRetrieval": 32.09, "CQADupstackWordpressRetrieval": 20.57, "ClimateFEVER": 20.67, "DBPedia": 25.81, "FEVER": 43.48, "FiQA2018": 24.62, "HotpotQA": 48.46, "MSMARCO": 18.81, "NFCorpus": 26.81, "NQ": 33.21, "QuoraRetrieval": 86.15, "SCIDOCS": 10.0, "SciFact": 64.48, 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