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"PairClassification": { "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": { "spearman": [ { "Model": "bert-base-15lang-cased", "SICKFr": 58.77, "STS22 (fr)": 40.4, "STSBenchmarkMultilingualSTS (fr)": 52.25 } ] }, "Summarization": { "spearman": [ { "Model": "bert-base-15lang-cased", "SummEvalFr": 29.13 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "bert-base-15lang-cased" } ] } }, "paraphrase-multilingual-MiniLM-L12-v2": { "BitextMining": { "f1": [ { "Model": "paraphrase-multilingual-MiniLM-L12-v2", "BUCC (de-en)": 97.11, "BUCC (fr-en)": 94.99, "BUCC (ru-en)": 95.06, "BUCC (zh-en)": 95.63, 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"MassiveIntentClassification (da)": 57.03, "MassiveIntentClassification (nb)": 62.68, "MassiveIntentClassification (sv)": 55.02, "MassiveScenarioClassification (da)": 60.43, "MassiveScenarioClassification (nb)": 67.44, "MassiveScenarioClassification (sv)": 57.12, "NoRecClassification": 55.46, "NordicLangClassification": 85.27, "NorwegianParliament": 62.58, "ScalaDaClassification": 62.85, "ScalaNbClassification": 66.97 } ] }, "Clustering": { "v_measure": [ { "Model": "nb-bert-large" } ] }, "PairClassification": { "ap": [ { "Model": "nb-bert-large" } ] }, "Reranking": { "map": [ { "Model": "nb-bert-large" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "nb-bert-large" } ] }, "STS": { "spearman": [ { "Model": "nb-bert-large" } ] }, "Summarization": { "spearman": [ { "Model": "nb-bert-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "nb-bert-large" } ] } }, "bge-small-zh-v1.5": { "BitextMining": { "f1": [ { "Model": "bge-small-zh-v1.5" } ] }, "Classification": { "accuracy": [ 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"STS": { "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": { "spearman": [ { "Model": "bge-small-zh-v1.5" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "bge-small-zh-v1.5" } ] } }, "LLM2Vec-Meta-Llama-3-supervised": { "BitextMining": { "f1": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised" } ] }, "Classification": { "accuracy": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised", "AmazonCounterfactualClassification (en)": 79.94, "AmazonPolarityClassification": 86.07, "AmazonReviewsClassification (en)": 46.84, "Banking77Classification": 88.05, "EmotionClassification": 51.2, "ImdbClassification": 82.94, "MTOPDomainClassification (en)": 96.14, "MTOPIntentClassification (en)": 86.11, "MassiveIntentClassification (en)": 79.8, "MassiveScenarioClassification (en)": 81.52, "ToxicConversationsClassification": 70.59, "TweetSentimentExtractionClassification": 61.9 } ] }, "Clustering": { "v_measure": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised", "ArxivClusteringP2P": 44.27, "ArxivClusteringS2S": 46.85, "BiorxivClusteringP2P": 32.35, "BiorxivClusteringS2S": 36.7, "MedrxivClusteringP2P": 30.71, "MedrxivClusteringS2S": 32.96, "RedditClustering": 61.72, "RedditClusteringP2P": 63.98, "StackExchangeClustering": 72.74, "StackExchangeClusteringP2P": 32.26, "TwentyNewsgroupsClustering": 56.41 } ] }, "PairClassification": { "ap": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised", "SprintDuplicateQuestions": 95.09, "TwitterSemEval2015": 81.73, "TwitterURLCorpus": 86.56 } ] }, "Reranking": { "map": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised", "AskUbuntuDupQuestions": 65.19, "MindSmallReranking": 32.67, "SciDocsRR": 86.05, "StackOverflowDupQuestions": 54.82 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised", "ArguAna": 62.78, "CQADupstackRetrieval": 48.25, "ClimateFEVER": 34.27, "DBPedia": 48.34, "FEVER": 90.2, "FiQA2018": 55.33, "HotpotQA": 71.76, "MSMARCO": 43.24, "NFCorpus": 41.83, "NQ": 64.21, "QuoraRetrieval": 87.16, "SCIDOCS": 22.96, "SciFact": 78.22, "TRECCOVID": 80.34, "Touche2020": 20.5 } ] }, "STS": { "spearman": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised", "BIOSSES": 84.92, "SICK-R": 83.94, "STS12": 79.27, "STS13": 84.83, "STS14": 82.94, "STS15": 88.09, "STS16": 86.54, "STS17 (en-en)": 89.58, "STS22 (en)": 67.67, "STSBenchmark": 88.05 } ] }, "Summarization": { "spearman": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised", "SummEval": 30.94 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "LLM2Vec-Meta-Llama-3-supervised" } ] } }, "bert-base-swedish-cased": { "BitextMining": { "f1": [ { "Model": "bert-base-swedish-cased", "BornholmBitextMining": 6.6 } ] }, "Classification": { "accuracy": [ { "Model": "bert-base-swedish-cased", "AngryTweetsClassification": 44.58, "DKHateClassification": 55.53, "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 } ] }, "Clustering": { "v_measure": [ { "Model": "bert-base-swedish-cased" } ] }, "PairClassification": { "ap": [ { "Model": "bert-base-swedish-cased" } ] }, "Reranking": { "map": [ { "Model": "bert-base-swedish-cased" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "bert-base-swedish-cased" } ] }, "STS": { "spearman": [ { "Model": "bert-base-swedish-cased" } ] }, "Summarization": { "spearman": [ { "Model": "bert-base-swedish-cased" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "bert-base-swedish-cased" } ] } }, "tart-dual-contriever-msmarco": { "BitextMining": { "f1": [ { "Model": "tart-dual-contriever-msmarco" } ] }, "Classification": { "accuracy": [ { "Model": "tart-dual-contriever-msmarco" } ] }, "Clustering": { "v_measure": [ { "Model": "tart-dual-contriever-msmarco" } ] }, "PairClassification": { "ap": [ { "Model": "tart-dual-contriever-msmarco" } ] }, "Reranking": { "map": [ { "Model": "tart-dual-contriever-msmarco" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "tart-dual-contriever-msmarco" } ] }, "STS": { "spearman": [ { "Model": "tart-dual-contriever-msmarco" } ] }, "Summarization": { "spearman": [ { "Model": "tart-dual-contriever-msmarco" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "tart-dual-contriever-msmarco", "Core17InstructionRetrieval": -3.04, "News21InstructionRetrieval": -2.98, "Robust04InstructionRetrieval": -8.98 } ] } }, "electra-small-swedish-cased-discriminator": { "BitextMining": { "f1": [ { "Model": "electra-small-swedish-cased-discriminator", "BornholmBitextMining": 0.85 } ] }, "Classification": { "accuracy": [ { "Model": "electra-small-swedish-cased-discriminator", "AngryTweetsClassification": 40.52, "DKHateClassification": 52.28, "DanishPoliticalCommentsClassification": 25.17, "LccSentimentClassification": 36.67, "MassiveIntentClassification (da)": 6.51, "MassiveIntentClassification (nb)": 5.66, "MassiveIntentClassification (sv)": 6.6, "MassiveScenarioClassification (da)": 11.5, "MassiveScenarioClassification (nb)": 11.26, "MassiveScenarioClassification (sv)": 12.16, "NoRecClassification": 39.72, "NordicLangClassification": 44.53, "NorwegianParliament": 52.44, "ScalaDaClassification": 51.66, "ScalaNbClassification": 52.41 } ] }, "Clustering": { "v_measure": [ { "Model": "electra-small-swedish-cased-discriminator" } ] }, "PairClassification": { "ap": [ { "Model": "electra-small-swedish-cased-discriminator" } ] }, "Reranking": { "map": [ { "Model": "electra-small-swedish-cased-discriminator" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "electra-small-swedish-cased-discriminator" } ] }, "STS": { "spearman": [ { "Model": "electra-small-swedish-cased-discriminator" } ] }, "Summarization": { "spearman": [ { "Model": "electra-small-swedish-cased-discriminator" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "electra-small-swedish-cased-discriminator" } ] } }, "e5-large-v2": { "BitextMining": { "f1": [ { "Model": "e5-large-v2" } ] }, "Classification": { "accuracy": [ { "Model": "e5-large-v2" } ] }, "Clustering": { "v_measure": [ { "Model": "e5-large-v2" } ] }, "PairClassification": { "ap": [ { "Model": "e5-large-v2" } ] }, "Reranking": { "map": [ { "Model": "e5-large-v2" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "e5-large-v2" } ] }, "STS": { "spearman": [ { "Model": "e5-large-v2" } ] }, "Summarization": { "spearman": [ { "Model": "e5-large-v2" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "e5-large-v2", "Core17InstructionRetrieval": 0.12, "News21InstructionRetrieval": 0.87, "Robust04InstructionRetrieval": -4.16 } ] } }, "Cohere-embed-multilingual-light-v3.0": { "BitextMining": { "f1": [ { "Model": "Cohere-embed-multilingual-light-v3.0" } ] }, "Classification": { "accuracy": [ { "Model": "Cohere-embed-multilingual-light-v3.0", "AmazonReviewsClassification (fr)": 38.6, "MTOPDomainClassification (fr)": 80.79, "MTOPIntentClassification (fr)": 50.01, "MasakhaNEWSClassification (fra)": 82.58, "MassiveIntentClassification (fr)": 56.31, "MassiveScenarioClassification (fr)": 59.5 } ] }, "Clustering": { "v_measure": [ { "Model": "Cohere-embed-multilingual-light-v3.0", "AlloProfClusteringP2P": 61.96, "AlloProfClusteringS2S": 31.36, "HALClusteringS2S": 17.31, "MLSUMClusteringP2P": 42.8, "MLSUMClusteringS2S": 32.72, "MasakhaNEWSClusteringP2P (fra)": 56.81, "MasakhaNEWSClusteringS2S (fra)": 29.41 } ] }, "PairClassification": { "ap": [ { "Model": "Cohere-embed-multilingual-light-v3.0", "OpusparcusPC (fr)": 90.92, "PawsX (fr)": 57.32 } ] }, "Reranking": { "map": [ { "Model": "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": { "spearman": [ { "Model": "Cohere-embed-multilingual-light-v3.0", "SICKFr": 75.5, "STS22 (fr)": 82.8, "STSBenchmarkMultilingualSTS (fr)": 76.48 } ] }, "Summarization": { "spearman": [ { "Model": "Cohere-embed-multilingual-light-v3.0", "SummEvalFr": 31.4 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "Cohere-embed-multilingual-light-v3.0" } ] } }, "mistral-7b-instruct-v0.2": { "BitextMining": { "f1": [ { "Model": "mistral-7b-instruct-v0.2" } ] }, "Classification": { "accuracy": [ { "Model": "mistral-7b-instruct-v0.2" } ] }, "Clustering": { "v_measure": [ { "Model": "mistral-7b-instruct-v0.2" } ] }, "PairClassification": { "ap": [ { "Model": "mistral-7b-instruct-v0.2" } ] }, "Reranking": { "map": [ { "Model": "mistral-7b-instruct-v0.2" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "mistral-7b-instruct-v0.2" } ] }, "STS": { "spearman": [ { "Model": "mistral-7b-instruct-v0.2" } ] }, "Summarization": { "spearman": [ { "Model": "mistral-7b-instruct-v0.2" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "mistral-7b-instruct-v0.2", "Core17InstructionRetrieval": 13.03, "News21InstructionRetrieval": 4.81, "Robust04InstructionRetrieval": 12.61 } ] } }, "voyage-lite-02-instruct": { "BitextMining": { "f1": [ { "Model": "voyage-lite-02-instruct" } ] }, "Classification": { "accuracy": [ { "Model": "voyage-lite-02-instruct", "AmazonCounterfactualClassification (en)": 88.31, "AmazonPolarityClassification": 96.32, "AmazonReviewsClassification (en)": 56.25, "Banking77Classification": 88.59, "EmotionClassification": 50.28, "ImdbClassification": 95.75, "MTOPDomainClassification (en)": 97.65, "MTOPIntentClassification (en)": 75.16, "MassiveIntentClassification (en)": 73.97, "MassiveScenarioClassification (en)": 83.99, "ToxicConversationsClassification": 81.75, "TweetSentimentExtractionClassification": 62.98 } ] }, "Clustering": { "v_measure": [ { "Model": "voyage-lite-02-instruct", "ArxivClusteringP2P": 51.95, "ArxivClusteringS2S": 42.48, "BiorxivClusteringP2P": 50.15, "BiorxivClusteringS2S": 42.84, "MedrxivClusteringP2P": 47.24, "MedrxivClusteringS2S": 43.48, "RedditClustering": 63.73, "RedditClusteringP2P": 64.09, "StackExchangeClustering": 70.71, "StackExchangeClusteringP2P": 40.34, "TwentyNewsgroupsClustering": 59.56 } ] }, "PairClassification": { "ap": [ { "Model": "voyage-lite-02-instruct", "SprintDuplicateQuestions": 98.07, "TwitterSemEval2015": 74.44, "TwitterURLCorpus": 88.11 } ] }, "Reranking": { "map": [ { "Model": "voyage-lite-02-instruct", "AskUbuntuDupQuestions": 63.24, "MindSmallReranking": 31.48, "SciDocsRR": 84.68, "StackOverflowDupQuestions": 53.56 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "voyage-lite-02-instruct", "ArguAna": 70.28, "CQADupstackRetrieval": 46.2, "ClimateFEVER": 31.95, "DBPedia": 39.79, "FEVER": 91.35, "FiQA2018": 52.51, "HotpotQA": 75.51, "MSMARCO": 37.93, "NFCorpus": 43.7, "NQ": 64.26, "QuoraRetrieval": 87.62, "SCIDOCS": 20.24, "SciFact": 79.91, "TRECCOVID": 81.02, "Touche2020": 26.8 } ] }, "STS": { "spearman": [ { "Model": "voyage-lite-02-instruct", "BIOSSES": 89.7, "SICK-R": 78.44, "STS12": 86.46, "STS13": 87.76, "STS14": 86.6, "STS15": 90.1, "STS16": 86.39, "STS17 (en-en)": 86.98, "STS22 (en)": 76.89, "STSBenchmark": 88.56 } ] }, "Summarization": { "spearman": [ { "Model": "voyage-lite-02-instruct", "SummEval": 31.01 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "voyage-lite-02-instruct" } ] } }, "text-search-babbage-001": { "BitextMining": { "f1": [ { "Model": "text-search-babbage-001" } ] }, "Classification": { "accuracy": [ { "Model": "text-search-babbage-001" } ] }, "Clustering": { "v_measure": [ { "Model": "text-search-babbage-001" } ] }, "PairClassification": { "ap": [ { "Model": "text-search-babbage-001" } ] }, "Reranking": { "map": [ { "Model": "text-search-babbage-001" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "text-search-babbage-001", "ArguAna": 49.2, "ClimateFEVER": 19.9, "FEVER": 77.0, "FiQA2018": 42.2, "HotpotQA": 63.1, "NFCorpus": 36.7, "QuoraRetrieval": 69.7, "SciFact": 70.4, "TRECCOVID": 58.5, "Touche2020": 29.7 } ] }, "STS": { "spearman": [ { "Model": "text-search-babbage-001" } ] }, "Summarization": { "spearman": [ { "Model": "text-search-babbage-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text-search-babbage-001" } ] } }, "gottbert-base": { "BitextMining": { "f1": [ { "Model": "gottbert-base" } ] }, "Classification": { "accuracy": [ { "Model": "gottbert-base" } ] }, "Clustering": { "v_measure": [ { "Model": "gottbert-base", "BlurbsClusteringP2P": 34.49, "BlurbsClusteringS2S": 8.37, "TenKGnadClusteringP2P": 33.66, "TenKGnadClusteringS2S": 9.34 } ] }, "PairClassification": { "ap": [ { "Model": "gottbert-base" } ] }, "Reranking": { "map": [ { "Model": "gottbert-base" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "gottbert-base" } ] }, "STS": { "spearman": [ { "Model": "gottbert-base" } ] }, "Summarization": { "spearman": [ { "Model": "gottbert-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "gottbert-base" } ] } }, "OpenSearch-text-hybrid": { "BitextMining": { "f1": [ { "Model": "OpenSearch-text-hybrid" } ] }, "Classification": { "accuracy": [ { "Model": "OpenSearch-text-hybrid", "AmazonReviewsClassification (zh)": 46.18, "IFlyTek": 51.8, "JDReview": 86.02, "MassiveIntentClassification (zh-CN)": 73.85, "MassiveScenarioClassification (zh-CN)": 77.13, "MultilingualSentiment": 76.35, "OnlineShopping": 93.2, "TNews": 53.06, "Waimai": 88.1 } ] }, "Clustering": { "v_measure": [ { "Model": "OpenSearch-text-hybrid", "CLSClusteringP2P": 41.64, "CLSClusteringS2S": 40.33, "ThuNewsClusteringP2P": 69.28, "ThuNewsClusteringS2S": 63.75 } ] }, "PairClassification": { "ap": [ { "Model": "OpenSearch-text-hybrid", "Cmnli": 90.77, "Ocnli": 85.44 } ] }, "Reranking": { "map": [ { "Model": "OpenSearch-text-hybrid", "CMedQAv1": 88.99, "CMedQAv2": 89.6, "MMarcoReranking": 28.12, "T2Reranking": 66.38 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "OpenSearch-text-hybrid", "CmedqaRetrieval": 46.56, "CovidRetrieval": 84.03, "DuRetrieval": 87.85, "EcomRetrieval": 68.79, "MMarcoRetrieval": 79.93, "MedicalRetrieval": 65.92, "T2Retrieval": 86.76, "VideoRetrieval": 75.43 } ] }, "STS": { "spearman": [ { "Model": "OpenSearch-text-hybrid", "AFQMC": 59.11, "ATEC": 58.19, "BQ": 71.07, "LCQMC": 78.27, "PAWSX": 44.98, "QBQTC": 38.69, "STS22 (zh)": 66.53, "STSB": 82.8 } ] }, "Summarization": { "spearman": [ { "Model": "OpenSearch-text-hybrid" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "OpenSearch-text-hybrid" } ] } }, "glove.6B.300d": { "BitextMining": { "f1": [ { "Model": "glove.6B.300d", "BUCC (de-en)": 0.18, "BUCC 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"TwentyNewsgroupsClustering": 25.83 } ] }, "PairClassification": { "ap": [ { "Model": "glove.6B.300d", "SprintDuplicateQuestions": 86.96, "TwitterSemEval2015": 48.45, "TwitterURLCorpus": 77.35 } ] }, "Reranking": { "map": [ { "Model": "glove.6B.300d", "AskUbuntuDupQuestions": 49.57, "MindSmallReranking": 27.01, "SciDocsRR": 62.56, "StackOverflowDupQuestions": 34.03 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "glove.6B.300d", "ArguAna": 36.3, "CQADupstackRetrieval": 15.47, "ClimateFEVER": 14.44, "DBPedia": 18.28, "FEVER": 14.99, "FiQA2018": 10.09, "HotpotQA": 19.18, "MSMARCO": 9.6, "NFCorpus": 13.87, "NQ": 12.87, "QuoraRetrieval": 71.32, "SCIDOCS": 8.04, "SciFact": 29.58, "TRECCOVID": 36.22, "Touche2020": 13.99 } ] }, "STS": { "spearman": [ { "Model": "glove.6B.300d", "BIOSSES": 44.93, "SICK-R": 55.43, "STS12": 54.64, "STS13": 69.16, "STS14": 60.81, "STS15": 72.31, "STS16": 65.34, "STS17 (en-en)": 77.95, "STS22 (en)": 56.35, "STSBenchmark": 61.54 } ] }, "Summarization": { "spearman": [ { "Model": "glove.6B.300d", "SummEval": 28.87 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "glove.6B.300d" } ] } }, "komninos": { "BitextMining": { "f1": [ { "Model": "komninos", "BUCC (de-en)": 0.18, "BUCC (fr-en)": 0.08, "BUCC (ru-en)": 0.15, "BUCC (zh-en)": 0.05, "Tatoeba (afr-eng)": 4.82, "Tatoeba (amh-eng)": 1.18, "Tatoeba (ang-eng)": 8.54, "Tatoeba (ara-eng)": 0.63, "Tatoeba (arq-eng)": 0.4, "Tatoeba (arz-eng)": 0.63, "Tatoeba (ast-eng)": 11.69, "Tatoeba (awa-eng)": 0.0, "Tatoeba (aze-eng)": 3.22, "Tatoeba (bel-eng)": 1.75, "Tatoeba (ben-eng)": 0.2, "Tatoeba (ber-eng)": 7.0, "Tatoeba (bos-eng)": 9.31, "Tatoeba (bre-eng)": 4.17, "Tatoeba (bul-eng)": 1.29, "Tatoeba (cat-eng)": 7.73, "Tatoeba (cbk-eng)": 5.61, "Tatoeba (ceb-eng)": 4.88, "Tatoeba (ces-eng)": 3.55, "Tatoeba (cha-eng)": 19.29, "Tatoeba (cmn-eng)": 0.5, "Tatoeba (cor-eng)": 4.15, "Tatoeba (csb-eng)": 5.69, "Tatoeba (cym-eng)": 8.4, "Tatoeba (dan-eng)": 6.99, "Tatoeba (deu-eng)": 3.67, "Tatoeba 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"QuoraRetrieval": 71.57, "SCIDOCS": 8.47, "SciFact": 29.53, "TRECCOVID": 35.92, "Touche2020": 13.17 } ] }, "STS": { "spearman": [ { "Model": "komninos", "BIOSSES": 50.25, "SICK-R": 55.49, "STS12": 53.51, "STS13": 70.8, "STS14": 63.56, "STS15": 74.08, "STS16": 64.6, "STS17 (ar-ar)": 13.78, "STS17 (en-ar)": 9.08, "STS17 (en-de)": -3.11, "STS17 (en-en)": 76.91, "STS17 (en-tr)": -0.45, "STS17 (es-en)": -8.18, "STS17 (es-es)": 48.23, "STS17 (fr-en)": 5.81, "STS17 (it-en)": 3.64, "STS17 (ko-ko)": 2.54, "STS17 (nl-en)": 0.44, "STS22 (ar)": 32.42, "STS22 (de)": 33.04, "STS22 (de-en)": 28.65, "STS22 (de-fr)": 14.77, "STS22 (de-pl)": 11.21, "STS22 (en)": 53.89, "STS22 (es)": 48.53, "STS22 (es-en)": 26.97, "STS22 (es-it)": 41.1, "STS22 (fr)": 49.43, "STS22 (fr-pl)": 39.44, "STS22 (it)": 57.77, "STS22 (pl)": 12.47, "STS22 (pl-en)": 45.55, "STS22 (ru)": 19.44, "STS22 (tr)": 47.38, "STS22 (zh)": 4.78, "STS22 (zh-en)": 14.05, "STSBenchmark": 61.55 } ] }, "Summarization": { "spearman": [ { "Model": "komninos", "SummEval": 30.49 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "komninos" } ] } }, "tart-full-flan-t5-xl": { "BitextMining": { "f1": [ { "Model": "tart-full-flan-t5-xl" } ] }, "Classification": { "accuracy": [ { "Model": "tart-full-flan-t5-xl" } ] }, "Clustering": { "v_measure": [ { "Model": "tart-full-flan-t5-xl" } ] }, "PairClassification": { "ap": [ { "Model": "tart-full-flan-t5-xl" } ] }, "Reranking": { "map": [ { "Model": "tart-full-flan-t5-xl" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "tart-full-flan-t5-xl" } ] }, "STS": { "spearman": [ { "Model": "tart-full-flan-t5-xl" } ] }, "Summarization": { "spearman": [ { "Model": "tart-full-flan-t5-xl" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "tart-full-flan-t5-xl", "Core17InstructionRetrieval": 2.82, "News21InstructionRetrieval": 1.99, "Robust04InstructionRetrieval": -0.72 } ] } }, "gtr-t5-base": { "BitextMining": { "f1": [ { "Model": "gtr-t5-base" } ] }, "Classification": { "accuracy": [ { "Model": "gtr-t5-base", "AmazonCounterfactualClassification (en)": 69.33, "AmazonPolarityClassification": 67.82, "AmazonReviewsClassification (en)": 38.48, "Banking77Classification": 79.26, "EmotionClassification": 42.2, "ImdbClassification": 65.99, "MTOPDomainClassification (en)": 92.42, "MTOPIntentClassification (en)": 62.44, "MassiveIntentClassification (en)": 67.05, "MassiveScenarioClassification (en)": 75.4, "ToxicConversationsClassification": 66.6, "TweetSentimentExtractionClassification": 56.02 } ] }, "Clustering": { "v_measure": [ { "Model": "gtr-t5-base", "ArxivClusteringP2P": 35.49, "ArxivClusteringS2S": 27.18, "BiorxivClusteringP2P": 27.66, "BiorxivClusteringS2S": 23.25, "MedrxivClusteringP2P": 27.57, "MedrxivClusteringS2S": 25.13, "RedditClustering": 56.13, "RedditClusteringP2P": 58.53, "StackExchangeClustering": 64.21, "StackExchangeClusteringP2P": 33.01, "TwentyNewsgroupsClustering": 46.72 } ] }, "PairClassification": { "ap": [ { "Model": "gtr-t5-base", "SprintDuplicateQuestions": 94.55, "TwitterSemEval2015": 72.23, "TwitterURLCorpus": 84.77 } ] }, "Reranking": { "map": [ { "Model": "gtr-t5-base", "AskUbuntuDupQuestions": 60.86, "MindSmallReranking": 31.33, "SciDocsRR": 73.71, "StackOverflowDupQuestions": 51.01 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "gtr-t5-base", "ArguAna": 50.83, "CQADupstackRetrieval": 34.55, "ClimateFEVER": 24.88, "DBPedia": 35.24, "FEVER": 68.93, "FiQA2018": 35.15, "HotpotQA": 54.93, "MSMARCO": 41.16, "NFCorpus": 30.22, "NQ": 50.47, "QuoraRetrieval": 87.98, "SCIDOCS": 14.0, "SciFact": 59.74, "TRECCOVID": 56.05, "Touche2020": 25.89 } ] }, "STS": { "spearman": [ { "Model": "gtr-t5-base", "BIOSSES": 79.0, "SICK-R": 71.45, "STS12": 68.59, "STS13": 79.09, "STS14": 74.64, "STS15": 84.85, "STS16": 81.57, "STS17 (en-en)": 85.8, "STS22 (en)": 66.17, "STSBenchmark": 79.58 } ] }, "Summarization": { "spearman": [ { "Model": "gtr-t5-base", "SummEval": 29.67 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "gtr-t5-base" } ] } }, "nb-bert-base": { "BitextMining": { "f1": [ { "Model": "nb-bert-base", "BornholmBitextMining": 9.88 } ] }, "Classification": { "accuracy": [ { "Model": "nb-bert-base", "AngryTweetsClassification": 52.14, "DKHateClassification": 61.73, "DanishPoliticalCommentsClassification": 34.84, "LccSentimentClassification": 51.4, "MassiveIntentClassification (da)": 56.69, "MassiveIntentClassification (nb)": 60.67, "MassiveIntentClassification (sv)": 53.89, "MassiveScenarioClassification (da)": 61.93, "MassiveScenarioClassification (nb)": 67.31, "MassiveScenarioClassification (sv)": 55.37, "NoRecClassification": 51.32, "NordicLangClassification": 84.69, "NorwegianParliament": 57.41, "ScalaDaClassification": 57.99, "ScalaNbClassification": 62.25 } ] }, "Clustering": { "v_measure": [ { "Model": "nb-bert-base" } ] }, "PairClassification": { "ap": [ { "Model": "nb-bert-base" } ] }, "Reranking": { "map": [ { "Model": "nb-bert-base" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "nb-bert-base" } ] }, "STS": { "spearman": [ { "Model": "nb-bert-base" } ] }, "Summarization": { "spearman": [ { "Model": "nb-bert-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "nb-bert-base" } ] } }, "voyage-2": { "BitextMining": { "f1": [ { "Model": "voyage-2" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "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": { "spearman": [ { "Model": "voyage-2", "SICKFr": 68.51, "STS22 (fr)": 70.51, "STSBenchmarkMultilingualSTS (fr)": 76.43 } ] }, "Summarization": { "spearman": [ { "Model": "voyage-2", "SummEvalFr": 30.88 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "voyage-2" } ] } }, "text-search-ada-001": { "BitextMining": { "f1": [ { "Model": "text-search-ada-001" } ] }, "Classification": { "accuracy": [ { "Model": "text-search-ada-001" } ] }, "Clustering": { "v_measure": [ { "Model": "text-search-ada-001", "BiorxivClusteringS2S": 26.05, "MedrxivClusteringS2S": 25.67, "TwentyNewsgroupsClustering": 44.92 } ] }, "PairClassification": { "ap": [ { "Model": "text-search-ada-001" } ] }, 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"STS22 (de-fr)": 60.76, "STS22 (de-pl)": 36.09, "STS22 (en)": 62.88, "STS22 (es)": 59.34, "STS22 (es-en)": 68.96, "STS22 (es-it)": 63.28, "STS22 (fr)": 76.41, "STS22 (fr-pl)": 61.98, "STS22 (it)": 65.1, "STS22 (pl)": 34.58, "STS22 (pl-en)": 71.33, "STS22 (ru)": 52.4, "STS22 (tr)": 54.07, "STS22 (zh)": 54.32, "STS22 (zh-en)": 61.75, "STSBenchmark": 80.75, "STSBenchmarkMultilingualSTS (fr)": 77.49 } ] }, "Summarization": { "spearman": [ { "Model": "distiluse-base-multilingual-cased-v2", "SummEvalFr": 28.12 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "distiluse-base-multilingual-cased-v2" } ] } }, "e5-small": { "BitextMining": { "f1": [ { "Model": "e5-small", "BornholmBitextMining": 40.27 } ] }, "Classification": { "accuracy": [ { "Model": "e5-small", "AngryTweetsClassification": 43.6, "DKHateClassification": 57.57, "DanishPoliticalCommentsClassification": 28.37, "LccSentimentClassification": 40.27, "MassiveIntentClassification (da)": 41.89, "MassiveIntentClassification (nb)": 40.25, "MassiveIntentClassification (sv)": 40.07, "MassiveScenarioClassification (da)": 49.93, "MassiveScenarioClassification (nb)": 48.58, "MassiveScenarioClassification (sv)": 47.06, "NoRecClassification": 41.84, "NordicLangClassification": 53.47, "NorwegianParliament": 56.57, "ScalaDaClassification": 50.15, "ScalaNbClassification": 50.03 } ] }, "Clustering": { "v_measure": [ { "Model": "e5-small" } ] }, "PairClassification": { "ap": [ { "Model": "e5-small" } ] }, "Reranking": { "map": [ { "Model": "e5-small" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "e5-small" } ] }, "STS": { "spearman": [ { "Model": "e5-small" } ] }, "Summarization": { "spearman": [ { "Model": "e5-small" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "e5-small" } ] } }, "flaubert_large_cased": { "BitextMining": { "f1": [ { "Model": "flaubert_large_cased" } ] }, "Classification": { "accuracy": [ { "Model": "flaubert_large_cased", "AmazonReviewsClassification (fr)": 22.45, "MTOPDomainClassification 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"SICKFr": 34.6, "STS22 (fr)": 48.52, "STSBenchmarkMultilingualSTS (fr)": 15.66 } ] }, "Summarization": { "spearman": [ { "Model": "flaubert_large_cased", "SummEvalFr": 29.25 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "flaubert_large_cased" } ] } }, "xlm-roberta-base": { "BitextMining": { "f1": [ { "Model": "xlm-roberta-base", "BornholmBitextMining": 4.42 } ] }, "Classification": { "accuracy": [ { "Model": "xlm-roberta-base", "AmazonReviewsClassification (fr)": 26.75, "AngryTweetsClassification": 52.41, "DKHateClassification": 56.78, "DanishPoliticalCommentsClassification": 34.03, "LccSentimentClassification": 52.27, "MTOPDomainClassification (fr)": 43.83, "MTOPIntentClassification (fr)": 19.38, "MasakhaNEWSClassification (fra)": 60.5, "MassiveIntentClassification (da)": 41.06, "MassiveIntentClassification (nb)": 40.46, "MassiveIntentClassification (sv)": 45.12, "MassiveIntentClassification (fr)": 13.58, "MassiveScenarioClassification (da)": 43.91, "MassiveScenarioClassification (nb)": 44.83, "MassiveScenarioClassification (sv)": 47.35, "MassiveScenarioClassification (fr)": 23.21, "NoRecClassification": 46.28, "NordicLangClassification": 79.39, "NorwegianParliament": 56.75, "ScalaDaClassification": 57.3, "ScalaNbClassification": 58.33 } ] }, "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 } ] }, "PairClassification": { "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": { "spearman": [ { "Model": "xlm-roberta-base", "SICKFr": 48.62, "STS22 (fr)": 56.72, "STSBenchmarkMultilingualSTS (fr)": 46.23 } ] }, "Summarization": { "spearman": [ { "Model": "xlm-roberta-base", "SummEvalFr": 29.14 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "xlm-roberta-base" } ] } }, "sentence-croissant-llm-base": { "BitextMining": { "f1": [ { "Model": "sentence-croissant-llm-base" } ] }, "Classification": { "accuracy": [ { "Model": "sentence-croissant-llm-base", "AmazonReviewsClassification (fr)": 34.79, "MTOPDomainClassification (fr)": 85.52, "MTOPIntentClassification (fr)": 63.12, "MasakhaNEWSClassification (fra)": 79.29, "MassiveIntentClassification (fr)": 59.41, "MassiveScenarioClassification (fr)": 65.29 } ] }, "Clustering": { "v_measure": [ { "Model": "sentence-croissant-llm-base", "AlloProfClusteringP2P": 64.12, "AlloProfClusteringS2S": 32.52, "HALClusteringS2S": 23.4, "MLSUMClusteringP2P": 42.94, "MLSUMClusteringS2S": 33.91, "MasakhaNEWSClusteringP2P (fra)": 53.94, "MasakhaNEWSClusteringS2S (fra)": 41.05 } ] }, "PairClassification": { "ap": [ { "Model": "sentence-croissant-llm-base", "OpusparcusPC (fr)": 91.42, "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": { "spearman": [ { "Model": "sentence-croissant-llm-base", "SICKFr": 69.6, "STS22 (fr)": 78.77, "STSBenchmarkMultilingualSTS (fr)": 79.23 } ] }, "Summarization": { "spearman": [ { "Model": "sentence-croissant-llm-base", "SummEvalFr": 29.04 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "sentence-croissant-llm-base" } ] } }, "dfm-sentence-encoder-large-1": { "BitextMining": { "f1": [ { "Model": "dfm-sentence-encoder-large-1", "BornholmBitextMining": 15.93 } ] }, "Classification": { "accuracy": [ { "Model": "dfm-sentence-encoder-large-1", "AngryTweetsClassification": 54.42, "DKHateClassification": 63.19, "DanishPoliticalCommentsClassification": 37.76, "LccSentimentClassification": 58.07, "MassiveIntentClassification (da)": 65.83, "MassiveIntentClassification (nb)": 57.57, "MassiveIntentClassification (sv)": 55.39, "MassiveScenarioClassification (da)": 71.61, "MassiveScenarioClassification (nb)": 63.66, "MassiveScenarioClassification (sv)": 57.16, "NoRecClassification": 50.46, "NordicLangClassification": 75.98, "NorwegianParliament": 57.66, "ScalaDaClassification": 66.09, "ScalaNbClassification": 62.69 } ] }, "Clustering": { "v_measure": [ { "Model": "dfm-sentence-encoder-large-1" } ] }, "PairClassification": { "ap": [ { "Model": "dfm-sentence-encoder-large-1" } ] }, "Reranking": { "map": [ { "Model": "dfm-sentence-encoder-large-1" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "dfm-sentence-encoder-large-1" } ] }, "STS": { "spearman": [ { "Model": "dfm-sentence-encoder-large-1" } ] }, "Summarization": { "spearman": [ { "Model": "dfm-sentence-encoder-large-1" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "dfm-sentence-encoder-large-1" } ] } }, "bge-large-zh-v1.5": { "BitextMining": { "f1": [ { "Model": "bge-large-zh-v1.5" } ] }, "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 } ] }, "Clustering": { "v_measure": [ { "Model": "bge-large-zh-v1.5", "CLSClusteringP2P": 41.44, "CLSClusteringS2S": 38.33, "ThuNewsClusteringP2P": 59.61, "ThuNewsClusteringS2S": 56.58 } ] }, "PairClassification": { "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": { "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": { "spearman": [ { "Model": "bge-large-zh-v1.5" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "bge-large-zh-v1.5" } ] } }, "use-cmlm-multilingual": { "BitextMining": { "f1": [ { "Model": "use-cmlm-multilingual" } ] }, "Classification": { "accuracy": [ { "Model": "use-cmlm-multilingual" } ] }, "Clustering": { "v_measure": [ { "Model": "use-cmlm-multilingual", "BlurbsClusteringP2P": 29.63, "BlurbsClusteringS2S": 15.24, "TenKGnadClusteringP2P": 37.1, "TenKGnadClusteringS2S": 25.64 } ] }, "PairClassification": { "ap": [ { "Model": "use-cmlm-multilingual" } ] }, "Reranking": { "map": [ { "Model": "use-cmlm-multilingual" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "use-cmlm-multilingual" } ] }, "STS": { "spearman": [ { "Model": "use-cmlm-multilingual" } ] }, "Summarization": { "spearman": [ { "Model": "use-cmlm-multilingual" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "use-cmlm-multilingual" } ] } }, "m3e-base": { "BitextMining": { "f1": [ { "Model": "m3e-base" } ] }, "Classification": { "accuracy": [ { "Model": "m3e-base", "AmazonReviewsClassification (zh)": 43.02, "IFlyTek": 44.42, "JDReview": 85.33, "MassiveIntentClassification (zh-CN)": 68.4, "MassiveScenarioClassification (zh-CN)": 74.6, "MultilingualSentiment": 71.9, "OnlineShopping": 87.77, "TNews": 48.28, "Waimai": 83.99 } ] }, "Clustering": { "v_measure": [ { "Model": "m3e-base", "CLSClusteringP2P": 39.81, "CLSClusteringS2S": 37.34, "ThuNewsClusteringP2P": 59.77, "ThuNewsClusteringS2S": 53.78 } ] }, "PairClassification": { "ap": [ { "Model": "m3e-base", "Cmnli": 69.98, "Ocnli": 58.0 } ] }, "Reranking": { "map": [ { "Model": "m3e-base", "CMedQAv1": 77.05, "CMedQAv2": 76.76, "MMarcoReranking": 17.51, "T2Reranking": 66.03 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "m3e-base", "CmedqaRetrieval": 30.33, "CovidRetrieval": 66.42, "DuRetrieval": 75.76, "EcomRetrieval": 50.27, "MMarcoRetrieval": 65.46, "MedicalRetrieval": 42.79, "T2Retrieval": 73.14, "VideoRetrieval": 51.11 } ] }, "STS": { "spearman": [ { "Model": "m3e-base", "AFQMC": 35.87, "ATEC": 41.27, "BQ": 63.81, "LCQMC": 74.88, "PAWSX": 12.19, "QBQTC": 32.07, "STS22 (zh)": 66.73, "STSB": 76.97 } ] }, "Summarization": { "spearman": [ { "Model": "m3e-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "m3e-base" } ] } }, "bert-base-10lang-cased": { "BitextMining": { "f1": [ { "Model": "bert-base-10lang-cased" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "bert-base-10lang-cased", "OpusparcusPC (fr)": 86.79, "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": { "spearman": [ { "Model": "bert-base-10lang-cased", "SICKFr": 58.76, "STS22 (fr)": 40.31, "STSBenchmarkMultilingualSTS (fr)": 52.25 } ] }, "Summarization": { "spearman": [ { "Model": "bert-base-10lang-cased", "SummEvalFr": 29.06 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "bert-base-10lang-cased" } ] } }, "DanskBERT": { "BitextMining": { "f1": [ { "Model": "DanskBERT", "BornholmBitextMining": 6.34 } ] }, "Classification": { "accuracy": [ { "Model": "DanskBERT", "AngryTweetsClassification": 54.28, "DKHateClassification": 59.3, "DanishPoliticalCommentsClassification": 39.81, "LccSentimentClassification": 58.0, "MassiveIntentClassification (da)": 54.68, "MassiveIntentClassification (nb)": 45.38, "MassiveIntentClassification (sv)": 40.82, "MassiveScenarioClassification (da)": 59.56, "MassiveScenarioClassification (nb)": 47.55, "MassiveScenarioClassification (sv)": 40.14, "NoRecClassification": 46.06, "NordicLangClassification": 74.25, "NorwegianParliament": 56.79, "ScalaDaClassification": 66.59, "ScalaNbClassification": 59.99 } ] }, "Clustering": { "v_measure": [ { "Model": "DanskBERT" } ] }, "PairClassification": { "ap": [ { "Model": "DanskBERT" } ] }, "Reranking": { "map": [ { "Model": "DanskBERT" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "DanskBERT" } ] }, "STS": { "spearman": [ { "Model": "DanskBERT" } ] }, "Summarization": { "spearman": [ { "Model": "DanskBERT" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "DanskBERT" } ] } }, "e5-large": { "BitextMining": { "f1": [ { "Model": "e5-large", "BornholmBitextMining": 40.15 } ] }, "Classification": { "accuracy": [ { "Model": "e5-large", "AngryTweetsClassification": 46.14, "DKHateClassification": 58.72, "DanishPoliticalCommentsClassification": 28.67, "LccSentimentClassification": 42.13, "MassiveIntentClassification (da)": 42.29, "MassiveIntentClassification (nb)": 40.63, "MassiveIntentClassification (sv)": 40.69, "MassiveScenarioClassification (da)": 52.95, "MassiveScenarioClassification (nb)": 51.91, "MassiveScenarioClassification (sv)": 50.97, "NoRecClassification": 41.83, "NordicLangClassification": 58.3, "NorwegianParliament": 57.26, "ScalaDaClassification": 49.9, "ScalaNbClassification": 50.13 } ] }, "Clustering": { "v_measure": [ { "Model": "e5-large" } ] }, "PairClassification": { "ap": [ { "Model": "e5-large" } ] }, "Reranking": { "map": [ { "Model": "e5-large" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "e5-large" } ] }, "STS": { "spearman": [ { "Model": "e5-large" } ] }, "Summarization": { "spearman": [ { "Model": "e5-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "e5-large" } ] } }, "voyage-lite-01-instruct": { "BitextMining": { "f1": [ { "Model": "voyage-lite-01-instruct" } ] }, "Classification": { "accuracy": [ { "Model": "voyage-lite-01-instruct", 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"SprintDuplicateQuestions": 96.01, "TwitterSemEval2015": 76.87, "TwitterURLCorpus": 86.84 } ] }, "Reranking": { "map": [ { "Model": "voyage-lite-01-instruct", "AskUbuntuDupQuestions": 65.77, "MindSmallReranking": 31.69, "SciDocsRR": 87.03, "StackOverflowDupQuestions": 54.49 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "voyage-lite-01-instruct", "ArguAna": 58.73, "CQADupstackRetrieval": 45.11, "ClimateFEVER": 37.47, "DBPedia": 43.42, "FEVER": 89.71, "FiQA2018": 44.79, "HotpotQA": 70.46, "MSMARCO": 39.66, "NFCorpus": 43.33, "NQ": 60.65, "QuoraRetrieval": 87.83, "SCIDOCS": 23.19, "SciFact": 73.64, "TRECCOVID": 78.92, "Touche2020": 36.83 } ] }, "STS": { "spearman": [ { "Model": "voyage-lite-01-instruct", "BIOSSES": 84.85, "SICK-R": 79.71, "STS12": 77.09, "STS13": 88.91, "STS14": 82.08, "STS15": 89.21, "STS16": 84.74, "STS17 (en-en)": 90.73, "STS22 (en)": 62.1, "STSBenchmark": 89.86 } ] }, "Summarization": { "spearman": [ { "Model": "voyage-lite-01-instruct", "SummEval": 30.97 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "voyage-lite-01-instruct" } ] } }, "LLM2Vec-Sheared-Llama-supervised": { "BitextMining": { "f1": [ { "Model": "LLM2Vec-Sheared-Llama-supervised" } ] }, "Classification": { "accuracy": [ { "Model": "LLM2Vec-Sheared-Llama-supervised", "AmazonCounterfactualClassification (en)": 77.42, "AmazonPolarityClassification": 82.05, "AmazonReviewsClassification (en)": 40.81, "Banking77Classification": 86.01, "EmotionClassification": 48.38, "ImdbClassification": 75.33, "MTOPDomainClassification (en)": 94.09, "MTOPIntentClassification (en)": 77.05, "MassiveIntentClassification (en)": 75.58, "MassiveScenarioClassification (en)": 79.16, "ToxicConversationsClassification": 69.92, "TweetSentimentExtractionClassification": 60.76 } ] }, "Clustering": { "v_measure": [ { "Model": "LLM2Vec-Sheared-Llama-supervised", "ArxivClusteringP2P": 43.47, "ArxivClusteringS2S": 39.85, "BiorxivClusteringP2P": 37.1, "BiorxivClusteringS2S": 34.28, "MedrxivClusteringP2P": 33.55, "MedrxivClusteringS2S": 31.11, "RedditClustering": 53.02, "RedditClusteringP2P": 60.47, "StackExchangeClustering": 63.04, "StackExchangeClusteringP2P": 34.01, "TwentyNewsgroupsClustering": 49.37 } ] }, "PairClassification": { "ap": [ { "Model": "LLM2Vec-Sheared-Llama-supervised", "SprintDuplicateQuestions": 96.25, "TwitterSemEval2015": 76.14, "TwitterURLCorpus": 86.23 } ] }, "Reranking": { "map": [ { "Model": "LLM2Vec-Sheared-Llama-supervised", "AskUbuntuDupQuestions": 60.71, "MindSmallReranking": 31.96, "SciDocsRR": 79.23, "StackOverflowDupQuestions": 49.61 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LLM2Vec-Sheared-Llama-supervised", "ArguAna": 51.66, "CQADupstackRetrieval": 41.73, "ClimateFEVER": 33.49, "DBPedia": 43.58, "FEVER": 86.81, "FiQA2018": 41.0, "HotpotQA": 63.85, "MSMARCO": 38.32, "NFCorpus": 37.12, "NQ": 53.89, "QuoraRetrieval": 87.37, "SCIDOCS": 17.96, "SciFact": 72.08, "TRECCOVID": 80.41, "Touche2020": 22.31 } ] }, "STS": { "spearman": [ { "Model": "LLM2Vec-Sheared-Llama-supervised", "BIOSSES": 85.88, "SICK-R": 82.25, "STS12": 78.28, "STS13": 85.52, "STS14": 82.49, "STS15": 88.76, "STS16": 87.11, "STS17 (en-en)": 90.1, "STS22 (en)": 68.25, "STSBenchmark": 87.16 } ] }, "Summarization": { "spearman": [ { "Model": "LLM2Vec-Sheared-Llama-supervised", "SummEval": 30.01 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "LLM2Vec-Sheared-Llama-supervised" } ] } }, "electra-small-nordic": { "BitextMining": { "f1": [ { "Model": "electra-small-nordic", "BornholmBitextMining": 1.44 } ] }, "Classification": { "accuracy": [ { "Model": "electra-small-nordic", "AngryTweetsClassification": 47.91, "DKHateClassification": 59.45, "DanishPoliticalCommentsClassification": 31.89, "LccSentimentClassification": 47.93, "MassiveIntentClassification (da)": 26.3, "MassiveIntentClassification (nb)": 24.6, "MassiveIntentClassification (sv)": 27.58, "MassiveScenarioClassification (da)": 28.93, "MassiveScenarioClassification (nb)": 27.3, "MassiveScenarioClassification (sv)": 29.93, "NoRecClassification": 45.44, "NordicLangClassification": 57.82, "NorwegianParliament": 53.25, "ScalaDaClassification": 70.41, "ScalaNbClassification": 75.28 } ] }, "Clustering": { "v_measure": [ { "Model": "electra-small-nordic" } ] }, "PairClassification": { "ap": [ { "Model": "electra-small-nordic" } ] }, "Reranking": { "map": [ { "Model": "electra-small-nordic" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "electra-small-nordic" } ] }, "STS": { "spearman": [ { "Model": "electra-small-nordic" } ] }, "Summarization": { "spearman": [ { "Model": "electra-small-nordic" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "electra-small-nordic" } ] } }, "text-search-ada-doc-001": { "BitextMining": { "f1": [ { "Model": "text-search-ada-doc-001" } ] }, "Classification": { "accuracy": [ { "Model": "text-search-ada-doc-001" } ] }, "Clustering": { "v_measure": [ { "Model": "text-search-ada-doc-001", "TwentyNewsgroupsClustering": 32.92 } ] }, "PairClassification": { "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": { "spearman": [ { "Model": "text-search-ada-doc-001" } ] }, "Summarization": { "spearman": [ { "Model": "text-search-ada-doc-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text-search-ada-doc-001" } ] } }, "flaubert_base_uncased": { "BitextMining": { "f1": [ { "Model": "flaubert_base_uncased" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "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": 1.72, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.51, "SyntecRetrieval": 22.33, "XPQARetrieval (fr)": 9.09 } ] }, "STS": { "spearman": [ { "Model": "flaubert_base_uncased", "SICKFr": 41.9, "STS22 (fr)": 55.15, "STSBenchmarkMultilingualSTS (fr)": 33.41 } ] }, "Summarization": { "spearman": [ { "Model": "flaubert_base_uncased", "SummEvalFr": 29.43 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "flaubert_base_uncased" } ] } }, "gbert-large": { "BitextMining": { "f1": [ { "Model": "gbert-large" } ] }, "Classification": { "accuracy": [ { "Model": "gbert-large" } ] }, "Clustering": { "v_measure": [ { "Model": "gbert-large", "BlurbsClusteringP2P": 39.3, "BlurbsClusteringS2S": 13.38, "TenKGnadClusteringP2P": 41.69, "TenKGnadClusteringS2S": 34.97 } ] }, "PairClassification": { "ap": [ { "Model": "gbert-large" } ] }, "Reranking": { "map": [ { "Model": "gbert-large" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "gbert-large" } ] }, "STS": { "spearman": [ { "Model": "gbert-large" } ] }, "Summarization": { "spearman": [ { "Model": "gbert-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "gbert-large" } ] } }, "norbert3-large": { "BitextMining": { "f1": [ { "Model": "norbert3-large", "BornholmBitextMining": 2.9 } ] }, "Classification": { "accuracy": [ { "Model": "norbert3-large", "AngryTweetsClassification": 49.04, "DKHateClassification": 62.71, "DanishPoliticalCommentsClassification": 33.53, "LccSentimentClassification": 46.93, "MassiveIntentClassification 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"monot5-base-msmarco-10k" } ] }, "Clustering": { "v_measure": [ { "Model": "monot5-base-msmarco-10k" } ] }, "PairClassification": { "ap": [ { "Model": "monot5-base-msmarco-10k" } ] }, "Reranking": { "map": [ { "Model": "monot5-base-msmarco-10k" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "monot5-base-msmarco-10k" } ] }, "STS": { "spearman": [ { "Model": "monot5-base-msmarco-10k" } ] }, "Summarization": { "spearman": [ { "Model": "monot5-base-msmarco-10k" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "monot5-base-msmarco-10k", "Core17InstructionRetrieval": -4.06, "News21InstructionRetrieval": 5.02, "Robust04InstructionRetrieval": -6.2 } ] } }, "sentence-camembert-large": { "BitextMining": { "f1": [ { "Model": "sentence-camembert-large" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "sentence-camembert-large", "OpusparcusPC (fr)": 94.63, "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": { "spearman": [ { "Model": "sentence-camembert-large", "SICKFr": 77.7, "STS22 (fr)": 81.73, "STSBenchmarkMultilingualSTS (fr)": 85.79 } ] }, "Summarization": { "spearman": [ { "Model": "sentence-camembert-large", "SummEvalFr": 30.88 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "sentence-camembert-large" } ] } }, "FollowIR-7B": { "BitextMining": { "f1": [ { "Model": "FollowIR-7B" } ] }, "Classification": { "accuracy": [ { "Model": "FollowIR-7B" } ] }, "Clustering": { "v_measure": [ { "Model": "FollowIR-7B" } ] }, "PairClassification": { "ap": [ { "Model": "FollowIR-7B" } ] }, "Reranking": { "map": [ { "Model": "FollowIR-7B" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "FollowIR-7B" } ] }, "STS": { "spearman": [ { "Model": "FollowIR-7B" } ] }, "Summarization": { "spearman": [ { "Model": "FollowIR-7B" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "FollowIR-7B", "Core17InstructionRetrieval": 16.48, "News21InstructionRetrieval": 6.26, "Robust04InstructionRetrieval": 13.72 } ] } }, "udever-bloom-560m": { "BitextMining": { "f1": [ { "Model": "udever-bloom-560m" } ] }, "Classification": { "accuracy": [ { "Model": "udever-bloom-560m", "AmazonReviewsClassification (fr)": 26.85, "MTOPDomainClassification (fr)": 34.99, "MTOPIntentClassification (fr)": 15.76, "MasakhaNEWSClassification (fra)": 67.94, "MassiveIntentClassification (fr)": 15.09, "MassiveScenarioClassification (fr)": 21.67 } ] }, "Clustering": { "v_measure": [ { "Model": "udever-bloom-560m", "AlloProfClusteringP2P": 53.57, "AlloProfClusteringS2S": 22.13, "HALClusteringS2S": 7.68, "MLSUMClusteringP2P": 36.43, "MLSUMClusteringS2S": 25.26, "MasakhaNEWSClusteringP2P (fra)": 37.57, "MasakhaNEWSClusteringS2S (fra)": 20.58 } ] }, "PairClassification": { "ap": [ { "Model": "udever-bloom-560m", "OpusparcusPC (fr)": 82.1, "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": { "spearman": [ { "Model": "udever-bloom-560m", "SICKFr": 54.54, "STS22 (fr)": 61.35, "STSBenchmarkMultilingualSTS (fr)": 36.78 } ] }, "Summarization": { "spearman": [ { "Model": "udever-bloom-560m", "SummEvalFr": 23.63 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "udever-bloom-560m" } ] } }, "multilingual-e5-small": { "BitextMining": { "f1": [ { "Model": "multilingual-e5-small", "BornholmBitextMining": 43.89 } ] }, "Classification": { "accuracy": [ { "Model": "multilingual-e5-small", "AllegroReviews": 37.42, "AmazonReviewsClassification (fr)": 39.68, "AngryTweetsClassification": 53.57, "CBD": 63.25, "DKHateClassification": 60.73, "DanishPoliticalCommentsClassification": 34.38, "IFlyTek": 47.35, "JDReview": 79.34, "LccSentimentClassification": 57.87, "MTOPDomainClassification (fr)": 81.2, "MTOPIntentClassification (fr)": 46.01, "MasakhaNEWSClassification (fra)": 77.65, "MassiveIntentClassification (da)": 54.63, "MassiveIntentClassification (nb)": 53.96, "MassiveIntentClassification (sv)": 56.6, "MassiveIntentClassification (pl)": 57.4, "MassiveScenarioClassification (da)": 62.34, "MassiveScenarioClassification (nb)": 59.9, "MassiveScenarioClassification (sv)": 65.54, "MassiveScenarioClassification (pl)": 64.25, "MultilingualSentiment": 64.74, "NoRecClassification": 53.96, "NordicLangClassification": 75.15, "NorwegianParliament": 60.15, "OnlineShopping": 88.73, "PAC": 70.55, "PolEmo2.0-IN": 67.35, "PolEmo2.0-OUT": 39.13, "ScalaDaClassification": 50.3, "ScalaNbClassification": 50.06, "TNews": 48.38, "Waimai": 83.9 } ] }, "Clustering": { "v_measure": [ { "Model": "multilingual-e5-small", "8TagsClustering": 23.92, "AlloProfClusteringP2P": 60.89, "AlloProfClusteringS2S": 32.52, "CLSClusteringP2P": 39.14, "CLSClusteringS2S": 37.79, "HALClusteringS2S": 18.95, "MLSUMClusteringP2P": 43.2, "MLSUMClusteringS2S": 37.61, "MasakhaNEWSClusteringP2P (fra)": 40.12, "MasakhaNEWSClusteringS2S (fra)": 39.22, "ThuNewsClusteringP2P": 55.18, "ThuNewsClusteringS2S": 48.93 } ] }, "PairClassification": { "ap": [ { "Model": "multilingual-e5-small", "CDSC-E": 69.7, "Cmnli": 72.12, "Ocnli": 60.77, "OpusparcusPC (fr)": 92.52, "PPC": 86.72, "PSC": 99.24, "PawsX (fr)": 55.68, "SICK-E-PL": 66.34 } ] }, "Reranking": { "map": [ { "Model": "multilingual-e5-small", "AlloprofReranking": 56.17, "CMedQAv1": 63.44, "CMedQAv2": 62.41, "MMarcoReranking": 24.33, "SyntecReranking": 86.7, "T2Reranking": 65.24 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "multilingual-e5-small", "AlloprofRetrieval": 27.01, "ArguAna-PL": 37.43, "BSARDRetrieval": 0.0, "CmedqaRetrieval": 24.38, "CovidRetrieval": 72.82, "DBPedia-PL": 29.27, "DuRetrieval": 81.35, "EcomRetrieval": 53.56, "FiQA-PL": 22.03, "HotpotQA-PL": 60.15, "MMarcoRetrieval": 73.17, "MSMARCO-PL": 26.94, "MedicalRetrieval": 44.84, "MintakaRetrieval (fr)": 22.53, "NFCorpus-PL": 26.48, "NQ-PL": 40.46, "Quora-PL": 78.7, "SCIDOCS-PL": 11.6, "SciFact-PL": 62.76, "SyntecRetrieval": 75.76, "T2Retrieval": 71.39, "TRECCOVID-PL": 70.92, "VideoRetrieval": 58.09, "XPQARetrieval (fr)": 57.47 } ] }, "STS": { "spearman": [ { "Model": "multilingual-e5-small", "AFQMC": 25.21, "ATEC": 35.14, "BQ": 43.27, "CDSC-R": 90.27, "LCQMC": 72.7, "PAWSX": 11.01, "QBQTC": 30.25, "SICK-R-PL": 69.46, "SICKFr": 75.62, "STS22 (pl)": 35.8, "STSB": 77.73, "STSBenchmarkMultilingualSTS (fr)": 79.32 } ] }, "Summarization": { "spearman": [ { "Model": "multilingual-e5-small", "SummEvalFr": 31.85 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "multilingual-e5-small" } ] } }, "Cohere-embed-multilingual-v3.0": { "BitextMining": { "f1": [ { "Model": "Cohere-embed-multilingual-v3.0" } ] }, "Classification": { "accuracy": [ { "Model": "Cohere-embed-multilingual-v3.0", "AmazonReviewsClassification (fr)": 41.89, "MTOPDomainClassification (fr)": 86.23, "MTOPIntentClassification (fr)": 61.07, "MasakhaNEWSClassification (fra)": 83.06, "MassiveIntentClassification (fr)": 62.94, 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"Summarization": { "spearman": [ { "Model": "Cohere-embed-multilingual-v3.0", "SummEvalFr": 31.26 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "Cohere-embed-multilingual-v3.0" } ] } }, "sentence-t5-base": { "BitextMining": { "f1": [ { "Model": "sentence-t5-base" } ] }, "Classification": { "accuracy": [ { "Model": "sentence-t5-base", "AmazonCounterfactualClassification (de)": 69.98, "AmazonCounterfactualClassification (en)": 75.82, "AmazonCounterfactualClassification (en-ext)": 76.81, "AmazonCounterfactualClassification (ja)": 46.05, "AmazonPolarityClassification": 85.12, "AmazonReviewsClassification (de)": 37.9, "AmazonReviewsClassification (en)": 44.94, "AmazonReviewsClassification (es)": 37.33, "AmazonReviewsClassification (fr)": 37.35, "AmazonReviewsClassification (ja)": 22.29, "AmazonReviewsClassification (zh)": 21.53, "Banking77Classification": 76.48, "EmotionClassification": 51.35, "ImdbClassification": 77.34, "MTOPDomainClassification (de)": 76.98, 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"MassiveIntentClassification (fi)": 33.52, "MassiveIntentClassification (fr)": 51.13, "MassiveIntentClassification (he)": 2.63, "MassiveIntentClassification (hi)": 2.68, "MassiveIntentClassification (hu)": 32.31, "MassiveIntentClassification (hy)": 3.33, "MassiveIntentClassification (id)": 35.5, "MassiveIntentClassification (is)": 29.82, "MassiveIntentClassification (it)": 45.59, "MassiveIntentClassification (ja)": 3.67, "MassiveIntentClassification (jv)": 31.15, "MassiveIntentClassification (ka)": 2.77, "MassiveIntentClassification (km)": 5.66, "MassiveIntentClassification (kn)": 2.59, "MassiveIntentClassification (ko)": 2.34, "MassiveIntentClassification (lv)": 33.97, "MassiveIntentClassification (ml)": 2.55, "MassiveIntentClassification (mn)": 14.7, "MassiveIntentClassification (ms)": 33.12, "MassiveIntentClassification (my)": 4.42, "MassiveIntentClassification (nb)": 38.53, "MassiveIntentClassification (nl)": 37.96, "MassiveIntentClassification (pl)": 34.41, "MassiveIntentClassification (pt)": 43.35, "MassiveIntentClassification (ro)": 42.69, "MassiveIntentClassification (ru)": 14.82, "MassiveIntentClassification (sl)": 34.54, "MassiveIntentClassification (sq)": 38.54, "MassiveIntentClassification (sv)": 35.98, "MassiveIntentClassification (sw)": 32.14, "MassiveIntentClassification (ta)": 1.41, "MassiveIntentClassification (te)": 2.5, "MassiveIntentClassification (th)": 3.71, "MassiveIntentClassification (tl)": 36.04, "MassiveIntentClassification (tr)": 33.77, "MassiveIntentClassification (ur)": 2.99, "MassiveIntentClassification (vi)": 22.62, "MassiveIntentClassification (zh-CN)": 1.12, "MassiveIntentClassification (zh-TW)": 4.63, "MassiveScenarioClassification (af)": 44.45, "MassiveScenarioClassification (am)": 7.51, "MassiveScenarioClassification (ar)": 12.32, "MassiveScenarioClassification (az)": 38.41, "MassiveScenarioClassification (bn)": 8.45, "MassiveScenarioClassification (cy)": 35.04, "MassiveScenarioClassification (da)": 48.36, 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"ToxicConversationsClassification": 68.2, "TweetSentimentExtractionClassification": 62.71 } ] }, "Clustering": { "v_measure": [ { "Model": "sentence-t5-base", "AlloProfClusteringP2P": 58.44, "AlloProfClusteringS2S": 35.93, "ArxivClusteringP2P": 39.28, "ArxivClusteringS2S": 27.26, "BiorxivClusteringP2P": 33.99, "BiorxivClusteringS2S": 22.92, "BlurbsClusteringP2P": 30.59, "BlurbsClusteringS2S": 11.57, "HALClusteringS2S": 17.72, "MLSUMClusteringP2P": 40.77, "MLSUMClusteringS2S": 30.06, "MasakhaNEWSClusteringP2P (fra)": 61.9, "MasakhaNEWSClusteringS2S (fra)": 35.64, "MedrxivClusteringP2P": 33.2, "MedrxivClusteringS2S": 26.13, "RedditClustering": 52.93, "RedditClusteringP2P": 59.67, "StackExchangeClustering": 63.13, "StackExchangeClusteringP2P": 35.68, "TenKGnadClusteringP2P": 44.88, "TenKGnadClusteringS2S": 18.11, "TwentyNewsgroupsClustering": 48.1 } ] }, "PairClassification": { "ap": [ { "Model": "sentence-t5-base", "OpusparcusPC (fr)": 89.4, "PawsX (fr)": 55.35, "SprintDuplicateQuestions": 91.23, "TwitterSemEval2015": 78.25, "TwitterURLCorpus": 86.05 } ] }, "Reranking": { "map": [ { "Model": "sentence-t5-base", "AlloprofReranking": 50.12, "AskUbuntuDupQuestions": 59.73, "MindSmallReranking": 30.2, "SciDocsRR": 73.96, "StackOverflowDupQuestions": 48.46, "SyntecReranking": 78.05 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "sentence-t5-base", "AlloprofRetrieval": 27.52, "ArguAna": 44.85, "BSARDRetrieval": 0.16, "CQADupstackRetrieval": 35.23, "ClimateFEVER": 10.37, "DBPedia": 27.77, "FEVER": 26.17, "FiQA2018": 34.83, "HotpotQA": 33.2, "MSMARCO": 20.7, "MintakaRetrieval (fr)": 21.04, "NFCorpus": 28.65, "NQ": 36.32, "QuoraRetrieval": 85.49, "SCIDOCS": 14.15, "SciFact": 45.76, "SyntecRetrieval": 67.0, "TRECCOVID": 40.7, "Touche2020": 20.3, "XPQARetrieval (fr)": 45.19 } ] }, "STS": { "spearman": [ { "Model": "sentence-t5-base", "BIOSSES": 75.89, "SICK-R": 80.18, "SICKFr": 71.74, "STS12": 78.05, "STS13": 85.85, "STS14": 82.19, "STS15": 87.46, "STS16": 84.03, "STS17 (ar-ar)": 13.36, "STS17 (en-ar)": -5.65, "STS17 (en-de)": 67.11, "STS17 (en-en)": 89.57, "STS17 (en-tr)": -0.02, "STS17 (es-en)": 47.72, "STS17 (es-es)": 79.94, "STS17 (fr-en)": 56.61, "STS17 (it-en)": 30.46, "STS17 (ko-ko)": 10.06, "STS17 (nl-en)": 36.46, "STS22 (ar)": 31.2, "STS22 (de)": 42.08, "STS22 (de-en)": 46.9, "STS22 (de-fr)": 55.04, "STS22 (de-pl)": 33.94, "STS22 (en)": 62.66, "STS22 (es)": 53.81, "STS22 (es-en)": 65.19, "STS22 (es-it)": 55.29, "STS22 (fr)": 77.69, "STS22 (fr-pl)": 28.17, "STS22 (it)": 60.65, "STS22 (pl)": 24.42, "STS22 (pl-en)": 42.97, "STS22 (ru)": 12.13, "STS22 (tr)": 40.45, "STS22 (zh)": 32.9, "STS22 (zh-en)": 20.15, "STSBenchmark": 85.52, "STSBenchmarkMultilingualSTS (fr)": 74.04 } ] }, "Summarization": { "spearman": [ { "Model": "sentence-t5-base", "SummEval": 31.39, "SummEvalFr": 30.01 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "sentence-t5-base" } ] } }, "gelectra-large": { "BitextMining": { "f1": [ { "Model": 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"Reranking": { "map": [ { "Model": "monobert-large-msmarco" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "monobert-large-msmarco" } ] }, "STS": { "spearman": [ { "Model": "monobert-large-msmarco" } ] }, "Summarization": { "spearman": [ { "Model": "monobert-large-msmarco" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "monobert-large-msmarco", "Core17InstructionRetrieval": -0.24, "News21InstructionRetrieval": -0.8, "Robust04InstructionRetrieval": -9.36 } ] } }, "sup-simcse-bert-base-uncased": { "BitextMining": { "f1": [ { "Model": "sup-simcse-bert-base-uncased" } ] }, "Classification": { "accuracy": [ { "Model": "sup-simcse-bert-base-uncased", "AmazonCounterfactualClassification (en)": 75.75, "AmazonPolarityClassification": 82.47, "AmazonReviewsClassification (en)": 39.6, "Banking77Classification": 75.76, "EmotionClassification": 44.81, "ImdbClassification": 73.53, "MTOPDomainClassification (en)": 84.29, "MTOPIntentClassification (en)": 63.14, "MassiveIntentClassification (en)": 65.95, "MassiveScenarioClassification (en)": 70.78, "ToxicConversationsClassification": 72.04, "TweetSentimentExtractionClassification": 59.73 } ] }, "Clustering": { "v_measure": [ { "Model": "sup-simcse-bert-base-uncased", "ArxivClusteringP2P": 35.18, "ArxivClusteringS2S": 27.54, "BiorxivClusteringP2P": 30.15, "BiorxivClusteringS2S": 24.67, "MedrxivClusteringP2P": 26.25, "MedrxivClusteringS2S": 24.12, "RedditClustering": 40.23, "RedditClusteringP2P": 47.74, "StackExchangeClustering": 47.55, "StackExchangeClusteringP2P": 29.45, "TwentyNewsgroupsClustering": 34.86 } ] }, "PairClassification": { "ap": [ { "Model": "sup-simcse-bert-base-uncased", "SprintDuplicateQuestions": 69.39, "TwitterSemEval2015": 67.75, "TwitterURLCorpus": 83.89 } ] }, "Reranking": { "map": [ { "Model": "sup-simcse-bert-base-uncased", "AskUbuntuDupQuestions": 51.8, "MindSmallReranking": 29.3, "SciDocsRR": 70.14, "StackOverflowDupQuestions": 38.9 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": 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"STS22 (es-it)": 65.26, "STS22 (fr)": 77.49, "STS22 (fr-pl)": 50.71, "STS22 (it)": 66.91, "STS22 (pl)": 27.04, "STS22 (pl-en)": 58.85, "STS22 (ru)": 26.63, "STS22 (tr)": 43.36, "STS22 (zh)": 33.55, "STS22 (zh-en)": 29.0, "STSBenchmark": 83.93, "STSBenchmarkMultilingualSTS (fr)": 79.42 } ] }, "Summarization": { "spearman": [ { "Model": "sentence-t5-xl", "SummEval": 29.91, "SummEvalFr": 31.59 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "sentence-t5-xl" } ] } }, "voyage-code-2": { "BitextMining": { "f1": [ { "Model": "voyage-code-2" } ] }, "Classification": { "accuracy": [ { "Model": "voyage-code-2", "AmazonReviewsClassification (fr)": 42.15, "MTOPDomainClassification (fr)": 87.68, "MTOPIntentClassification (fr)": 59.44, "MasakhaNEWSClassification (fra)": 82.13, "MassiveIntentClassification (fr)": 63.08, "MassiveScenarioClassification (fr)": 70.15 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "voyage-code-2", "OpusparcusPC (fr)": 92.87, "PawsX (fr)": 60.83 } ] }, "Reranking": { "map": [ { "Model": "voyage-code-2", "AlloprofReranking": 70.79, "SyntecReranking": 86.77 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "voyage-code-2", "AlloprofRetrieval": 52.61, "BSARDRetrieval": 0.29, "MintakaRetrieval (fr)": 19.05, "SyntecRetrieval": 82.77, "XPQARetrieval (fr)": 71.95 } ] }, "STS": { "spearman": [ { "Model": "voyage-code-2", "SICKFr": 73.56, "STS22 (fr)": 79.99, "STSBenchmarkMultilingualSTS (fr)": 79.02 } ] }, "Summarization": { "spearman": [ { "Model": "voyage-code-2", "SummEvalFr": 28.34 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "voyage-code-2" } ] } }, "LLM2Vec-Sheared-Llama-unsupervised": { "BitextMining": { "f1": [ { "Model": 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31.47, "TwentyNewsgroupsClustering": 31.54 } ] }, "PairClassification": { "ap": [ { "Model": "LLM2Vec-Sheared-Llama-unsupervised", "SprintDuplicateQuestions": 77.36, "TwitterSemEval2015": 61.54, "TwitterURLCorpus": 77.73 } ] }, "Reranking": { "map": [ { "Model": "LLM2Vec-Sheared-Llama-unsupervised", "AskUbuntuDupQuestions": 52.7, "MindSmallReranking": 29.52, "SciDocsRR": 67.76, "StackOverflowDupQuestions": 40.82 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LLM2Vec-Sheared-Llama-unsupervised", "ArguAna": 43.64, "CQADupstackRetrieval": 18.5, "ClimateFEVER": 18.95, "DBPedia": 13.21, "FEVER": 16.96, "FiQA2018": 16.99, "HotpotQA": 22.64, "MSMARCO": 7.03, "NFCorpus": 15.73, "NQ": 17.96, "QuoraRetrieval": 78.23, "SCIDOCS": 5.53, "SciFact": 38.31, "TRECCOVID": 56.04, "Touche2020": 19.17 } ] }, "STS": { "spearman": [ { "Model": "LLM2Vec-Sheared-Llama-unsupervised", "BIOSSES": 75.12, "SICK-R": 69.34, "STS12": 60.09, "STS13": 72.52, "STS14": 66.7, "STS15": 77.69, "STS16": 75.94, "STS17 (en-en)": 81.67, "STS22 (en)": 63.7, "STSBenchmark": 73.36 } ] }, "Summarization": { "spearman": [ { "Model": "LLM2Vec-Sheared-Llama-unsupervised", "SummEval": 31.23 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "LLM2Vec-Sheared-Llama-unsupervised" } ] } }, "e5-base-v2": { "BitextMining": { "f1": [ { "Model": "e5-base-v2" } ] }, "Classification": { "accuracy": [ { "Model": "e5-base-v2" } ] }, "Clustering": { "v_measure": [ { "Model": "e5-base-v2" } ] }, "PairClassification": { "ap": [ { "Model": "e5-base-v2" } ] }, "Reranking": { "map": [ { "Model": "e5-base-v2" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "e5-base-v2" } ] }, "STS": { "spearman": [ { "Model": "e5-base-v2" } ] }, "Summarization": { "spearman": [ { "Model": "e5-base-v2" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "e5-base-v2", "Core17InstructionRetrieval": -2.9, "News21InstructionRetrieval": -2.0, "Robust04InstructionRetrieval": -6.73 } ] } }, "xlm-roberta-large": { "BitextMining": { "f1": [ { "Model": "xlm-roberta-large" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "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": { "spearman": [ { "Model": "xlm-roberta-large", "SICKFr": 50.01, "STS22 (fr)": 55.49, "STSBenchmarkMultilingualSTS (fr)": 42.32 } ] }, "Summarization": { "spearman": [ { "Model": "xlm-roberta-large", "SummEvalFr": 28.89 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "xlm-roberta-large" } ] } }, "Baichuan-text-embedding": { "BitextMining": { "f1": [ { "Model": "Baichuan-text-embedding" } ] }, "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 } ] }, "Clustering": { "v_measure": [ { "Model": "Baichuan-text-embedding", "CLSClusteringP2P": 60.37, "CLSClusteringS2S": 51.09, "ThuNewsClusteringP2P": 58.23, "ThuNewsClusteringS2S": 57.83 } ] }, "PairClassification": { "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": { "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": { "spearman": [ { "Model": "Baichuan-text-embedding" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "Baichuan-text-embedding" } ] } }, "bert-base-multilingual-cased": { "BitextMining": { "f1": [ { "Model": "bert-base-multilingual-cased" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "bert-base-multilingual-cased", "OpusparcusPC (fr)": 86.77, "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": { "spearman": [ { "Model": "bert-base-multilingual-cased", "SICKFr": 58.75, "STS22 (fr)": 39.05, "STSBenchmarkMultilingualSTS (fr)": 52.25 } ] }, "Summarization": { "spearman": [ { "Model": "bert-base-multilingual-cased", "SummEvalFr": 28.81 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "bert-base-multilingual-cased" } ] } }, "msmarco-bert-co-condensor": { "BitextMining": { "f1": [ { "Model": "msmarco-bert-co-condensor" } ] }, "Classification": { "accuracy": [ { "Model": "msmarco-bert-co-condensor", "AmazonCounterfactualClassification (en)": 64.06, "AmazonPolarityClassification": 66.88, "AmazonReviewsClassification (en)": 34.85, "Banking77Classification": 82.35, "EmotionClassification": 41.91, "ImdbClassification": 60.17, "MTOPDomainClassification (en)": 91.34, "MTOPIntentClassification (en)": 71.07, "MassiveIntentClassification (en)": 70.4, "MassiveScenarioClassification (en)": 73.73, "ToxicConversationsClassification": 64.01, "TweetSentimentExtractionClassification": 55.74 } ] }, "Clustering": { "v_measure": [ { "Model": "msmarco-bert-co-condensor", "ArxivClusteringP2P": 36.94, "ArxivClusteringS2S": 29.03, "BiorxivClusteringP2P": 32.35, "BiorxivClusteringS2S": 28.16, "MedrxivClusteringP2P": 30.23, "MedrxivClusteringS2S": 27.01, "RedditClustering": 48.04, "RedditClusteringP2P": 53.53, "StackExchangeClustering": 59.54, "StackExchangeClusteringP2P": 30.48, "TwentyNewsgroupsClustering": 38.68 } ] }, "PairClassification": { "ap": [ { "Model": "msmarco-bert-co-condensor", "SprintDuplicateQuestions": 96.09, "TwitterSemEval2015": 65.95, "TwitterURLCorpus": 83.17 } ] }, "Reranking": { "map": [ { "Model": "msmarco-bert-co-condensor", 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"text-similarity-davinci-001" } ] }, "Classification": { "accuracy": [ { "Model": "text-similarity-davinci-001" } ] }, "Clustering": { "v_measure": [ { "Model": "text-similarity-davinci-001", "RedditClustering": 31.78, "StackExchangeClustering": 36.86, "TwentyNewsgroupsClustering": 29.33 } ] }, "PairClassification": { "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": { "spearman": [ { "Model": "text-similarity-davinci-001", "BIOSSES": 68.95, "SICK-R": 78.72, "STSBenchmark": 84.08 } ] }, "Summarization": { "spearman": [ { "Model": "text-similarity-davinci-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text-similarity-davinci-001" } ] } 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"ToxicConversationsClassification": 67.77, "TweetSentimentExtractionClassification": 56.1 } ] }, "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": 63.15, "StackExchangeClusteringP2P": 32.25, "TwentyNewsgroupsClustering": 46.82 } ] }, "PairClassification": { "ap": [ { "Model": "contriever-base-msmarco", "SprintDuplicateQuestions": 95.55, "TwitterSemEval2015": 66.85, "TwitterURLCorpus": 85.21 } ] }, "Reranking": { "map": [ { "Model": "contriever-base-msmarco", "AskUbuntuDupQuestions": 56.69, "MindSmallReranking": 31.58, "SciDocsRR": 76.51, "StackOverflowDupQuestions": 47.78 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "contriever-base-msmarco", "ArguAna": 48.32, "CQADupstackRetrieval": 33.67, "ClimateFEVER": 24.79, "DBPedia": 38.1, "FEVER": 59.29, "FiQA2018": 27.42, "HotpotQA": 56.81, "MSMARCO": 36.77, "NFCorpus": 31.32, "NQ": 41.83, "QuoraRetrieval": 86.72, "SCIDOCS": 17.12, "SciFact": 65.51, "TRECCOVID": 44.77, "Touche2020": 15.79 } ] }, "STS": { "spearman": [ { "Model": "contriever-base-msmarco", "BIOSSES": 83.32, "SICK-R": 70.2, "STS12": 64.34, "STS13": 80.03, "STS14": 74.51, "STS15": 83.3, "STS16": 79.67, "STS17 (en-en)": 86.32, "STS22 (en)": 64.64, "STSBenchmark": 78.81 } ] }, "Summarization": { "spearman": [ { "Model": "contriever-base-msmarco", "SummEval": 30.36 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "contriever-base-msmarco", "Core17InstructionRetrieval": -2.48, "News21InstructionRetrieval": -2.83, "Robust04InstructionRetrieval": -6.12 } ] } }, "titan-embed-text-v1": { "BitextMining": { "f1": [ { "Model": "titan-embed-text-v1" } ] }, "Classification": { "accuracy": [ { "Model": "titan-embed-text-v1", "AmazonCounterfactualClassification (en)": 61.85, "Banking77Classification": 83.21 } ] }, "Clustering": { "v_measure": [ { "Model": "titan-embed-text-v1" } ] }, "PairClassification": { "ap": [ { "Model": "titan-embed-text-v1" } ] }, "Reranking": { "map": [ { "Model": "titan-embed-text-v1", "SciDocsRR": 88.87 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "titan-embed-text-v1", "ArguAna": 48.83, "FiQA2018": 40.38, "MSMARCO": 35.19, "NQ": 51.08, "SciFact": 73.5, "TRECCOVID": 54.74 } ] }, "STS": { "spearman": [ { "Model": "titan-embed-text-v1", "BIOSSES": 84.17, "SICK-R": 73.05, "STS12": 66.59, "STS13": 83.24, "STS14": 73.71, "STS15": 82.4, "STS16": NaN, "STS17 (en-en)": 80.9, "STSBenchmark": 74.85 } ] }, "Summarization": { "spearman": [ { "Model": "titan-embed-text-v1" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "titan-embed-text-v1" } ] } }, "google-gecko-256.text-embedding-preview-0409": { "BitextMining": { "f1": [ { "Model": "google-gecko-256.text-embedding-preview-0409" } ] }, "Classification": { "accuracy": [ { 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"PairClassification": { "ap": [ { "Model": "google-gecko-256.text-embedding-preview-0409", "SprintDuplicateQuestions": 96.49, "TwitterSemEval2015": 78.23, "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, "CQADupstackRetrieval": 45.41, "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": 18.21, "SciFact": 70.86, "TRECCOVID": 80.13, "Touche2020": 27.4 } ] }, "STS": { "spearman": [ { "Model": "google-gecko-256.text-embedding-preview-0409", "BIOSSES": 89.42, "SICK-R": 81.67, "STS12": 78.02, "STS13": 90.1, "STS14": 85.44, "STS15": 89.64, "STS16": 87.24, "STS17 (en-en)": 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"ToxicConversationsClassification": 68.65, "TweetSentimentExtractionClassification": 54.09 } ] }, "Clustering": { "v_measure": [ { "Model": "gtr-t5-large", "ArxivClusteringP2P": 37.5, "ArxivClusteringS2S": 30.55, "BiorxivClusteringP2P": 29.59, "BiorxivClusteringS2S": 25.72, "MedrxivClusteringP2P": 28.72, "MedrxivClusteringS2S": 27.39, "RedditClustering": 61.69, "RedditClusteringP2P": 61.67, "StackExchangeClustering": 69.93, "StackExchangeClusteringP2P": 33.21, "TwentyNewsgroupsClustering": 51.64 } ] }, "PairClassification": { "ap": [ { "Model": "gtr-t5-large", "SprintDuplicateQuestions": 95.05, "TwitterSemEval2015": 76.03, "TwitterURLCorpus": 84.89 } ] }, "Reranking": { "map": [ { "Model": "gtr-t5-large", "AskUbuntuDupQuestions": 61.64, "MindSmallReranking": 31.84, "SciDocsRR": 76.39, "StackOverflowDupQuestions": 51.58 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "gtr-t5-large", "ArguAna": 52.09, "CQADupstackRetrieval": 36.62, "ClimateFEVER": 26.9, "DBPedia": 39.55, "FEVER": 72.66, 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"STS22 (zh-en)": 29.42, "STSBenchmark": 77.6 } ] }, "Summarization": { "spearman": [ { "Model": "gtr-t5-large", "SummEval": 29.5 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "gtr-t5-large" } ] } }, "multilingual-e5-large": { "BitextMining": { "f1": [ { "Model": "multilingual-e5-large", "BornholmBitextMining": 44.16 } ] }, "Classification": { "accuracy": [ { "Model": "multilingual-e5-large", "AllegroReviews": 41.14, "AmazonReviewsClassification (fr)": 41.91, "AngryTweetsClassification": 54.95, "CBD": 69.9, "DKHateClassification": 66.02, "DanishPoliticalCommentsClassification": 38.27, "IFlyTek": 45.47, "JDReview": 80.99, "LccSentimentClassification": 59.6, "MTOPDomainClassification (fr)": 86.41, "MTOPIntentClassification (fr)": 59.43, "MasakhaNEWSClassification (fra)": 79.38, "MassiveIntentClassification (da)": 60.16, "MassiveIntentClassification (nb)": 59.83, "MassiveIntentClassification (sv)": 61.78, "MassiveIntentClassification (pl)": 65.07, "MassiveScenarioClassification 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"Cmnli": 78.18, "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": { "spearman": [ { "Model": "multilingual-e5-large", "AFQMC": 33.02, "ATEC": 39.81, "BQ": 46.44, "CDSC-R": 91.0, "LCQMC": 75.95, "PAWSX": 14.63, "QBQTC": 29.77, "SICK-R-PL": 75.08, "SICKFr": 78.78, "STS22 (zh)": 65.64, "STS22 (pl)": 34.66, "STSB": 81.08, "STSBenchmarkMultilingualSTS (fr)": 82.53 } ] }, "Summarization": { "spearman": [ { "Model": "multilingual-e5-large", "SummEvalFr": 30.92 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "multilingual-e5-large" } ] } }, "text-similarity-ada-001": { "BitextMining": { "f1": [ { "Model": "text-similarity-ada-001" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "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, "CQADupstackRetrieval": 10.17, "ClimateFEVER": 2.83, "DBPedia": 3.48, "FEVER": 4.45, "FiQA2018": 7.54, "HotpotQA": 12.6, "MSMARCO": 10.53, "NFCorpus": 20.59, "NQ": 2.02, "QuoraRetrieval": 82.18, "SCIDOCS": 6.28, "SciFact": 45.46, "TRECCOVID": 24.56, "Touche2020": 3.1 } ] }, "STS": { "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": { "spearman": [ { "Model": "text-similarity-ada-001", "SummEval": 26.94 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text-similarity-ada-001" } ] } }, "text2vec-base-chinese": { "BitextMining": { "f1": [ { "Model": "text2vec-base-chinese" } ] }, "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 } ] }, "Clustering": { "v_measure": [ { "Model": "text2vec-base-chinese", "CLSClusteringP2P": 35.27, "CLSClusteringS2S": 32.42, "ThuNewsClusteringP2P": 42.92, "ThuNewsClusteringS2S": 40.01 } ] }, "PairClassification": { "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": { "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": { "spearman": [ { "Model": "text2vec-base-chinese" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text2vec-base-chinese" } ] } }, "st-polish-paraphrase-from-mpnet": { "BitextMining": { "f1": [ { "Model": "st-polish-paraphrase-from-mpnet" } ] }, "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 } ] }, "Clustering": { "v_measure": [ { "Model": "st-polish-paraphrase-from-mpnet", "8TagsClustering": 33.15 } ] }, "PairClassification": { "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": { "spearman": [ { "Model": "st-polish-paraphrase-from-mpnet", "CDSC-R": 88.55, "SICK-R-PL": 76.18, "STS22 (pl)": 37.34 } ] }, "Summarization": { "spearman": [ { "Model": "st-polish-paraphrase-from-mpnet" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "st-polish-paraphrase-from-mpnet" } ] } }, "mistral-embed": { "BitextMining": { "f1": [ { "Model": "mistral-embed" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "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": 67.39, "MintakaRetrieval (fr)": 21.73, "SyntecRetrieval": 78.77, "XPQARetrieval (fr)": 74.24 } ] }, "STS": { "spearman": [ { "Model": "mistral-embed", "SICKFr": 76.21, "STS22 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3.96 } ] } }, "sentence-camembert-base": { "BitextMining": { "f1": [ { "Model": "sentence-camembert-base" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "sentence-camembert-base", "OpusparcusPC (fr)": 92.05, "PawsX (fr)": 57.44 } ] }, "Reranking": { "map": [ { "Model": "sentence-camembert-base", "AlloprofReranking": 48.68, "SyntecReranking": 79.75 } ] }, 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"TwitterURLCorpus": 81.47 } ] }, "Reranking": { "map": [ { "Model": "LASER2", "AlloprofReranking": 35.29, "AskUbuntuDupQuestions": 48.99, "MindSmallReranking": 24.79, "SciDocsRR": 54.99, "StackOverflowDupQuestions": 36.98, "SyntecReranking": 55.93 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LASER2", "AlloprofRetrieval": 3.1, "ArguAna": 12.86, "BSARDRetrieval": 0.36, "CQADupstackRetrieval": 4.12, "ClimateFEVER": 0.36, "DBPedia": 1.53, "FEVER": 0.77, "FiQA2018": 1.73, "HotpotQA": 5.5, "MSMARCO": 1.09, "MintakaRetrieval (fr)": 6.31, "NFCorpus": 2.44, "NQ": 0.64, "QuoraRetrieval": 71.14, "SCIDOCS": 0.78, "SciFact": 4.04, "SyntecRetrieval": 28.58, "TRECCOVID": 10.97, "Touche2020": 1.06, "XPQARetrieval (fr)": 42.59 } ] }, "STS": { "spearman": [ { "Model": "LASER2", "BIOSSES": 62.01, "SICK-R": 62.86, "SICKFr": 64.95, "STS12": 62.6, "STS13": 59.62, "STS14": 57.03, "STS15": 71.57, "STS16": 70.75, "STS17 (ar-ar)": 67.47, "STS17 (en-ar)": 65.05, "STS17 (en-de)": 66.66, "STS17 (en-en)": 76.73, "STS17 (en-tr)": 70.05, "STS17 (es-en)": 55.3, "STS17 (es-es)": 79.67, "STS17 (fr-en)": 70.82, "STS17 (it-en)": 70.98, "STS17 (ko-ko)": 70.52, "STS17 (nl-en)": 68.12, "STS22 (ar)": 42.57, "STS22 (de)": 25.69, "STS22 (de-en)": 32.35, "STS22 (de-fr)": 37.41, "STS22 (de-pl)": 15.67, "STS22 (en)": 39.76, "STS22 (es)": 54.92, "STS22 (es-en)": 54.34, "STS22 (es-it)": 42.21, "STS22 (fr)": 58.61, "STS22 (fr-pl)": 39.44, "STS22 (it)": 60.31, "STS22 (pl)": 18.34, "STS22 (pl-en)": 53.63, "STS22 (ru)": 39.24, "STS22 (tr)": 36.97, "STS22 (zh)": 49.41, "STS22 (zh-en)": 46.19, "STSBenchmark": 69.77, "STSBenchmarkMultilingualSTS (fr)": 69.82 } ] }, "Summarization": { "spearman": [ { "Model": "LASER2", "SummEval": 26.8, "SummEvalFr": 31.56 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "LASER2" } ] } }, "luotuo-bert-medium": { "BitextMining": { "f1": [ { "Model": "luotuo-bert-medium" } ] }, "Classification": { "accuracy": [ { "Model": "luotuo-bert-medium", "AmazonReviewsClassification 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"MassiveIntentClassification (sv)": 49.74, "MassiveScenarioClassification (da)": 64.16, "MassiveScenarioClassification (nb)": 54.59, "MassiveScenarioClassification (sv)": 50.1, "NoRecClassification": 48.3, "NordicLangClassification": 77.68, "NorwegianParliament": 58.78, "ScalaDaClassification": 63.08, "ScalaNbClassification": 58.95 } ] }, "Clustering": { "v_measure": [ { "Model": "dfm-encoder-large-v1" } ] }, "PairClassification": { "ap": [ { "Model": "dfm-encoder-large-v1" } ] }, "Reranking": { "map": [ { "Model": "dfm-encoder-large-v1" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "dfm-encoder-large-v1" } ] }, "STS": { "spearman": [ { "Model": "dfm-encoder-large-v1" } ] }, "Summarization": { "spearman": [ { "Model": "dfm-encoder-large-v1" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "dfm-encoder-large-v1" } ] } }, "text-search-curie-001": { "BitextMining": { "f1": [ { "Model": "text-search-curie-001" } ] }, "Classification": { "accuracy": [ { "Model": "text-search-curie-001" } ] }, "Clustering": { "v_measure": [ { "Model": "text-search-curie-001" } ] }, "PairClassification": { "ap": [ { "Model": "text-search-curie-001" } ] }, "Reranking": { "map": [ { "Model": "text-search-curie-001" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "text-search-curie-001", "ArguAna": 46.98, "ClimateFEVER": 19.4, "FEVER": 75.6, "FiQA2018": 45.21, "HotpotQA": 64.8, "NFCorpus": 38.01, "QuoraRetrieval": 67.7, "SCIDOCS": 17.74, "SciFact": 74.35, "TRECCOVID": 56.14, "Touche2020": 30.9 } ] }, "STS": { "spearman": [ { "Model": "text-search-curie-001" } ] }, "Summarization": { "spearman": [ { "Model": "text-search-curie-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text-search-curie-001" } ] } }, "silver-retriever-base-v1": { "BitextMining": { "f1": [ { "Model": "silver-retriever-base-v1" } ] }, "Classification": { "accuracy": [ { "Model": "silver-retriever-base-v1", "AllegroReviews": 33.35, "CBD": 68.51, "MassiveIntentClassification (pl)": 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"silver-retriever-base-v1" } ] } }, "bert-base-uncased": { "BitextMining": { "f1": [ { "Model": "bert-base-uncased" } ] }, "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 } ] }, "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, 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"STS22 (en)": 56.37, "STSBenchmark": 47.29 } ] }, "Summarization": { "spearman": [ { "Model": "bert-base-uncased", "SummEval": 29.82 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "bert-base-uncased" } ] } }, "text-search-davinci-001": { "BitextMining": { "f1": [ { "Model": "text-search-davinci-001" } ] }, "Classification": { "accuracy": [ { "Model": "text-search-davinci-001" } ] }, "Clustering": { "v_measure": [ { "Model": "text-search-davinci-001" } ] }, "PairClassification": { "ap": [ { "Model": "text-search-davinci-001" } ] }, "Reranking": { "map": [ { "Model": "text-search-davinci-001" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "text-search-davinci-001", "ArguAna": 43.5, "ClimateFEVER": 22.3, "FEVER": 77.5, "FiQA2018": 51.2, "HotpotQA": 68.8, "NFCorpus": 40.7, "QuoraRetrieval": 63.8, "SciFact": 75.4, "TRECCOVID": 64.9, "Touche2020": 29.1 } ] }, "STS": { "spearman": [ { "Model": "text-search-davinci-001" } ] }, "Summarization": { "spearman": [ { "Model": "text-search-davinci-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text-search-davinci-001" } ] } }, "text-similarity-babbage-001": { "BitextMining": { "f1": [ { "Model": "text-similarity-babbage-001" } ] }, "Classification": { "accuracy": [ { "Model": "text-similarity-babbage-001" } ] }, "Clustering": { "v_measure": [ { "Model": "text-similarity-babbage-001", "RedditClustering": 45.64, "StackExchangeClustering": 53.01, "TwentyNewsgroupsClustering": 42.01 } ] }, "PairClassification": { "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": { "spearman": [ { "Model": "text-similarity-babbage-001", "BIOSSES": 78.12, "SICK-R": 77.02, "STSBenchmark": 84.32 } ] }, "Summarization": { "spearman": [ { "Model": "text-similarity-babbage-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text-similarity-babbage-001" } ] } }, "instructor-base": { "BitextMining": { "f1": [ { "Model": "instructor-base" } ] }, "Classification": { "accuracy": [ { "Model": "instructor-base" } ] }, "Clustering": { "v_measure": [ { "Model": "instructor-base" } ] }, "PairClassification": { "ap": [ { "Model": "instructor-base" } ] }, "Reranking": { "map": [ { "Model": "instructor-base" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "instructor-base" } ] }, "STS": { "spearman": [ { "Model": "instructor-base" } ] }, "Summarization": { "spearman": [ { "Model": "instructor-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "instructor-base", "Core17InstructionRetrieval": -1.09, "News21InstructionRetrieval": -1.78, "Robust04InstructionRetrieval": -10.42 } ] } }, "llama-2-7b-chat": { "BitextMining": { "f1": [ { "Model": "llama-2-7b-chat" } ] }, "Classification": { "accuracy": [ { "Model": "llama-2-7b-chat" } ] }, "Clustering": { "v_measure": [ { "Model": "llama-2-7b-chat" } ] }, "PairClassification": { "ap": [ { "Model": "llama-2-7b-chat" } ] }, "Reranking": { "map": [ { "Model": "llama-2-7b-chat" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "llama-2-7b-chat" } ] }, "STS": { "spearman": [ { "Model": "llama-2-7b-chat" } ] }, "Summarization": { "spearman": [ { "Model": "llama-2-7b-chat" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "llama-2-7b-chat", "Core17InstructionRetrieval": 2.84, "News21InstructionRetrieval": 0.23, "Robust04InstructionRetrieval": 2.0 } ] } }, "st-polish-paraphrase-from-distilroberta": { "BitextMining": { "f1": [ { "Model": "st-polish-paraphrase-from-distilroberta" } ] }, "Classification": { "accuracy": [ { "Model": "st-polish-paraphrase-from-distilroberta", "AllegroReviews": 34.5, "CBD": 70.27, "MassiveIntentClassification (pl)": 64.81, "MassiveScenarioClassification (pl)": 70.01, "PAC": 64.6, "PolEmo2.0-IN": 67.06, "PolEmo2.0-OUT": 38.58 } ] }, "Clustering": { "v_measure": [ { "Model": "st-polish-paraphrase-from-distilroberta", "8TagsClustering": 31.68 } ] }, "PairClassification": { "ap": [ { "Model": "st-polish-paraphrase-from-distilroberta", "CDSC-E": 75.99, "PPC": 93.29, "PSC": 99.1, "SICK-E-PL": 79.63 } ] }, "Reranking": { "map": [ { "Model": "st-polish-paraphrase-from-distilroberta" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "st-polish-paraphrase-from-distilroberta", "ArguAna-PL": 49.42, "DBPedia-PL": 19.82, "FiQA-PL": 19.58, "HotpotQA-PL": 23.47, "MSMARCO-PL": 16.51, "NFCorpus-PL": 22.49, "NQ-PL": 19.83, "Quora-PL": 81.17, "SCIDOCS-PL": 12.15, "SciFact-PL": 49.49, "TRECCOVID-PL": 38.97 } ] }, "STS": { "spearman": [ { "Model": "st-polish-paraphrase-from-distilroberta", "CDSC-R": 89.62, "SICK-R-PL": 76.37, "STS22 (pl)": 40.36 } ] }, "Summarization": { "spearman": [ { "Model": "st-polish-paraphrase-from-distilroberta" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "st-polish-paraphrase-from-distilroberta" } ] } }, "universal-sentence-encoder-multilingual-3": { "BitextMining": { "f1": [ { "Model": "universal-sentence-encoder-multilingual-3" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "universal-sentence-encoder-multilingual-3", "OpusparcusPC (fr)": 91.46, "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": { "spearman": [ { "Model": "universal-sentence-encoder-multilingual-3", "SICKFr": 71.37, "STS22 (fr)": 77.91, "STSBenchmarkMultilingualSTS (fr)": 75.48 } ] }, "Summarization": { "spearman": [ { "Model": "universal-sentence-encoder-multilingual-3", "SummEvalFr": 28.21 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "universal-sentence-encoder-multilingual-3" } ] } }, "flan-t5-large": { "BitextMining": { "f1": [ { "Model": "flan-t5-large" } ] }, "Classification": { "accuracy": [ { "Model": "flan-t5-large" } ] }, "Clustering": { "v_measure": [ { "Model": "flan-t5-large" } ] }, "PairClassification": { "ap": [ { "Model": "flan-t5-large" } ] }, "Reranking": { "map": [ { "Model": "flan-t5-large" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "flan-t5-large" } ] }, "STS": { "spearman": [ { "Model": "flan-t5-large" } ] }, "Summarization": { "spearman": [ { "Model": "flan-t5-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "flan-t5-large", "Core17InstructionRetrieval": 1.32, "News21InstructionRetrieval": 8.95, "Robust04InstructionRetrieval": 3.9 } ] } }, "text-similarity-curie-001": { "BitextMining": { "f1": [ { "Model": "text-similarity-curie-001" } ] }, "Classification": { "accuracy": [ { "Model": "text-similarity-curie-001" } ] }, "Clustering": { "v_measure": [ { "Model": "text-similarity-curie-001", "RedditClustering": 40.79, "StackExchangeClustering": 55.14, "TwentyNewsgroupsClustering": 37.64 } ] }, "PairClassification": { "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", "FiQA2018": 5.14, "NFCorpus": 19.96, "QuoraRetrieval": 83.11, "SciFact": 46.68, "TRECCOVID": 7.61 } ] }, "STS": { "spearman": [ { "Model": "text-similarity-curie-001", "BIOSSES": 77.46, "SICK-R": 77.26, "STSBenchmark": 83.02 } ] }, "Summarization": { "spearman": [ { "Model": "text-similarity-curie-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text-similarity-curie-001" } ] } }, "udever-bloom-1b1": { "BitextMining": { "f1": [ { "Model": "udever-bloom-1b1" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "udever-bloom-1b1", "OpusparcusPC (fr)": 85.54, "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": { "spearman": [ { "Model": "udever-bloom-1b1", "SICKFr": 59.94, "STS22 (fr)": 77.1, "STSBenchmarkMultilingualSTS (fr)": 49.97 } ] }, "Summarization": { 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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": { "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": { "spearman": [ { "Model": "text2vec-large-chinese" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "text2vec-large-chinese" } ] } }, "LLM2Vec-Llama-2-supervised": { "BitextMining": { "f1": [ { "Model": "LLM2Vec-Llama-2-supervised" } ] }, "Classification": { "accuracy": [ { "Model": "LLM2Vec-Llama-2-supervised", "AmazonCounterfactualClassification (en)": 82.22, "AmazonPolarityClassification": 89.69, "AmazonReviewsClassification (en)": 48.47, "Banking77Classification": 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"AskUbuntuDupQuestions": 63.13, "MindSmallReranking": 31.34, "SciDocsRR": 84.03, "StackOverflowDupQuestions": 51.02 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LLM2Vec-Llama-2-supervised", "ArguAna": 56.53, "CQADupstackRetrieval": 45.94, "ClimateFEVER": 30.7, "DBPedia": 48.42, "FEVER": 89.93, "FiQA2018": 51.28, "HotpotQA": 72.99, "MSMARCO": 41.46, "NFCorpus": 40.33, "NQ": 61.24, "QuoraRetrieval": 85.59, "SCIDOCS": 21.05, "SciFact": 77.3, "TRECCOVID": 79.25, "Touche2020": 16.92 } ] }, "STS": { "spearman": [ { "Model": "LLM2Vec-Llama-2-supervised", "BIOSSES": 82.13, "SICK-R": 83.01, "STS12": 78.85, "STS13": 86.84, "STS14": 84.04, "STS15": 88.72, "STS16": 86.79, "STS17 (en-en)": 90.63, "STS22 (en)": 67.55, "STSBenchmark": 88.72 } ] }, "Summarization": { "spearman": [ { "Model": "LLM2Vec-Llama-2-supervised", "SummEval": 28.49 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "LLM2Vec-Llama-2-supervised" } ] } }, "nomic-embed-text-v1.5-256": { "BitextMining": { "f1": [ { "Model": 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"Touche2020": 23.13 } ] }, "STS": { "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": { "spearman": [ { "Model": "nomic-embed-text-v1.5-64", "SummEval": 28.41 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "nomic-embed-text-v1.5-64" } ] } }, "flan-t5-base": { "BitextMining": { "f1": [ { "Model": "flan-t5-base" } ] }, "Classification": { "accuracy": [ { "Model": "flan-t5-base" } ] }, "Clustering": { "v_measure": [ { "Model": "flan-t5-base" } ] }, "PairClassification": { "ap": [ { "Model": "flan-t5-base" } ] }, "Reranking": { "map": [ { "Model": "flan-t5-base" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "flan-t5-base" } ] }, "STS": { "spearman": [ { "Model": "flan-t5-base" } ] }, "Summarization": { "spearman": [ { "Model": "flan-t5-base" } ] }, "InstructionRetrieval": { 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71.78, "MassiveIntentClassification (es)": 54.1, "MassiveIntentClassification (fa)": 3.86, "MassiveIntentClassification (fi)": 34.07, "MassiveIntentClassification (fr)": 57.01, "MassiveIntentClassification (he)": 2.14, "MassiveIntentClassification (hi)": 2.97, "MassiveIntentClassification (hu)": 32.01, "MassiveIntentClassification (hy)": 3.17, "MassiveIntentClassification (id)": 34.55, "MassiveIntentClassification (is)": 32.0, "MassiveIntentClassification (it)": 52.94, "MassiveIntentClassification (ja)": 2.9, "MassiveIntentClassification (jv)": 32.42, "MassiveIntentClassification (ka)": 2.71, "MassiveIntentClassification (km)": 5.5, "MassiveIntentClassification (kn)": 2.41, "MassiveIntentClassification (ko)": 2.57, "MassiveIntentClassification (lv)": 35.09, "MassiveIntentClassification (ml)": 2.95, "MassiveIntentClassification (mn)": 18.33, "MassiveIntentClassification (ms)": 29.69, "MassiveIntentClassification (my)": 3.99, "MassiveIntentClassification (nb)": 41.29, 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"MassiveScenarioClassification (zh-CN)": 4.7, "MassiveScenarioClassification (zh-TW)": 7.24, "ToxicConversationsClassification": 71.73, "TweetSentimentExtractionClassification": 62.33 } ] }, "Clustering": { "v_measure": [ { "Model": "sentence-t5-large", "AlloProfClusteringP2P": 61.82, "AlloProfClusteringS2S": 39.78, "ArxivClusteringP2P": 41.62, "ArxivClusteringS2S": 29.44, "BiorxivClusteringP2P": 35.99, "BiorxivClusteringS2S": 24.02, "BlurbsClusteringP2P": 35.33, "BlurbsClusteringS2S": 13.27, "HALClusteringS2S": 18.73, "MLSUMClusteringP2P": 42.07, "MLSUMClusteringS2S": 31.87, "MasakhaNEWSClusteringP2P (fra)": 58.6, "MasakhaNEWSClusteringS2S (fra)": 31.33, "MedrxivClusteringP2P": 32.4, "MedrxivClusteringS2S": 26.33, "RedditClustering": 54.53, "RedditClusteringP2P": 62.5, "StackExchangeClustering": 65.11, "StackExchangeClusteringP2P": 36.86, "TenKGnadClusteringP2P": 44.11, "TenKGnadClusteringS2S": 17.26, "TwentyNewsgroupsClustering": 49.33 } ] }, "PairClassification": { "ap": [ { 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"SICKFr": 72.83, "STS12": 79.11, "STS13": 87.33, "STS14": 83.17, "STS15": 88.28, "STS16": 84.36, "STS17 (ar-ar)": 10.75, "STS17 (en-ar)": -4.71, "STS17 (en-de)": 73.62, "STS17 (en-en)": 88.99, "STS17 (en-tr)": -0.42, "STS17 (es-en)": 62.62, "STS17 (es-es)": 82.74, "STS17 (fr-en)": 67.86, "STS17 (it-en)": 51.86, "STS17 (ko-ko)": 9.44, "STS17 (nl-en)": 45.95, "STS22 (ar)": 27.01, "STS22 (de)": 43.73, "STS22 (de-en)": 49.93, "STS22 (de-fr)": 61.58, "STS22 (de-pl)": 38.83, "STS22 (en)": 62.39, "STS22 (es)": 57.68, "STS22 (es-en)": 68.09, "STS22 (es-it)": 61.58, "STS22 (fr)": 75.01, "STS22 (fr-pl)": 5.63, "STS22 (it)": 62.01, "STS22 (pl)": 25.0, "STS22 (pl-en)": 51.72, "STS22 (ru)": 14.21, "STS22 (tr)": 47.3, "STS22 (zh)": 30.47, "STS22 (zh-en)": 23.1, "STSBenchmark": 85.36, "STSBenchmarkMultilingualSTS (fr)": 77.59 } ] }, "Summarization": { "spearman": [ { "Model": "sentence-t5-large", "SummEval": 29.64, "SummEvalFr": 30.23 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "sentence-t5-large" } ] } }, "universal-sentence-encoder-multilingual-large-3": { "BitextMining": { "f1": [ { "Model": "universal-sentence-encoder-multilingual-large-3" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "universal-sentence-encoder-multilingual-large-3", "OpusparcusPC (fr)": 93.38, "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": { "spearman": [ { "Model": "universal-sentence-encoder-multilingual-large-3", "SICKFr": 74.39, "STS22 (fr)": 71.11, "STSBenchmarkMultilingualSTS (fr)": 78.16 } ] }, "Summarization": { "spearman": [ { "Model": "universal-sentence-encoder-multilingual-large-3", "SummEvalFr": 28.56 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "universal-sentence-encoder-multilingual-large-3" } ] } }, "sentence-t5-xxl": { "BitextMining": { "f1": [ { "Model": "sentence-t5-xxl" } ] }, "Classification": { "accuracy": [ { "Model": "sentence-t5-xxl", "AmazonCounterfactualClassification (en)": 77.07, 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60.47, "MassiveIntentClassification (he)": 56.55, "MassiveIntentClassification (hi)": 59.4, "MassiveIntentClassification (hu)": 59.52, "MassiveIntentClassification (hy)": 56.2, "MassiveIntentClassification (id)": 61.12, "MassiveIntentClassification (is)": 54.9, "MassiveIntentClassification (it)": 59.83, "MassiveIntentClassification (ja)": 63.11, "MassiveIntentClassification (jv)": 50.98, "MassiveIntentClassification (ka)": 48.35, "MassiveIntentClassification (km)": 48.55, "MassiveIntentClassification (kn)": 56.24, "MassiveIntentClassification (ko)": 60.99, "MassiveIntentClassification (lv)": 57.1, "MassiveIntentClassification (ml)": 57.91, "MassiveIntentClassification (mn)": 58.5, "MassiveIntentClassification (ms)": 58.6, "MassiveIntentClassification (my)": 57.35, "MassiveIntentClassification (nb)": 57.91, "MassiveIntentClassification (nl)": 59.37, "MassiveIntentClassification (pl)": 59.71, "MassiveIntentClassification (pt)": 60.16, "MassiveIntentClassification (ro)": 57.92, "MassiveIntentClassification (ru)": 60.67, "MassiveIntentClassification (sl)": 59.37, "MassiveIntentClassification (sq)": 58.03, "MassiveIntentClassification (sv)": 59.66, "MassiveIntentClassification (sw)": 51.62, "MassiveIntentClassification (ta)": 55.04, "MassiveIntentClassification (te)": 58.32, "MassiveIntentClassification (th)": 56.58, "MassiveIntentClassification (tl)": 55.28, "MassiveIntentClassification (tr)": 60.91, "MassiveIntentClassification (ur)": 56.7, "MassiveIntentClassification (vi)": 56.67, "MassiveIntentClassification (zh-CN)": 63.86, "MassiveIntentClassification (zh-TW)": 59.51, "MassiveScenarioClassification (af)": 63.39, "MassiveScenarioClassification (am)": 62.02, "MassiveScenarioClassification (ar)": 57.72, "MassiveScenarioClassification (az)": 63.48, "MassiveScenarioClassification (bn)": 61.84, "MassiveScenarioClassification (cy)": 56.13, "MassiveScenarioClassification (da)": 65.24, "MassiveScenarioClassification (de)": 62.39, "MassiveScenarioClassification 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"MassiveScenarioClassification (my)": 62.94, "MassiveScenarioClassification (nb)": 64.29, "MassiveScenarioClassification (nl)": 65.16, "MassiveScenarioClassification (pl)": 64.58, "MassiveScenarioClassification (pt)": 63.28, "MassiveScenarioClassification (ro)": 62.41, "MassiveScenarioClassification (ru)": 65.25, "MassiveScenarioClassification (sl)": 64.25, "MassiveScenarioClassification (sq)": 64.54, "MassiveScenarioClassification (sv)": 66.01, "MassiveScenarioClassification (sw)": 58.36, "MassiveScenarioClassification (ta)": 59.08, "MassiveScenarioClassification (te)": 64.13, "MassiveScenarioClassification (th)": 64.34, "MassiveScenarioClassification (tl)": 60.23, "MassiveScenarioClassification (tr)": 65.43, "MassiveScenarioClassification (ur)": 61.52, "MassiveScenarioClassification (vi)": 61.05, "MassiveScenarioClassification (zh-CN)": 70.85, "MassiveScenarioClassification (zh-TW)": 67.08, "PAC": 68.11, "PolEmo2.0-IN": 64.0, "PolEmo2.0-OUT": 44.72, 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"TwitterURLCorpus": 84.58 } ] }, "Reranking": { "map": [ { "Model": "LaBSE", "AlloprofReranking": 49.51, "AskUbuntuDupQuestions": 52.75, "MindSmallReranking": 29.81, "SciDocsRR": 68.72, "StackOverflowDupQuestions": 42.42, "SyntecReranking": 73.28 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LaBSE", "AlloprofRetrieval": 19.77, "ArguAna": 34.18, "ArguAna-PL": 38.52, "BSARDRetrieval": 0.0, "CQADupstackRetrieval": 18.75, "ClimateFEVER": 3.83, "DBPedia": 15.57, "DBPedia-PL": 16.1, "FEVER": 12.18, "FiQA-PL": 7.63, "FiQA2018": 7.0, "HotpotQA": 18.75, "HotpotQA-PL": 19.72, "MSMARCO": 7.6, "MSMARCO-PL": 7.22, "MintakaRetrieval (fr)": 15.53, "NFCorpus": 16.54, "NFCorpus-PL": 17.45, "NQ": 8.42, "NQ-PL": 9.65, "Quora-PL": 74.96, "QuoraRetrieval": 77.03, "SCIDOCS": 5.63, "SCIDOCS-PL": 7.48, "SciFact": 38.2, "SciFact-PL": 39.79, "SyntecRetrieval": 55.31, "TRECCOVID": 16.34, "TRECCOVID-PL": 18.45, "Touche2020": 4.88, "XPQARetrieval (fr)": 51.74 } ] }, "STS": { "spearman": [ { "Model": "LaBSE", "BIOSSES": 78.7, "CDSC-R": 85.53, "SICK-R": 69.99, "SICK-R-PL": 65.9, "SICKFr": 69.94, "STS12": 65.08, "STS13": 67.98, "STS14": 64.03, "STS15": 76.59, "STS16": 72.98, "STS17 (ar-ar)": 69.07, "STS17 (en-ar)": 74.51, "STS17 (en-de)": 73.85, "STS17 (en-en)": 79.45, "STS17 (en-tr)": 72.07, "STS17 (es-en)": 65.71, "STS17 (es-es)": 80.83, "STS17 (fr-en)": 76.98, "STS17 (it-en)": 76.99, "STS17 (ko-ko)": 71.32, "STS17 (nl-en)": 75.22, "STS22 (ar)": 57.67, "STS22 (de)": 48.58, "STS22 (de-en)": 50.14, "STS22 (de-fr)": 53.28, "STS22 (de-pl)": 58.69, "STS22 (en)": 60.97, "STS22 (es)": 63.18, "STS22 (es-en)": 71.86, "STS22 (es-it)": 69.69, "STS22 (fr)": 77.95, "STS22 (fr-pl)": 61.98, "STS22 (it)": 72.22, "STS22 (pl)": 39.28, "STS22 (pl-en)": 69.41, "STS22 (ru)": 57.49, "STS22 (tr)": 58.15, "STS22 (zh)": 63.02, "STS22 (zh-en)": 64.02, "STSBenchmark": 72.25, "STSBenchmarkMultilingualSTS (fr)": 75.1 } ] }, "Summarization": { "spearman": [ { "Model": "LaBSE", "SummEval": 31.05, "SummEvalFr": 30.16 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "LaBSE" } ] } }, "multi-qa-MiniLM-L6-cos-v1": { "BitextMining": { "f1": [ { "Model": "multi-qa-MiniLM-L6-cos-v1" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "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": { "spearman": [ { "Model": "multi-qa-MiniLM-L6-cos-v1", "SICKFr": 62.11, "STS22 (fr)": 74.62, "STSBenchmarkMultilingualSTS (fr)": 63.85 } ] }, "Summarization": { "spearman": [ { "Model": "multi-qa-MiniLM-L6-cos-v1", "SummEvalFr": 27.59 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "multi-qa-MiniLM-L6-cos-v1" } ] } }, "bge-large-zh-noinstruct": { "BitextMining": { "f1": [ { "Model": "bge-large-zh-noinstruct" } ] }, "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 } ] }, "Clustering": { "v_measure": [ { "Model": "bge-large-zh-noinstruct", "CLSClusteringP2P": 41.23, "CLSClusteringS2S": 40.04, "ThuNewsClusteringP2P": 62.03, "ThuNewsClusteringS2S": 56.75 } ] }, "PairClassification": { "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, "MMarcoRetrieval": 81.38, "MedicalRetrieval": 58.28, "T2Retrieval": 84.39, "VideoRetrieval": 73.93 } ] }, "STS": { "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": { "spearman": [ { "Model": "bge-large-zh-noinstruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "bge-large-zh-noinstruct" } ] } }, "gelectra-base": { "BitextMining": { "f1": [ { "Model": "gelectra-base" } ] }, "Classification": { "accuracy": [ { "Model": "gelectra-base" } ] }, "Clustering": { "v_measure": [ { "Model": "gelectra-base", "BlurbsClusteringP2P": 10.06, "BlurbsClusteringS2S": 7.74, "TenKGnadClusteringP2P": 9.02, "TenKGnadClusteringS2S": 4.11 } ] }, "PairClassification": { "ap": [ { "Model": "gelectra-base" } ] }, "Reranking": { "map": [ { "Model": "gelectra-base" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "gelectra-base" } ] }, "STS": { "spearman": [ { "Model": "gelectra-base" } ] }, "Summarization": { "spearman": [ { "Model": "gelectra-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "gelectra-base" } ] } }, "norbert3-base": { "BitextMining": { "f1": [ { "Model": "norbert3-base", "BornholmBitextMining": 6.08 } ] }, "Classification": { "accuracy": [ { "Model": "norbert3-base", "AngryTweetsClassification": 52.48, "DKHateClassification": 58.78, "DanishPoliticalCommentsClassification": 34.14, "LccSentimentClassification": 54.07, "MassiveIntentClassification (da)": 53.16, "MassiveIntentClassification (nb)": 54.2, "MassiveIntentClassification (sv)": 52.08, "MassiveScenarioClassification (da)": 57.17, "MassiveScenarioClassification (nb)": 60.69, "MassiveScenarioClassification (sv)": 53.53, "NoRecClassification": 53.4, "NordicLangClassification": 82.67, "NorwegianParliament": 59.33, "ScalaDaClassification": 58.25, "ScalaNbClassification": 60.19 } ] }, "Clustering": { "v_measure": [ { "Model": "norbert3-base" } ] }, "PairClassification": { "ap": [ { "Model": "norbert3-base" } ] }, "Reranking": { "map": [ { "Model": "norbert3-base" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "norbert3-base" } ] }, "STS": { "spearman": [ { "Model": "norbert3-base" } ] }, "Summarization": { "spearman": [ { "Model": "norbert3-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "norbert3-base" } ] } }, "flaubert_base_cased": { "BitextMining": { "f1": [ { "Model": "flaubert_base_cased" } ] }, "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 } ] }, "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 } ] }, "PairClassification": { "ap": [ { "Model": "flaubert_base_cased", "OpusparcusPC (fr)": 82.15, "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": { "spearman": [ { "Model": "flaubert_base_cased", "SICKFr": 53.86, "STS22 (fr)": 65.37, "STSBenchmarkMultilingualSTS (fr)": 37.14 } ] }, "Summarization": { "spearman": [ { "Model": "flaubert_base_cased", "SummEvalFr": 31.26 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "flaubert_base_cased" } ] } }, "gbert-base": { "BitextMining": { "f1": [ { "Model": "gbert-base" } ] }, "Classification": { "accuracy": [ { "Model": "gbert-base" } ] }, "Clustering": { "v_measure": [ { "Model": "gbert-base", "BlurbsClusteringP2P": 35.36, "BlurbsClusteringS2S": 11.27, "TenKGnadClusteringP2P": 37.16, "TenKGnadClusteringS2S": 24.23 } ] }, "PairClassification": { "ap": [ { "Model": "gbert-base" } ] }, "Reranking": { "map": [ { "Model": "gbert-base" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "gbert-base" } ] }, "STS": { "spearman": [ { "Model": "gbert-base" } ] }, "Summarization": { "spearman": [ { "Model": "gbert-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "gbert-base" } ] } }, "LLM2Vec-Mistral-supervised": { "BitextMining": { "f1": [ { "Model": "LLM2Vec-Mistral-supervised" } ] }, "Classification": { "accuracy": [ { "Model": "LLM2Vec-Mistral-supervised", "AmazonCounterfactualClassification (en)": 77.58, "AmazonPolarityClassification": 91.12, "AmazonReviewsClassification (en)": 49.97, "Banking77Classification": 88.31, "EmotionClassification": 52.04, "ImdbClassification": 87.42, "MTOPDomainClassification (en)": 96.04, "MTOPIntentClassification (en)": 84.77, "MassiveIntentClassification (en)": 79.29, "MassiveScenarioClassification (en)": 81.64, "ToxicConversationsClassification": 69.26, "TweetSentimentExtractionClassification": 62.14 } ] }, "Clustering": { "v_measure": [ { "Model": "LLM2Vec-Mistral-supervised", "ArxivClusteringP2P": 42.81, "ArxivClusteringS2S": 44.24, "BiorxivClusteringP2P": 34.27, "BiorxivClusteringS2S": 35.53, "MedrxivClusteringP2P": 31.07, "MedrxivClusteringS2S": 31.27, "RedditClustering": 60.24, "RedditClusteringP2P": 64.12, "StackExchangeClustering": 70.73, "StackExchangeClusteringP2P": 34.5, "TwentyNewsgroupsClustering": 52.18 } ] }, "PairClassification": { "ap": [ { "Model": "LLM2Vec-Mistral-supervised", "SprintDuplicateQuestions": 96.82, "TwitterSemEval2015": 80.6, "TwitterURLCorpus": 86.56 } ] }, "Reranking": { "map": [ { "Model": "LLM2Vec-Mistral-supervised", "AskUbuntuDupQuestions": 63.98, "MindSmallReranking": 31.5, "SciDocsRR": 83.8, "StackOverflowDupQuestions": 54.41 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LLM2Vec-Mistral-supervised", "ArguAna": 57.48, "CQADupstackRetrieval": 48.84, "ClimateFEVER": 35.19, "DBPedia": 49.58, "FEVER": 89.4, "FiQA2018": 53.11, "HotpotQA": 74.07, "MSMARCO": 42.17, "NFCorpus": 39.33, "NQ": 61.7, "QuoraRetrieval": 87.75, "SCIDOCS": 22.5, "SciFact": 78.86, "TRECCOVID": 77.69, "Touche2020": 22.18 } ] }, "STS": { "spearman": [ { "Model": "LLM2Vec-Mistral-supervised", "BIOSSES": 85.24, "SICK-R": 83.7, "STS12": 78.8, "STS13": 86.37, "STS14": 84.04, "STS15": 88.99, "STS16": 87.22, "STS17 (en-en)": 90.19, "STS22 (en)": 67.68, "STSBenchmark": 88.65 } ] }, "Summarization": { "spearman": [ { "Model": "LLM2Vec-Mistral-supervised", "SummEval": 29.96 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "LLM2Vec-Mistral-supervised" } ] } }, "unsup-simcse-bert-base-uncased": { "BitextMining": { "f1": [ { "Model": "unsup-simcse-bert-base-uncased" } ] }, "Classification": { "accuracy": [ { "Model": "unsup-simcse-bert-base-uncased", "AmazonCounterfactualClassification (en)": 67.09, "AmazonPolarityClassification": 74.48, "AmazonReviewsClassification (en)": 33.85, "Banking77Classification": 73.55, "EmotionClassification": 42.22, "ImdbClassification": 69.63, "MTOPDomainClassification (en)": 81.71, "MTOPIntentClassification (en)": 59.23, "MassiveIntentClassification (en)": 59.84, "MassiveScenarioClassification (en)": 66.25, "ToxicConversationsClassification": 68.82, "TweetSentimentExtractionClassification": 53.36 } ] }, "Clustering": { "v_measure": [ { "Model": "unsup-simcse-bert-base-uncased", "ArxivClusteringP2P": 32.61, "ArxivClusteringS2S": 24.68, "BiorxivClusteringP2P": 24.9, "BiorxivClusteringS2S": 19.55, "MedrxivClusteringP2P": 23.6, "MedrxivClusteringS2S": 21.97, "RedditClustering": 32.18, "RedditClusteringP2P": 45.14, "StackExchangeClustering": 43.07, "StackExchangeClusteringP2P": 28.5, "TwentyNewsgroupsClustering": 23.21 } ] }, "PairClassification": { "ap": [ { "Model": "unsup-simcse-bert-base-uncased", "SprintDuplicateQuestions": 69.41, "TwitterSemEval2015": 60.21, "TwitterURLCorpus": 81.37 } ] }, "Reranking": { "map": [ { "Model": "unsup-simcse-bert-base-uncased", "AskUbuntuDupQuestions": 51.57, "MindSmallReranking": 28.62, "SciDocsRR": 66.33, "StackOverflowDupQuestions": 39.35 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "unsup-simcse-bert-base-uncased", "ArguAna": 38.34, "CQADupstackRetrieval": 13.22, "ClimateFEVER": 11.8, "DBPedia": 15.04, "FEVER": 21.06, "FiQA2018": 9.84, "HotpotQA": 19.75, "MSMARCO": 9.35, "NFCorpus": 9.88, "NQ": 11.69, "QuoraRetrieval": 78.03, "SCIDOCS": 5.5, "SciFact": 25.72, "TRECCOVID": 26.2, "Touche2020": 8.9 } ] }, "STS": { "spearman": [ { "Model": "unsup-simcse-bert-base-uncased", "BIOSSES": 72.31, "SICK-R": 72.24, "STS12": 66.05, "STS13": 81.49, "STS14": 73.61, "STS15": 79.72, "STS16": 78.12, "STS17 (en-en)": 83.58, "STS22 (en)": 59.65, "STSBenchmark": 76.52 } ] }, "Summarization": { "spearman": [ { "Model": "unsup-simcse-bert-base-uncased", "SummEval": 31.15 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "unsup-simcse-bert-base-uncased" } ] } }, "text-embedding-3-large-256": { "BitextMining": { "f1": [ { "Model": "text-embedding-3-large-256" } ] }, "Classification": { "accuracy": [ { "Model": "text-embedding-3-large-256", "AmazonCounterfactualClassification (en)": 73.96, "AmazonPolarityClassification": 91.32, "AmazonReviewsClassification (en)": 46.03, "Banking77Classification": 83.19, "EmotionClassification": 45.8, "ImdbClassification": 85.93, "MTOPDomainClassification (en)": 92.76, "MTOPIntentClassification (en)": 70.45, "MassiveIntentClassification (en)": 71.12, "MassiveScenarioClassification (en)": 75.56, "ToxicConversationsClassification": 68.52, "TweetSentimentExtractionClassification": 58.98 } ] }, "Clustering": { "v_measure": [ { "Model": "text-embedding-3-large-256", "ArxivClusteringP2P": 47.05, "ArxivClusteringS2S": 42.59, "BiorxivClusteringP2P": 35.43, "BiorxivClusteringS2S": 33.86, "MedrxivClusteringP2P": 32.1, "MedrxivClusteringS2S": 31.15, "RedditClustering": 60.18, "RedditClusteringP2P": 64.71, "StackExchangeClustering": 71.23, "StackExchangeClusteringP2P": 35.95, "TwentyNewsgroupsClustering": 54.24 } ] }, "PairClassification": { "ap": [ { "Model": "text-embedding-3-large-256", "SprintDuplicateQuestions": 89.02, "TwitterSemEval2015": 76.56, "TwitterURLCorpus": 87.09 } ] }, "Reranking": { "map": [ { "Model": "text-embedding-3-large-256", "AskUbuntuDupQuestions": 64.61, "MindSmallReranking": 29.63, "SciDocsRR": 84.25, "StackOverflowDupQuestions": 53.46 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "text-embedding-3-large-256", "ArguAna": 55.6, "CQADupstackRetrieval": 42.28, "ClimateFEVER": 25.8, "DBPedia": 40.8, "FEVER": 84.57, "FiQA2018": 50.33, "HotpotQA": 62.69, "MSMARCO": 37.93, "NFCorpus": 37.94, "NQ": 56.64, "QuoraRetrieval": 88.22, "SCIDOCS": 20.44, "SciFact": 73.1, "TRECCOVID": 76.24, "Touche2020": 22.31 } ] }, "STS": { "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": { "spearman": [ { "Model": 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"voyage-multilingual-2" } ] } }, "jina-embeddings-v2-base-en": { "BitextMining": { "f1": [ { "Model": "jina-embeddings-v2-base-en" } ] }, "Classification": { "accuracy": [ { "Model": "jina-embeddings-v2-base-en" } ] }, "Clustering": { "v_measure": [ { "Model": "jina-embeddings-v2-base-en" } ] }, "PairClassification": { "ap": [ { "Model": "jina-embeddings-v2-base-en" } ] }, "Reranking": { "map": [ { "Model": "jina-embeddings-v2-base-en" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "jina-embeddings-v2-base-en", "LEMBNarrativeQARetrieval": 37.89, "LEMBNeedleRetrieval": 54.25, "LEMBPasskeyRetrieval": 50.25, "LEMBQMSumRetrieval": 38.87, "LEMBSummScreenFDRetrieval": 93.48, "LEMBWikimQARetrieval": 73.99 } ] }, "STS": { "spearman": [ { "Model": "jina-embeddings-v2-base-en" } ] }, "Summarization": { "spearman": [ { "Model": "jina-embeddings-v2-base-en" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "jina-embeddings-v2-base-en" } ] } }, "nomic-embed-text-v1": { "BitextMining": { 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"GerDaLIRSmall": 44.91, "LEMBNarrativeQARetrieval": 55.78, "LEMBNeedleRetrieval": 80.5, "LEMBPasskeyRetrieval": 93.75, "LEMBQMSumRetrieval": 57.26, "LEMBSummScreenFDRetrieval": 98.72, "LEMBWikimQARetrieval": 87.08, "LeCaRDv2": 72.75, "LegalBenchConsumerContractsQA": 83.27, "LegalBenchCorporateLobbying": 95.66, "LegalQuAD": 67.47, "LegalSummarization": 68.96, "MintakaRetrieval (fr)": 34.92, "SyntecRetrieval": 87.33, "XPQARetrieval (fr)": 73.56 } ] }, "STS": { "spearman": [ { "Model": "voyage-law-2", "SICKFr": 74.09, "STS22 (fr)": 83.75, "STSBenchmarkMultilingualSTS (fr)": 83.02 } ] }, "Summarization": { "spearman": [ { "Model": "voyage-law-2", "SummEvalFr": 30.34 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "voyage-law-2" } ] } }, "SFR-Embedding-Mistral": { "BitextMining": { "f1": [ { "Model": "SFR-Embedding-Mistral" } ] }, "Classification": { "accuracy": [ { "Model": "SFR-Embedding-Mistral" } ] }, "Clustering": { "v_measure": [ { "Model": "SFR-Embedding-Mistral" } ] }, "PairClassification": { "ap": [ { "Model": "SFR-Embedding-Mistral" } ] }, "Reranking": { "map": [ { "Model": "SFR-Embedding-Mistral" } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "SFR-Embedding-Mistral", "BrightRetrieval (sustainable_living)": 19.79, "BrightRetrieval (economics)": 17.84, "BrightRetrieval (theoremqa_theorems)": 24.05, "BrightRetrieval (aops)": 7.43, "BrightRetrieval (theoremqa_questions)": 23.05, "BrightRetrieval (psychology)": 18.97, "BrightRetrieval (stackoverflow)": 12.72, "BrightRetrieval (pony)": 1.97, "BrightRetrieval (leetcode)": 27.35, "BrightRetrieval (biology)": 19.49, "BrightRetrieval (earth_science)": 26.63, "BrightRetrieval (robotics)": 16.7 } ] }, "STS": { "spearman": [ { "Model": "SFR-Embedding-Mistral" } ] }, "Summarization": { "spearman": [ { "Model": "SFR-Embedding-Mistral" } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "SFR-Embedding-Mistral" } ] } }, "gte-Qwen2-7B-instruct": { "BitextMining": { "f1": [ { "Model": "gte-Qwen2-7B-instruct" } 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"InstructionRetrieval": { "p-MRR": [ { "Model": "gte-Qwen2-7B-instruct" } ] } }, "google-gecko.text-embedding-preview-0409": { "BitextMining": { "f1": [ { "Model": "google-gecko.text-embedding-preview-0409" } ] }, "Classification": { "accuracy": [ { "Model": "google-gecko.text-embedding-preview-0409", "AmazonCounterfactualClassification (en)": 75.34, "AmazonPolarityClassification": 97.34, "AmazonReviewsClassification (en)": 51.17, "Banking77Classification": 88.62, "EmotionClassification": 52.51, "ImdbClassification": 95.65, "MTOPDomainClassification (en)": 98.35, "MTOPIntentClassification (en)": 83.43, "MassiveIntentClassification (en)": 80.22, "MassiveScenarioClassification (en)": 87.19, "ToxicConversationsClassification": 89.67, "TweetSentimentExtractionClassification": 74.52 } ] }, "Clustering": { "v_measure": [ { "Model": "google-gecko.text-embedding-preview-0409", "ArxivClusteringP2P": 46.27, "ArxivClusteringS2S": 38.36, "BiorxivClusteringP2P": 37.87, "BiorxivClusteringS2S": 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