diff --git "a/EXTERNAL_MODEL_RESULTS.json" "b/EXTERNAL_MODEL_RESULTS.json"
--- "a/EXTERNAL_MODEL_RESULTS.json"
+++ "b/EXTERNAL_MODEL_RESULTS.json"
@@ -1 +1 @@
-{"all-MiniLM-L12-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "ArxivClusteringP2P": 46.07, "ArxivClusteringS2S": 37.5, "BiorxivClusteringP2P": 36.99, "BiorxivClusteringS2S": 33.21, "MedrxivClusteringP2P": 34.25, "MedrxivClusteringS2S": 32.24, "RedditClustering": 51.18, "RedditClusteringP2P": 54.8, "StackExchangeClustering": 53.05, "StackExchangeClusteringP2P": 33.13, "TwentyNewsgroupsClustering": 47.47}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "AmazonCounterfactualClassification (de)": 57.1, "AmazonCounterfactualClassification (en)": 65.28, "AmazonCounterfactualClassification (en-ext)": 67.24, "AmazonCounterfactualClassification (ja)": 59.91, "AmazonPolarityClassification": 62.98, "AmazonReviewsClassification (de)": 25.91, "AmazonReviewsClassification (en)": 30.79, "AmazonReviewsClassification (es)": 27.63, "AmazonReviewsClassification (fr)": 27.54, "AmazonReviewsClassification (ja)": 23.57, "AmazonReviewsClassification (zh)": 22.99, "Banking77Classification": 80.4, "EmotionClassification": 41.17, "ImdbClassification": 59.76, "MTOPDomainClassification (de)": 72.04, "MTOPDomainClassification (en)": 91.9, "MTOPDomainClassification (es)": 72.99, "MTOPDomainClassification (fr)": 75.59, "MTOPDomainClassification (hi)": 40.36, "MTOPDomainClassification (th)": 17.1, "MTOPIntentClassification (de)": 43.41, "MTOPIntentClassification (en)": 62.84, "MTOPIntentClassification (es)": 41.88, "MTOPIntentClassification (fr)": 38.94, "MTOPIntentClassification (hi)": 17.75, "MTOPIntentClassification (th)": 5.63, "MassiveIntentClassification (af)": 38.94, "MassiveIntentClassification (am)": 2.45, "MassiveIntentClassification (ar)": 20.94, "MassiveIntentClassification (az)": 34.25, "MassiveIntentClassification (bn)": 13.67, "MassiveIntentClassification (cy)": 35.71, "MassiveIntentClassification (da)": 44.43, "MassiveIntentClassification (de)": 44.17, "MassiveIntentClassification (el)": 28.7, "MassiveIntentClassification (en)": 67.15, "MassiveIntentClassification (es)": 40.91, "MassiveIntentClassification (fa)": 23.52, "MassiveIntentClassification (fi)": 39.27, "MassiveIntentClassification (fr)": 44.82, "MassiveIntentClassification (he)": 23.65, "MassiveIntentClassification (hi)": 17.98, "MassiveIntentClassification (hu)": 38.0, "MassiveIntentClassification (hy)": 8.69, "MassiveIntentClassification (id)": 39.66, "MassiveIntentClassification (is)": 35.14, "MassiveIntentClassification (it)": 43.17, "MassiveIntentClassification (ja)": 30.94, "MassiveIntentClassification (jv)": 36.69, "MassiveIntentClassification (ka)": 9.17, "MassiveIntentClassification (km)": 4.99, "MassiveIntentClassification (kn)": 3.08, "MassiveIntentClassification (ko)": 19.97, "MassiveIntentClassification (lv)": 38.61, "MassiveIntentClassification (ml)": 2.85, "MassiveIntentClassification (mn)": 23.25, "MassiveIntentClassification (ms)": 36.21, "MassiveIntentClassification (my)": 4.38, "MassiveIntentClassification (nb)": 41.91, "MassiveIntentClassification (nl)": 41.85, "MassiveIntentClassification (pl)": 37.63, "MassiveIntentClassification (pt)": 45.12, "MassiveIntentClassification (ro)": 41.71, "MassiveIntentClassification (ru)": 26.33, "MassiveIntentClassification (sl)": 38.52, "MassiveIntentClassification (sq)": 41.62, "MassiveIntentClassification (sv)": 40.42, "MassiveIntentClassification (sw)": 35.28, "MassiveIntentClassification (ta)": 13.1, "MassiveIntentClassification (te)": 2.56, "MassiveIntentClassification (th)": 10.54, "MassiveIntentClassification (tl)": 38.56, "MassiveIntentClassification (tr)": 35.9, "MassiveIntentClassification (ur)": 16.18, "MassiveIntentClassification (vi)": 37.38, "MassiveIntentClassification (zh-CN)": 23.74, "MassiveIntentClassification (zh-TW)": 22.39, "MassiveScenarioClassification (af)": 45.71, "MassiveScenarioClassification (am)": 7.41, "MassiveScenarioClassification (ar)": 27.62, "MassiveScenarioClassification (az)": 39.58, "MassiveScenarioClassification (bn)": 18.98, "MassiveScenarioClassification (cy)": 41.4, "MassiveScenarioClassification (da)": 49.47, "MassiveScenarioClassification (de)": 52.07, "MassiveScenarioClassification (el)": 35.51, "MassiveScenarioClassification (en)": 74.58, "MassiveScenarioClassification (es)": 50.74, "MassiveScenarioClassification (fa)": 29.0, "MassiveScenarioClassification (fi)": 45.8, "MassiveScenarioClassification (fr)": 53.76, "MassiveScenarioClassification (he)": 25.68, "MassiveScenarioClassification (hi)": 23.02, "MassiveScenarioClassification (hu)": 44.09, "MassiveScenarioClassification (hy)": 14.83, "MassiveScenarioClassification (id)": 44.35, "MassiveScenarioClassification (is)": 43.08, "MassiveScenarioClassification (it)": 51.71, "MassiveScenarioClassification (ja)": 36.75, "MassiveScenarioClassification (jv)": 44.57, "MassiveScenarioClassification (ka)": 14.84, "MassiveScenarioClassification (km)": 9.75, "MassiveScenarioClassification (kn)": 8.32, "MassiveScenarioClassification (ko)": 25.72, "MassiveScenarioClassification (lv)": 42.75, "MassiveScenarioClassification (ml)": 7.25, "MassiveScenarioClassification (mn)": 29.03, "MassiveScenarioClassification (ms)": 44.65, "MassiveScenarioClassification (my)": 10.07, "MassiveScenarioClassification (nb)": 47.36, "MassiveScenarioClassification (nl)": 49.15, "MassiveScenarioClassification (pl)": 44.72, "MassiveScenarioClassification (pt)": 53.0, "MassiveScenarioClassification (ro)": 49.97, "MassiveScenarioClassification (ru)": 28.75, "MassiveScenarioClassification (sl)": 42.26, "MassiveScenarioClassification (sq)": 49.14, "MassiveScenarioClassification (sv)": 46.83, "MassiveScenarioClassification (sw)": 43.18, "MassiveScenarioClassification (ta)": 19.38, "MassiveScenarioClassification (te)": 7.74, "MassiveScenarioClassification (th)": 18.32, "MassiveScenarioClassification (tl)": 48.31, "MassiveScenarioClassification (tr)": 41.79, "MassiveScenarioClassification (ur)": 24.46, "MassiveScenarioClassification (vi)": 40.94, "MassiveScenarioClassification (zh-CN)": 33.18, "MassiveScenarioClassification (zh-TW)": 31.16, "ToxicConversationsClassification": 67.47, "TweetSentimentExtractionClassification": 54.25}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "SprintDuplicateQuestions": 92.45, "TwitterSemEval2015": 70.02, "TwitterURLCorpus": 84.77}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "AskUbuntuDupQuestions": 64.06, "MindSmallReranking": 31.02, "SciDocsRR": 87.2, "StackOverflowDupQuestions": 51.47}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "ArguAna": 47.13, "CQADupstackAndroidRetrieval": 54.12, "CQADupstackEnglishRetrieval": 49.85, "CQADupstackGamingRetrieval": 56.86, "CQADupstackGisRetrieval": 41.41, "CQADupstackMathematicaRetrieval": 31.86, "CQADupstackPhysicsRetrieval": 46.81, "CQADupstackProgrammersRetrieval": 41.33, "CQADupstackRetrieval": 42.53, "CQADupstackStatsRetrieval": 37.82, "CQADupstackTexRetrieval": 31.66, "CQADupstackUnixRetrieval": 43.86, "CQADupstackWebmastersRetrieval": 41.38, "CQADupstackWordpressRetrieval": 33.46, "ClimateFEVER": 21.57, "DBPedia": 33.35, "FEVER": 55.9, "FiQA2018": 37.27, "HotpotQA": 44.59, "MSMARCO": 39.03, "NFCorpus": 32.25, "NQ": 46.47, "QuoraRetrieval": 87.75, "SCIDOCS": 21.82, "SciFact": 62.64, "TRECCOVID": 50.82, "Touche2020": 17.22}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "BIOSSES": 83.57, "SICK-R": 79.32, "STS12": 73.08, "STS13": 82.13, "STS14": 76.73, "STS15": 85.58, "STS16": 80.23, "STS17 (ar-ar)": 58.71, "STS17 (en-ar)": 0.54, "STS17 (en-de)": 27.54, "STS17 (en-en)": 88.63, "STS17 (en-tr)": 0.43, "STS17 (es-en)": 22.01, "STS17 (es-es)": 78.37, "STS17 (fr-en)": 30.7, "STS17 (it-en)": 24.28, "STS17 (ko-ko)": 43.37, "STS17 (nl-en)": 24.51, "STS22 (ar)": 17.54, "STS22 (de)": 22.53, "STS22 (de-en)": 42.86, "STS22 (de-fr)": 43.52, "STS22 (de-pl)": 1.63, "STS22 (en)": 65.67, "STS22 (es)": 43.98, "STS22 (es-en)": 53.99, "STS22 (es-it)": 40.71, "STS22 (fr)": 69.51, "STS22 (fr-pl)": 16.9, "STS22 (it)": 47.48, "STS22 (pl)": 19.22, "STS22 (pl-en)": 42.67, "STS22 (ru)": 11.19, "STS22 (tr)": 21.6, "STS22 (zh)": 33.15, "STS22 (zh-en)": 44.39, "STSBenchmark": 83.09}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "SummEval": 27.9}]}}, "all-MiniLM-L6-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "BornholmBitextMining": 29.68}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "ArxivClusteringP2P": 46.55, "ArxivClusteringS2S": 37.86, "BiorxivClusteringP2P": 38.48, "BiorxivClusteringS2S": 33.17, "MedrxivClusteringP2P": 34.41, "MedrxivClusteringS2S": 32.29, "RedditClustering": 50.67, "RedditClusteringP2P": 54.15, "StackExchangeClustering": 53.36, "StackExchangeClusteringP2P": 38.0, "TwentyNewsgroupsClustering": 46.86}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "AmazonCounterfactualClassification (en)": 64.15, "AmazonPolarityClassification": 62.58, "AmazonReviewsClassification (en)": 31.79, "AngryTweetsClassification": 42.49, "Banking77Classification": 79.75, "DKHateClassification": 55.05, "DalajClassification": 49.9, "DanishPoliticalCommentsClassification": 26.96, "EmotionClassification": 38.43, "ImdbClassification": 60.66, "LccSentimentClassification": 38.47, "MTOPDomainClassification (en)": 91.56, "MTOPIntentClassification (en)": 62.18, "MassiveIntentClassification (en)": 67.4, "MassiveIntentClassification (da)": 40.99, "MassiveIntentClassification (nb)": 39.34, "MassiveIntentClassification (sv)": 38.1, "MassiveScenarioClassification (en)": 75.76, "MassiveScenarioClassification (da)": 47.01, "MassiveScenarioClassification (nb)": 44.67, "MassiveScenarioClassification (sv)": 42.93, "NoRecClassification": 40.02, "NordicLangClassification": 54.71, "NorwegianParliament": 54.8, "ScalaDaClassification": 50.03, "ScalaNbClassification": 50.17, "ScalaSvClassification": 49.94, "SweRecClassification": 60.84, "ToxicConversationsClassification": 66.99, "TweetSentimentExtractionClassification": 55.41}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "SprintDuplicateQuestions": 94.55, "TwitterSemEval2015": 67.86, "TwitterURLCorpus": 84.7}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "AskUbuntuDupQuestions": 63.48, "MindSmallReranking": 30.8, "SciDocsRR": 87.12, "StackOverflowDupQuestions": 50.76}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "ArguAna": 50.17, "CQADupstackAndroidRetrieval": 53.83, "CQADupstackEnglishRetrieval": 47.78, "CQADupstackGamingRetrieval": 56.92, "CQADupstackGisRetrieval": 41.31, "CQADupstackMathematicaRetrieval": 29.29, "CQADupstackPhysicsRetrieval": 46.98, "CQADupstackProgrammersRetrieval": 38.97, "CQADupstackRetrieval": 41.32, "CQADupstackStatsRetrieval": 35.38, "CQADupstackTexRetrieval": 30.52, "CQADupstackUnixRetrieval": 41.31, "CQADupstackWebmastersRetrieval": 40.47, "CQADupstackWordpressRetrieval": 33.15, "ClimateFEVER": 20.27, "DBPedia": 32.33, "FEVER": 51.93, "FiQA2018": 36.87, "HotpotQA": 46.51, "MSMARCO": 36.54, "NFCorpus": 31.59, "NQ": 43.87, "QuoraRetrieval": 87.56, "SCIDOCS": 21.64, "SciFact": 64.51, "TRECCOVID": 47.25, "Touche2020": 16.9}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "BIOSSES": 81.64, "SICK-R": 77.58, "STS12": 72.37, "STS13": 80.6, "STS14": 75.59, "STS15": 85.39, "STS16": 78.99, "STS17 (ar-ar)": 50.89, "STS17 (en-ar)": -4.28, "STS17 (en-de)": 35.82, "STS17 (en-en)": 87.59, "STS17 (en-tr)": 4.5, "STS17 (es-en)": 16.31, "STS17 (es-es)": 76.12, "STS17 (fr-en)": 37.09, "STS17 (it-en)": 24.45, "STS17 (ko-ko)": 43.39, "STS17 (nl-en)": 29.0, "STS22 (ar)": 22.64, "STS22 (de)": 31.04, "STS22 (de-en)": 44.04, "STS22 (de-fr)": 30.07, "STS22 (de-pl)": 4.93, "STS22 (en)": 67.21, "STS22 (es)": 54.78, "STS22 (es-en)": 53.42, "STS22 (es-it)": 44.27, "STS22 (fr)": 77.0, "STS22 (fr-pl)": 50.71, "STS22 (it)": 60.4, "STS22 (pl)": 26.77, "STS22 (pl-en)": 32.8, "STS22 (ru)": 14.72, "STS22 (tr)": 33.69, "STS22 (zh)": 44.93, "STS22 (zh-en)": 41.64, "STSBenchmark": 82.03}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "SummEval": 30.81}]}}, "all-mpnet-base-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "ArxivClusteringP2P": 48.38, "ArxivClusteringS2S": 39.72, "BiorxivClusteringP2P": 39.62, "BiorxivClusteringS2S": 35.02, "MedrxivClusteringP2P": 35.58, "MedrxivClusteringS2S": 32.87, "RedditClustering": 54.82, "RedditClusteringP2P": 56.77, "StackExchangeClustering": 53.8, "StackExchangeClusteringP2P": 34.28, "TwentyNewsgroupsClustering": 49.74}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "AmazonCounterfactualClassification (en)": 65.27, "AmazonPolarityClassification": 67.13, "AmazonReviewsClassification (en)": 31.92, "Banking77Classification": 81.86, "EmotionClassification": 39.72, "ImdbClassification": 70.72, "MTOPDomainClassification (en)": 92.08, "MTOPIntentClassification (en)": 70.21, "MassiveIntentClassification (en)": 69.57, "MassiveScenarioClassification (en)": 76.01, "ToxicConversationsClassification": 60.86, "TweetSentimentExtractionClassification": 55.46}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "SprintDuplicateQuestions": 90.15, "TwitterSemEval2015": 73.85, "TwitterURLCorpus": 85.11}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "AskUbuntuDupQuestions": 65.85, "MindSmallReranking": 30.97, "SciDocsRR": 88.65, "StackOverflowDupQuestions": 51.98}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "ArguAna": 46.52, "CQADupstackAndroidRetrieval": 56.49, "CQADupstackEnglishRetrieval": 52.29, "CQADupstackGamingRetrieval": 60.03, "CQADupstackGisRetrieval": 44.27, "CQADupstackMathematicaRetrieval": 34.21, "CQADupstackPhysicsRetrieval": 50.97, "CQADupstackProgrammersRetrieval": 44.17, "CQADupstackRetrieval": 44.96, "CQADupstackStatsRetrieval": 38.15, "CQADupstackTexRetrieval": 33.35, "CQADupstackUnixRetrieval": 45.41, "CQADupstackWebmastersRetrieval": 44.24, "CQADupstackWordpressRetrieval": 35.94, "ClimateFEVER": 21.97, "DBPedia": 32.09, "FEVER": 50.86, "FiQA2018": 49.96, "HotpotQA": 39.29, "MSMARCO": 39.75, "NFCorpus": 33.29, "NQ": 50.45, "QuoraRetrieval": 87.46, "SCIDOCS": 23.76, "SciFact": 65.57, "TRECCOVID": 51.33, "Touche2020": 19.93}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "BIOSSES": 80.43, "SICK-R": 80.59, "STS12": 72.63, "STS13": 83.48, "STS14": 78.0, "STS15": 85.66, "STS16": 80.03, "STS17 (en-en)": 90.6, "STS22 (en)": 67.95, "STSBenchmark": 83.42}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "SummEval": 27.49}]}}, "allenai-specter": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "ArxivClusteringP2P": 44.75, "ArxivClusteringS2S": 35.27, "BiorxivClusteringP2P": 39.52, "BiorxivClusteringS2S": 34.53, "MedrxivClusteringP2P": 35.04, "MedrxivClusteringS2S": 31.66, "RedditClustering": 24.13, "RedditClusteringP2P": 35.06, "StackExchangeClustering": 39.01, "StackExchangeClusteringP2P": 31.46, "TwentyNewsgroupsClustering": 24.22}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "AmazonCounterfactualClassification (de)": 54.46, "AmazonCounterfactualClassification (en)": 58.7, "AmazonCounterfactualClassification (en-ext)": 59.28, "AmazonCounterfactualClassification (ja)": 43.87, "AmazonPolarityClassification": 57.77, "AmazonReviewsClassification (de)": 24.08, "AmazonReviewsClassification (en)": 26.26, "AmazonReviewsClassification (es)": 23.88, "AmazonReviewsClassification (fr)": 23.31, "AmazonReviewsClassification (ja)": 20.25, "AmazonReviewsClassification (zh)": 20.49, "Banking77Classification": 66.66, "EmotionClassification": 24.82, "ImdbClassification": 56.35, "MTOPDomainClassification (de)": 48.55, "MTOPDomainClassification (en)": 74.53, "MTOPDomainClassification (es)": 58.39, "MTOPDomainClassification (fr)": 54.61, "MTOPDomainClassification (hi)": 21.22, "MTOPDomainClassification (th)": 14.98, "MTOPIntentClassification (de)": 35.55, "MTOPIntentClassification (en)": 50.05, "MTOPIntentClassification (es)": 36.72, "MTOPIntentClassification (fr)": 34.71, "MTOPIntentClassification (hi)": 4.44, "MTOPIntentClassification (th)": 4.67, "MassiveIntentClassification (af)": 33.68, "MassiveIntentClassification (am)": 2.94, "MassiveIntentClassification (ar)": 10.04, "MassiveIntentClassification (az)": 30.74, "MassiveIntentClassification (bn)": 3.02, "MassiveIntentClassification (cy)": 33.94, "MassiveIntentClassification (da)": 38.47, "MassiveIntentClassification (de)": 36.06, "MassiveIntentClassification (el)": 27.7, "MassiveIntentClassification (en)": 51.73, "MassiveIntentClassification (es)": 35.6, "MassiveIntentClassification (fa)": 17.97, "MassiveIntentClassification (fi)": 35.53, "MassiveIntentClassification (fr)": 38.41, "MassiveIntentClassification (he)": 2.69, "MassiveIntentClassification (hi)": 3.43, "MassiveIntentClassification (hu)": 34.05, "MassiveIntentClassification (hy)": 3.11, "MassiveIntentClassification (id)": 40.02, "MassiveIntentClassification (is)": 32.63, "MassiveIntentClassification (it)": 39.28, "MassiveIntentClassification (ja)": 4.95, "MassiveIntentClassification (jv)": 34.95, "MassiveIntentClassification (ka)": 2.57, "MassiveIntentClassification (km)": 4.73, "MassiveIntentClassification (kn)": 3.54, "MassiveIntentClassification (ko)": 2.68, "MassiveIntentClassification (lv)": 37.91, "MassiveIntentClassification (ml)": 2.88, "MassiveIntentClassification (mn)": 16.94, "MassiveIntentClassification (ms)": 36.6, "MassiveIntentClassification (my)": 3.96, "MassiveIntentClassification (nb)": 34.75, "MassiveIntentClassification (nl)": 33.95, "MassiveIntentClassification (pl)": 35.77, "MassiveIntentClassification (pt)": 43.05, "MassiveIntentClassification (ro)": 36.2, "MassiveIntentClassification (ru)": 25.3, "MassiveIntentClassification (sl)": 35.9, "MassiveIntentClassification (sq)": 36.6, "MassiveIntentClassification (sv)": 36.0, "MassiveIntentClassification (sw)": 34.81, "MassiveIntentClassification (ta)": 3.11, "MassiveIntentClassification (te)": 2.53, "MassiveIntentClassification (th)": 4.38, "MassiveIntentClassification (tl)": 35.51, "MassiveIntentClassification (tr)": 32.02, "MassiveIntentClassification (ur)": 9.61, "MassiveIntentClassification (vi)": 37.07, "MassiveIntentClassification (zh-CN)": 2.81, "MassiveIntentClassification (zh-TW)": 4.79, "MassiveScenarioClassification (af)": 36.17, "MassiveScenarioClassification (am)": 7.64, "MassiveScenarioClassification (ar)": 15.26, "MassiveScenarioClassification (az)": 30.73, "MassiveScenarioClassification (bn)": 7.15, "MassiveScenarioClassification (cy)": 34.73, "MassiveScenarioClassification (da)": 39.93, "MassiveScenarioClassification (de)": 38.62, "MassiveScenarioClassification (el)": 27.18, "MassiveScenarioClassification (en)": 58.58, "MassiveScenarioClassification (es)": 39.44, "MassiveScenarioClassification (fa)": 21.43, "MassiveScenarioClassification (fi)": 33.21, "MassiveScenarioClassification (fr)": 40.26, "MassiveScenarioClassification (he)": 7.42, "MassiveScenarioClassification (hi)": 8.06, "MassiveScenarioClassification (hu)": 34.54, "MassiveScenarioClassification (hy)": 8.61, "MassiveScenarioClassification (id)": 40.04, "MassiveScenarioClassification (is)": 33.57, "MassiveScenarioClassification (it)": 40.1, "MassiveScenarioClassification (ja)": 9.96, "MassiveScenarioClassification (jv)": 36.11, "MassiveScenarioClassification (ka)": 7.13, "MassiveScenarioClassification (km)": 9.66, "MassiveScenarioClassification (kn)": 7.55, "MassiveScenarioClassification (ko)": 7.27, "MassiveScenarioClassification (lv)": 37.03, "MassiveScenarioClassification (ml)": 7.22, "MassiveScenarioClassification (mn)": 21.53, "MassiveScenarioClassification (ms)": 37.57, "MassiveScenarioClassification (my)": 9.54, "MassiveScenarioClassification (nb)": 35.71, "MassiveScenarioClassification (nl)": 34.62, "MassiveScenarioClassification (pl)": 36.87, "MassiveScenarioClassification (pt)": 44.68, "MassiveScenarioClassification (ro)": 37.29, "MassiveScenarioClassification (ru)": 28.16, "MassiveScenarioClassification (sl)": 37.95, "MassiveScenarioClassification (sq)": 37.82, "MassiveScenarioClassification (sv)": 35.35, "MassiveScenarioClassification (sw)": 35.37, "MassiveScenarioClassification (ta)": 7.19, "MassiveScenarioClassification (te)": 7.29, "MassiveScenarioClassification (th)": 9.47, "MassiveScenarioClassification (tl)": 37.31, "MassiveScenarioClassification (tr)": 34.57, "MassiveScenarioClassification (ur)": 16.17, "MassiveScenarioClassification (vi)": 35.91, "MassiveScenarioClassification (zh-CN)": 9.19, "MassiveScenarioClassification (zh-TW)": 10.19, "ToxicConversationsClassification": 57.44, "TweetSentimentExtractionClassification": 45.52}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "SprintDuplicateQuestions": 71.63, "TwitterSemEval2015": 43.25, "TwitterURLCorpus": 69.22}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "AskUbuntuDupQuestions": 50.07, "MindSmallReranking": 24.8, "SciDocsRR": 81.31, "StackOverflowDupQuestions": 36.22}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "ArguAna": 32.67, "CQADupstackAndroidRetrieval": 18.91, "CQADupstackEnglishRetrieval": 14.31, "CQADupstackGamingRetrieval": 18.14, "CQADupstackGisRetrieval": 13.61, "CQADupstackMathematicaRetrieval": 11.09, "CQADupstackPhysicsRetrieval": 21.98, "CQADupstackProgrammersRetrieval": 15.69, "CQADupstackRetrieval": 14.6, "CQADupstackStatsRetrieval": 14.4, "CQADupstackTexRetrieval": 8.04, "CQADupstackUnixRetrieval": 12.33, "CQADupstackWebmastersRetrieval": 17.51, "CQADupstackWordpressRetrieval": 9.18, "ClimateFEVER": 6.86, "DBPedia": 4.14, "FEVER": 5.45, "FiQA2018": 5.64, "HotpotQA": 5.46, "MSMARCO": 5.59, "NFCorpus": 0.85, "NQ": 5.99, "QuoraRetrieval": 64.65, "SCIDOCS": 0.0, "SciFact": 47.88, "TRECCOVID": 29.91, "Touche2020": 8.46}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "BIOSSES": 64.95, "SICK-R": 56.39, "STS12": 62.49, "STS13": 58.7, "STS14": 54.87, "STS15": 62.54, "STS16": 64.27, "STS17 (ar-ar)": 27.14, "STS17 (en-ar)": 6.9, "STS17 (en-de)": 11.59, "STS17 (en-en)": 69.63, "STS17 (en-tr)": 6.46, "STS17 (es-en)": 10.86, "STS17 (es-es)": 55.45, "STS17 (fr-en)": 16.02, "STS17 (it-en)": 19.87, "STS17 (ko-ko)": 8.08, "STS17 (nl-en)": 24.92, "STS22 (ar)": 19.57, "STS22 (de)": 17.31, "STS22 (de-en)": 26.03, "STS22 (de-fr)": 10.26, "STS22 (de-pl)": 16.94, "STS22 (en)": 55.06, "STS22 (es)": 48.89, "STS22 (es-en)": 51.79, "STS22 (es-it)": 25.24, "STS22 (fr)": 53.92, "STS22 (fr-pl)": 39.44, "STS22 (it)": 39.43, "STS22 (pl)": 13.56, "STS22 (pl-en)": 25.36, "STS22 (ru)": 1.11, "STS22 (tr)": 31.73, "STS22 (zh)": 16.35, "STS22 (zh-en)": 8.44, "STSBenchmark": 61.26}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "SummEval": 27.66}]}}, "Baichuan-text-embedding": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "CLSClusteringP2P": 60.37, "CLSClusteringS2S": 51.09, "ThuNewsClusteringP2P": 58.23, "ThuNewsClusteringS2S": 57.83}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "AmazonReviewsClassification (zh)": 48.3, "IFlyTek": 50.75, "JDReview": 87.69, "MassiveIntentClassification (zh-CN)": 74.91, "MassiveScenarioClassification (zh-CN)": 81.28, "MultilingualSentiment": 76.83, "OnlineShopping": 94.42, "TNews": 52.62, "Waimai": 88.77}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "Cmnli": 85.31, "Ocnli": 79.33}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "CMedQAv1": 88.06, "CMedQAv2": 88.46, "MMarcoReranking": 34.3, "T2Reranking": 67.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "CmedqaRetrieval": 47.64, "CovidRetrieval": 86.86, "DuRetrieval": 88.43, "EcomRetrieval": 66.39, "MMarcoRetrieval": 80.17, "MedicalRetrieval": 61.1, "T2Retrieval": 80.11, "VideoRetrieval": 74.28}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "AFQMC": 50.8, "ATEC": 53.23, "BQ": 66.49, "LCQMC": 76.6, "PAWSX": 47.56, "QBQTC": 39.96, "STS22 (zh)": 65.78, "STSB": 80.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>"}]}}, "bert-base-swedish-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>", "BornholmBitextMining": 6.6}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>", "AngryTweetsClassification": 44.58, "DKHateClassification": 55.53, "DalajClassification": 51.77, "DanishPoliticalCommentsClassification": 28.97, "LccSentimentClassification": 41.2, "MassiveIntentClassification (da)": 37.98, "MassiveIntentClassification (nb)": 35.75, "MassiveIntentClassification (sv)": 52.75, "MassiveScenarioClassification (da)": 40.44, "MassiveScenarioClassification (nb)": 35.76, "MassiveScenarioClassification (sv)": 56.09, "NoRecClassification": 43.91, "NordicLangClassification": 62.45, "NorwegianParliament": 57.56, "ScalaDaClassification": 53.53, "ScalaNbClassification": 53.63, "ScalaSvClassification": 60.69, "SweRecClassification": 69.84}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}}, "bert-base-uncased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "ArxivClusteringP2P": 35.19, "ArxivClusteringS2S": 27.51, "BiorxivClusteringP2P": 30.12, "BiorxivClusteringS2S": 24.77, "MedrxivClusteringP2P": 26.09, "MedrxivClusteringS2S": 23.6, "RedditClustering": 27.24, "RedditClusteringP2P": 43.32, "StackExchangeClustering": 43.58, "StackExchangeClusteringP2P": 26.55, "TwentyNewsgroupsClustering": 23.35}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "AmazonCounterfactualClassification (en)": 74.25, "AmazonPolarityClassification": 71.33, "AmazonReviewsClassification (en)": 33.56, "Banking77Classification": 63.41, "EmotionClassification": 35.28, "ImdbClassification": 65.35, "MTOPDomainClassification (en)": 82.63, "MTOPIntentClassification (en)": 68.14, "MassiveIntentClassification (en)": 59.88, "MassiveScenarioClassification (en)": 64.28, "ToxicConversationsClassification": 70.0, "TweetSentimentExtractionClassification": 51.81}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "SprintDuplicateQuestions": 36.81, "TwitterSemEval2015": 55.9, "TwitterURLCorpus": 76.29}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "AskUbuntuDupQuestions": 45.84, "MindSmallReranking": 28.37, "SciDocsRR": 64.94, "StackOverflowDupQuestions": 34.62}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "ArguAna": 28.29, "CQADupstackAndroidRetrieval": 10.06, "CQADupstackEnglishRetrieval": 8.38, "CQADupstackGamingRetrieval": 9.08, "CQADupstackGisRetrieval": 4.49, "CQADupstackMathematicaRetrieval": 2.12, "CQADupstackPhysicsRetrieval": 8.4, "CQADupstackProgrammersRetrieval": 4.61, "CQADupstackRetrieval": 5.51, "CQADupstackStatsRetrieval": 2.84, "CQADupstackTexRetrieval": 2.67, "CQADupstackUnixRetrieval": 4.66, "CQADupstackWebmastersRetrieval": 5.89, "CQADupstackWordpressRetrieval": 2.89, "ClimateFEVER": 5.41, "DBPedia": 4.13, "FEVER": 3.3, "FiQA2018": 2.19, "HotpotQA": 8.26, "MSMARCO": 1.91, "NFCorpus": 4.3, "NQ": 2.62, "QuoraRetrieval": 61.03, "SCIDOCS": 2.82, "SciFact": 13.34, "TRECCOVID": 14.74, "Touche2020": 0.97}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "BIOSSES": 54.7, "SICK-R": 58.65, "STS12": 30.87, "STS13": 59.89, "STS14": 47.73, "STS15": 60.29, "STS16": 63.73, "STS17 (en-en)": 64.1, "STS22 (en)": 56.37, "STSBenchmark": 47.29}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "SummEval": 29.82}]}}, "bge-base-zh-v1.5": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "CLSClusteringP2P": 39.91, "CLSClusteringS2S": 37.63, "ThuNewsClusteringP2P": 58.45, "ThuNewsClusteringS2S": 54.12}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "AmazonReviewsClassification (zh)": 40.15, "IFlyTek": 48.62, "JDReview": 83.62, "MassiveIntentClassification (zh-CN)": 67.93, "MassiveScenarioClassification (zh-CN)": 73.98, "MultilingualSentiment": 70.67, "OnlineShopping": 91.26, "TNews": 51.08, "Waimai": 85.36}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "Cmnli": 84.1, "Ocnli": 75.41}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "CMedQAv1": 80.47, "CMedQAv2": 84.88, "MMarcoReranking": 29.74, "T2Reranking": 66.49}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "CmedqaRetrieval": 41.61, "CovidRetrieval": 74.7, "DuRetrieval": 85.07, "EcomRetrieval": 64.25, "MMarcoRetrieval": 77.69, "MedicalRetrieval": 56.51, "T2Retrieval": 83.71, "VideoRetrieval": 72.35}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "AFQMC": 42.4, "ATEC": 48.17, "BQ": 61.78, "LCQMC": 74.45, "PAWSX": 20.4, "QBQTC": 36.22, "STS22 (zh)": 68.01, "STSB": 78.31}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>"}]}}, "bge-large-zh-v1.5": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "CLSClusteringP2P": 41.44, "CLSClusteringS2S": 38.33, "ThuNewsClusteringP2P": 59.61, "ThuNewsClusteringS2S": 56.58}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "AmazonReviewsClassification (zh)": 41.38, "IFlyTek": 48.74, "JDReview": 85.14, "MassiveIntentClassification (zh-CN)": 68.84, "MassiveScenarioClassification (zh-CN)": 74.7, "MultilingualSentiment": 72.97, "OnlineShopping": 91.43, "TNews": 52.1, "Waimai": 86.9}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "Cmnli": 85.27, "Ocnli": 77.94}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "CMedQAv1": 83.45, "CMedQAv2": 85.44, "MMarcoReranking": 28.74, "T2Reranking": 65.74}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "CmedqaRetrieval": 42.57, "CovidRetrieval": 73.35, "DuRetrieval": 86.32, "EcomRetrieval": 65.33, "MMarcoRetrieval": 79.23, "MedicalRetrieval": 59.59, "T2Retrieval": 83.99, "VideoRetrieval": 73.32}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "AFQMC": 44.36, "ATEC": 49.54, "BQ": 62.94, "LCQMC": 74.33, "PAWSX": 33.92, "QBQTC": 37.29, "STS22 (zh)": 68.94, "STSB": 78.7}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>"}]}}, "bge-large-zh-noinstruct": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "CLSClusteringP2P": 41.23, "CLSClusteringS2S": 40.04, "ThuNewsClusteringP2P": 62.03, "ThuNewsClusteringS2S": 56.75}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "AmazonReviewsClassification (zh)": 41.94, "IFlyTek": 45.32, "JDReview": 85.38, "MassiveIntentClassification (zh-CN)": 66.96, "MassiveScenarioClassification (zh-CN)": 73.39, "MultilingualSentiment": 73.7, "OnlineShopping": 91.66, "TNews": 52.05, "Waimai": 86.83}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "Cmnli": 82.17, "Ocnli": 71.37}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "CMedQAv1": 81.72, "CMedQAv2": 84.64, "MMarcoReranking": 27.1, "T2Reranking": 66.16}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "AFQMC": 43.06, "ATEC": 48.29, "BQ": 60.53, "LCQMC": 74.71, "PAWSX": 16.64, "QBQTC": 35.2, "STS22 (zh)": 67.19, "STSB": 78.41}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>"}]}}, "bge-small-zh-v1.5": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "CLSClusteringP2P": 38.14, "CLSClusteringS2S": 35.14, "ThuNewsClusteringP2P": 54.22, "ThuNewsClusteringS2S": 49.22}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "AmazonReviewsClassification (zh)": 35.91, "IFlyTek": 45.49, "JDReview": 80.04, "MassiveIntentClassification (zh-CN)": 63.95, "MassiveScenarioClassification (zh-CN)": 70.8, "MultilingualSentiment": 63.06, "OnlineShopping": 85.05, "TNews": 48.15, "Waimai": 83.18}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "Cmnli": 76.24, "Ocnli": 64.57}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "CMedQAv1": 77.4, "CMedQAv2": 79.86, "MMarcoReranking": 20.5, "T2Reranking": 65.9}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "CmedqaRetrieval": 35.11, "CovidRetrieval": 70.14, "DuRetrieval": 77.28, "EcomRetrieval": 55.71, "MMarcoRetrieval": 63.48, "MedicalRetrieval": 49.8, "T2Retrieval": 76.43, "VideoRetrieval": 66.19}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "AFQMC": 33.42, "ATEC": 43.01, "BQ": 55.22, "LCQMC": 72.19, "PAWSX": 9.26, "QBQTC": 35.29, "STS22 (zh)": 67.72, "STSB": 76.73}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>"}]}}, "contriever-base-msmarco": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "ArxivClusteringP2P": 42.61, "ArxivClusteringS2S": 32.32, "BiorxivClusteringP2P": 34.97, "BiorxivClusteringS2S": 29.08, "MedrxivClusteringP2P": 31.19, "MedrxivClusteringS2S": 27.27, "RedditClustering": 54.89, "RedditClusteringP2P": 57.58, "StackExchangeClustering": 63.15, "StackExchangeClusteringP2P": 32.25, "TwentyNewsgroupsClustering": 46.82}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "AmazonCounterfactualClassification (en)": 72.19, "AmazonPolarityClassification": 68.63, "AmazonReviewsClassification (en)": 37.42, "Banking77Classification": 80.02, "EmotionClassification": 44.77, "ImdbClassification": 67.04, "MTOPDomainClassification (en)": 93.18, "MTOPIntentClassification (en)": 69.31, "MassiveIntentClassification (en)": 67.78, "MassiveScenarioClassification (en)": 76.0, "ToxicConversationsClassification": 67.77, "TweetSentimentExtractionClassification": 56.1}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "SprintDuplicateQuestions": 95.55, "TwitterSemEval2015": 66.85, "TwitterURLCorpus": 85.21}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "AskUbuntuDupQuestions": 56.69, "MindSmallReranking": 31.58, "SciDocsRR": 76.51, "StackOverflowDupQuestions": 47.78}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "ArguAna": 48.32, "CQADupstackAndroidRetrieval": 44.49, "CQADupstackEnglishRetrieval": 40.65, "CQADupstackGamingRetrieval": 51.05, "CQADupstackGisRetrieval": 28.84, "CQADupstackMathematicaRetrieval": 22.38, "CQADupstackPhysicsRetrieval": 39.65, "CQADupstackProgrammersRetrieval": 34.94, "CQADupstackRetrieval": 33.67, "CQADupstackStatsRetrieval": 29.21, "CQADupstackTexRetrieval": 21.15, "CQADupstackUnixRetrieval": 31.7, "CQADupstackWebmastersRetrieval": 34.93, "CQADupstackWordpressRetrieval": 25.04, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "SummEval": 30.36}]}}, "cross-en-de-roberta-sentence-transformer": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>", "BlurbsClusteringP2P": 30.82, "BlurbsClusteringS2S": 12.69, "TenKGnadClusteringP2P": 23.5, "TenKGnadClusteringS2S": 10.94}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}}, "dfm-encoder-large-v1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>", "BornholmBitextMining": 11.65}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>", "AngryTweetsClassification": 53.8, "DKHateClassification": 60.09, "DalajClassification": 50.42, "DanishPoliticalCommentsClassification": 36.6, "LccSentimentClassification": 57.33, "MassiveIntentClassification (da)": 60.55, "MassiveIntentClassification (nb)": 52.49, "MassiveIntentClassification (sv)": 49.74, "MassiveScenarioClassification (da)": 64.16, "MassiveScenarioClassification (nb)": 54.59, "MassiveScenarioClassification (sv)": 50.1, "NoRecClassification": 48.3, "NordicLangClassification": 77.68, "NorwegianParliament": 58.78, "ScalaDaClassification": 63.08, "ScalaNbClassification": 58.95, "ScalaSvClassification": 55.7, "SweRecClassification": 65.2}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}}, "dfm-sentence-encoder-large-1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>", "BornholmBitextMining": 15.93}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>", "AngryTweetsClassification": 54.42, "DKHateClassification": 63.19, "DalajClassification": 50.03, "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, "ScalaSvClassification": 57.68, "SweRecClassification": 66.96}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}}, "distiluse-base-multilingual-cased-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "8TagsClustering": 12.51, "ArxivClusteringP2P": 33.59}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "AllegroReviews": 28.03, "AmazonCounterfactualClassification (de)": 68.14, "AmazonCounterfactualClassification (en)": 71.81, "AmazonCounterfactualClassification (en-ext)": 72.96, "AmazonCounterfactualClassification (ja)": 65.39, "AmazonPolarityClassification": 68.0, "AmazonReviewsClassification (de)": 35.03, "AmazonReviewsClassification (en)": 35.45, "AmazonReviewsClassification (es)": 36.24, "AmazonReviewsClassification (fr)": 35.7, "AmazonReviewsClassification (ja)": 31.08, "AmazonReviewsClassification (zh)": 33.89, "Banking77Classification": 71.48, "CBD": 60.0, "EmotionClassification": 40.04, "ImdbClassification": 61.52, "MTOPDomainClassification (de)": 86.19, "MTOPDomainClassification (en)": 91.59, "MTOPDomainClassification (es)": 87.75, "MTOPDomainClassification (fr)": 84.61, "MTOPDomainClassification (hi)": 76.41, "MTOPDomainClassification (th)": 73.62, "MTOPIntentClassification (de)": 59.21, "MTOPIntentClassification (en)": 66.4, "MTOPIntentClassification (es)": 57.21, "MTOPIntentClassification (fr)": 53.41, "MTOPIntentClassification (hi)": 45.54, "MTOPIntentClassification (th)": 47.73, "MassiveIntentClassification (af)": 40.02, "MassiveIntentClassification (am)": 2.35, "MassiveIntentClassification (ar)": 43.14, "MassiveIntentClassification (az)": 25.6, "MassiveIntentClassification (bn)": 4.84, "MassiveIntentClassification (cy)": 15.43, "MassiveIntentClassification (da)": 52.33, "MassiveIntentClassification (de)": 51.57, "MassiveIntentClassification (el)": 49.65, "MassiveIntentClassification (en)": 66.71, "MassiveIntentClassification (es)": 56.57, "MassiveIntentClassification (fa)": 55.36, "MassiveIntentClassification (fi)": 45.72, "MassiveIntentClassification (fr)": 57.02, "MassiveIntentClassification (he)": 46.74, "MassiveIntentClassification (hi)": 48.55, "MassiveIntentClassification (hu)": 50.65, "MassiveIntentClassification (hy)": 40.79, "MassiveIntentClassification (id)": 56.0, "MassiveIntentClassification (is)": 16.08, "MassiveIntentClassification (it)": 57.65, "MassiveIntentClassification (ja)": 55.33, "MassiveIntentClassification (jv)": 28.16, "MassiveIntentClassification (ka)": 29.41, "MassiveIntentClassification (km)": 4.79, "MassiveIntentClassification (kn)": 3.37, "MassiveIntentClassification (ko)": 49.97, "MassiveIntentClassification (lv)": 44.31, "MassiveIntentClassification (ml)": 3.24, "MassiveIntentClassification (mn)": 40.37, "MassiveIntentClassification (ms)": 47.97, "MassiveIntentClassification (my)": 38.48, "MassiveIntentClassification (nb)": 46.01, "MassiveIntentClassification (nl)": 58.29, 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21.24, "MassiveScenarioClassification (da)": 62.55, "MassiveScenarioClassification (de)": 61.4, "MassiveScenarioClassification (el)": 60.68, "MassiveScenarioClassification (en)": 74.0, "MassiveScenarioClassification (es)": 64.61, "MassiveScenarioClassification (fa)": 59.24, "MassiveScenarioClassification (fi)": 54.66, "MassiveScenarioClassification (fr)": 65.2, "MassiveScenarioClassification (he)": 54.74, "MassiveScenarioClassification (hi)": 55.99, "MassiveScenarioClassification (hu)": 61.2, "MassiveScenarioClassification (hy)": 49.63, "MassiveScenarioClassification (id)": 65.25, "MassiveScenarioClassification (is)": 22.6, "MassiveScenarioClassification (it)": 64.63, "MassiveScenarioClassification (ja)": 62.32, "MassiveScenarioClassification (jv)": 35.77, "MassiveScenarioClassification (ka)": 39.08, "MassiveScenarioClassification (km)": 9.24, "MassiveScenarioClassification (kn)": 8.28, "MassiveScenarioClassification (ko)": 57.6, "MassiveScenarioClassification (lv)": 51.72, "MassiveScenarioClassification (ml)": 8.25, "MassiveScenarioClassification (mn)": 47.21, "MassiveScenarioClassification (ms)": 55.65, "MassiveScenarioClassification (my)": 43.31, "MassiveScenarioClassification (nb)": 54.98, "MassiveScenarioClassification (nl)": 67.49, "MassiveScenarioClassification (pl)": 61.29, "MassiveScenarioClassification (pt)": 64.26, "MassiveScenarioClassification (ro)": 58.03, "MassiveScenarioClassification (ru)": 65.41, "MassiveScenarioClassification (sl)": 59.36, "MassiveScenarioClassification (sq)": 62.69, "MassiveScenarioClassification (sv)": 64.35, "MassiveScenarioClassification (sw)": 25.12, "MassiveScenarioClassification (ta)": 8.67, "MassiveScenarioClassification (te)": 7.82, "MassiveScenarioClassification (th)": 54.65, "MassiveScenarioClassification (tl)": 36.09, "MassiveScenarioClassification (tr)": 60.89, "MassiveScenarioClassification (ur)": 54.71, "MassiveScenarioClassification (vi)": 55.15, "MassiveScenarioClassification (zh-CN)": 66.44, "MassiveScenarioClassification (zh-TW)": 62.89, "PAC": 68.17, "PolEmo2.0-IN": 48.84, "PolEmo2.0-OUT": 30.0, "ToxicConversationsClassification": 69.09, "TweetSentimentExtractionClassification": 59.97}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "CDSC-E": 71.83, "PPC": 86.83, "PSC": 96.35, "SICK-E-PL": 62.05, "SprintDuplicateQuestions": 87.15, "TwitterSemEval2015": 61.67, "TwitterURLCorpus": 84.02}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "AskUbuntuDupQuestions": 53.75, "MindSmallReranking": 30.39, "SciDocsRR": 69.22, "StackOverflowDupQuestions": 41.92}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "ArguAna-PL": 36.7, "DBPedia-PL": 12.36, "FiQA-PL": 8.02, "HotpotQA-PL": 20.83, "MSMARCO-PL": 4.57, "NFCorpus-PL": 16.28, "NQ-PL": 5.85, "Quora-PL": 71.95, "SCIDOCS-PL": 6.5, "SciFact-PL": 33.03, "TRECCOVID-PL": 16.91}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "BIOSSES": 78.34, "CDSC-R": 87.67, "SICK-R": 75.25, "SICK-R-PL": 65.53, "STS12": 72.96, "STS13": 70.58, "STS14": 70.29, "STS15": 81.94, "STS16": 76.8, "STS17 (ar-ar)": 77.34, "STS17 (en-ar)": 77.46, "STS17 (en-de)": 80.24, "STS17 (en-en)": 86.19, "STS17 (en-tr)": 74.34, "STS17 (es-en)": 77.4, "STS17 (es-es)": 83.71, "STS17 (fr-en)": 79.28, "STS17 (it-en)": 80.82, "STS17 (ko-ko)": 76.4, "STS17 (nl-en)": 80.51, "STS22 (ar)": 49.04, "STS22 (de)": 35.73, "STS22 (de-en)": 47.51, "STS22 (de-fr)": 60.76, "STS22 (de-pl)": 36.09, "STS22 (en)": 62.88, "STS22 (es)": 59.34, "STS22 (es-en)": 68.96, "STS22 (es-it)": 63.28, "STS22 (fr)": 76.41, "STS22 (fr-pl)": 61.98, "STS22 (it)": 65.1, "STS22 (pl)": 34.58, "STS22 (pl-en)": 71.33, "STS22 (ru)": 52.4, "STS22 (tr)": 54.07, "STS22 (zh)": 54.32, "STS22 (zh-en)": 61.75, "STSBenchmark": 80.75}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>"}]}}, "DanskBERT": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>", "BornholmBitextMining": 6.34}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>", "AngryTweetsClassification": 54.28, "DKHateClassification": 59.3, "DalajClassification": 50.32, "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, "ScalaSvClassification": 53.79}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}}, "e5-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>", "BornholmBitextMining": 40.09}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>", "AngryTweetsClassification": 45.06, "DKHateClassification": 58.51, "DalajClassification": 49.62, "DanishPoliticalCommentsClassification": 28.43, "LccSentimentClassification": 37.47, "MassiveIntentClassification (da)": 44.25, "MassiveIntentClassification (nb)": 41.57, "MassiveIntentClassification (sv)": 41.34, "MassiveScenarioClassification (da)": 52.99, "MassiveScenarioClassification (nb)": 50.33, "MassiveScenarioClassification (sv)": 50.0, "NoRecClassification": 42.0, "NordicLangClassification": 59.34, "NorwegianParliament": 57.42, "ScalaDaClassification": 50.08, "ScalaNbClassification": 50.18, "ScalaSvClassification": 49.95, "SweRecClassification": 61.04}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}}, "e5-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>", "BornholmBitextMining": 40.15}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>", "AngryTweetsClassification": 46.14, "DKHateClassification": 58.72, "DalajClassification": 49.76, "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, "ScalaSvClassification": 49.83, "SweRecClassification": 60.09}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}}, "e5-small": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>", "BornholmBitextMining": 40.27}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>", "AngryTweetsClassification": 43.6, "DKHateClassification": 57.57, "DalajClassification": 49.85, "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, "ScalaSvClassification": 49.79, "SweRecClassification": 60.91}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}}, "electra-small-nordic": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>", "BornholmBitextMining": 1.44}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>", "AngryTweetsClassification": 47.91, "DKHateClassification": 59.45, "DalajClassification": 55.84, "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, "ScalaSvClassification": 71.94, "SweRecClassification": 58.98}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}}, "electra-small-swedish-cased-discriminator": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>", "BornholmBitextMining": 0.85}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>", "AngryTweetsClassification": 40.52, "DKHateClassification": 52.28, "DalajClassification": 55.64, "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, "ScalaSvClassification": 70.85, "SweRecClassification": 54.96}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}}, "gbert-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>", "BlurbsClusteringP2P": 35.36, "BlurbsClusteringS2S": 11.27, "TenKGnadClusteringP2P": 37.16, "TenKGnadClusteringS2S": 24.23}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}}, "gbert-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>", "BlurbsClusteringP2P": 39.3, "BlurbsClusteringS2S": 13.38, "TenKGnadClusteringP2P": 41.69, "TenKGnadClusteringS2S": 34.97}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}}, "gelectra-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>", "BlurbsClusteringP2P": 10.06, "BlurbsClusteringS2S": 7.74, "TenKGnadClusteringP2P": 9.02, "TenKGnadClusteringS2S": 4.11}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}}, "gelectra-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>", "BlurbsClusteringP2P": 13.96, "BlurbsClusteringS2S": 7.57, "TenKGnadClusteringP2P": 11.49, "TenKGnadClusteringS2S": 3.91}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}}, "gottbert-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>", "BlurbsClusteringP2P": 34.49, "BlurbsClusteringS2S": 8.37, "TenKGnadClusteringP2P": 33.66, "TenKGnadClusteringS2S": 9.34}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}}, "glove.6B.300d": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "BUCC (de-en)": 0.18, "BUCC (fr-en)": 0.19, "BUCC (ru-en)": 0.1, "BUCC (zh-en)": 0.0}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "ArxivClusteringP2P": 32.56, "ArxivClusteringS2S": 23.14, "BiorxivClusteringP2P": 29.27, "BiorxivClusteringS2S": 19.18, "MedrxivClusteringP2P": 26.12, "MedrxivClusteringS2S": 20.38, "RedditClustering": 28.46, "RedditClusteringP2P": 35.82, "StackExchangeClustering": 35.8, "StackExchangeClusteringP2P": 28.51, "TwentyNewsgroupsClustering": 25.83}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "AmazonCounterfactualClassification (en)": 56.91, "AmazonPolarityClassification": 60.32, "AmazonReviewsClassification (en)": 29.67, "Banking77Classification": 67.69, "EmotionClassification": 36.93, "ImdbClassification": 62.57, "MTOPDomainClassification (en)": 79.11, "MTOPIntentClassification (en)": 55.85, "MassiveIntentClassification (en)": 56.19, "MassiveScenarioClassification (en)": 66.03, "ToxicConversationsClassification": 65.4, "TweetSentimentExtractionClassification": 50.8}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "SprintDuplicateQuestions": 86.96, "TwitterSemEval2015": 48.45, "TwitterURLCorpus": 77.35}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "AskUbuntuDupQuestions": 49.57, "MindSmallReranking": 27.01, "SciDocsRR": 62.56, "StackOverflowDupQuestions": 34.03}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "ArguAna": 36.3, "CQADupstackAndroidRetrieval": 23.39, "CQADupstackEnglishRetrieval": 15.7, "CQADupstackGamingRetrieval": 27.84, "CQADupstackGisRetrieval": 11.19, "CQADupstackMathematicaRetrieval": 8.67, "CQADupstackPhysicsRetrieval": 21.24, "CQADupstackProgrammersRetrieval": 13.49, "CQADupstackRetrieval": 15.47, "CQADupstackStatsRetrieval": 12.3, "CQADupstackTexRetrieval": 9.08, "CQADupstackUnixRetrieval": 14.44, "CQADupstackWebmastersRetrieval": 17.22, "CQADupstackWordpressRetrieval": 11.13, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "SummEval": 28.87}]}}, "gtr-t5-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "SprintDuplicateQuestions": 94.55, "TwitterSemEval2015": 72.23, "TwitterURLCorpus": 84.77}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "AskUbuntuDupQuestions": 60.86, "MindSmallReranking": 31.33, "SciDocsRR": 73.71, "StackOverflowDupQuestions": 51.01}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "ArguAna": 50.83, "CQADupstackAndroidRetrieval": 43.3, "CQADupstackEnglishRetrieval": 43.93, "CQADupstackGamingRetrieval": 52.47, "CQADupstackGisRetrieval": 30.68, "CQADupstackMathematicaRetrieval": 23.68, "CQADupstackPhysicsRetrieval": 36.78, "CQADupstackProgrammersRetrieval": 37.58, "CQADupstackRetrieval": 34.55, "CQADupstackStatsRetrieval": 28.5, "CQADupstackTexRetrieval": 23.35, "CQADupstackUnixRetrieval": 32.97, "CQADupstackWebmastersRetrieval": 34.21, "CQADupstackWordpressRetrieval": 27.15, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "SummEval": 29.67}]}}, "gtr-t5-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "ArxivClusteringP2P": 37.5, "ArxivClusteringS2S": 30.55, "BiorxivClusteringP2P": 29.59, "BiorxivClusteringS2S": 25.72, 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"MassiveScenarioClassification (de)": 63.63, "MassiveScenarioClassification (el)": 16.83, "MassiveScenarioClassification (en)": 75.49, "MassiveScenarioClassification (es)": 61.48, "MassiveScenarioClassification (fa)": 6.48, "MassiveScenarioClassification (fi)": 43.54, "MassiveScenarioClassification (fr)": 64.06, "MassiveScenarioClassification (he)": 8.03, "MassiveScenarioClassification (hi)": 7.5, "MassiveScenarioClassification (hu)": 42.59, "MassiveScenarioClassification (hy)": 9.22, "MassiveScenarioClassification (id)": 48.67, "MassiveScenarioClassification (is)": 43.87, "MassiveScenarioClassification (it)": 59.83, "MassiveScenarioClassification (ja)": 5.62, "MassiveScenarioClassification (jv)": 42.18, "MassiveScenarioClassification (ka)": 7.52, "MassiveScenarioClassification (km)": 9.55, "MassiveScenarioClassification (kn)": 8.34, "MassiveScenarioClassification (ko)": 6.11, "MassiveScenarioClassification (lv)": 43.35, "MassiveScenarioClassification (ml)": 7.28, "MassiveScenarioClassification (mn)": 23.94, "MassiveScenarioClassification (ms)": 45.18, "MassiveScenarioClassification (my)": 9.33, "MassiveScenarioClassification (nb)": 52.71, "MassiveScenarioClassification (nl)": 57.02, "MassiveScenarioClassification (pl)": 46.79, "MassiveScenarioClassification (pt)": 59.45, "MassiveScenarioClassification (ro)": 56.8, "MassiveScenarioClassification (ru)": 25.85, "MassiveScenarioClassification (sl)": 42.51, "MassiveScenarioClassification (sq)": 50.41, "MassiveScenarioClassification (sv)": 54.16, "MassiveScenarioClassification (sw)": 43.02, "MassiveScenarioClassification (ta)": 7.21, "MassiveScenarioClassification (te)": 6.9, "MassiveScenarioClassification (th)": 8.7, "MassiveScenarioClassification (tl)": 51.76, "MassiveScenarioClassification (tr)": 42.54, "MassiveScenarioClassification (ur)": 9.32, "MassiveScenarioClassification (vi)": 31.51, "MassiveScenarioClassification (zh-CN)": 3.84, "MassiveScenarioClassification (zh-TW)": 8.16, "ToxicConversationsClassification": 68.65, "TweetSentimentExtractionClassification": 54.09}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "SprintDuplicateQuestions": 95.05, "TwitterSemEval2015": 76.03, "TwitterURLCorpus": 84.89}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "AskUbuntuDupQuestions": 61.64, "MindSmallReranking": 31.84, "SciDocsRR": 76.39, "StackOverflowDupQuestions": 51.58}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "ArguAna": 52.09, "CQADupstackAndroidRetrieval": 46.05, "CQADupstackEnglishRetrieval": 46.83, "CQADupstackGamingRetrieval": 56.34, "CQADupstackGisRetrieval": 33.72, "CQADupstackMathematicaRetrieval": 24.85, "CQADupstackPhysicsRetrieval": 38.47, "CQADupstackProgrammersRetrieval": 38.49, "CQADupstackRetrieval": 36.62, "CQADupstackStatsRetrieval": 30.44, "CQADupstackTexRetrieval": 25.07, "CQADupstackUnixRetrieval": 35.3, "CQADupstackWebmastersRetrieval": 35.66, "CQADupstackWordpressRetrieval": 28.21, "ClimateFEVER": 26.9, "DBPedia": 39.55, "FEVER": 72.66, "FiQA2018": 42.79, "HotpotQA": 57.85, "MSMARCO": 42.73, "NFCorpus": 32.63, "NQ": 55.09, "QuoraRetrieval": 88.47, "SCIDOCS": 15.51, "SciFact": 63.42, "TRECCOVID": 56.68, "Touche2020": 28.29}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "BIOSSES": 84.86, "SICK-R": 73.39, "STS12": 70.33, "STS13": 82.19, "STS14": 77.16, "STS15": 86.31, "STS16": 81.85, "STS17 (ar-ar)": 10.19, "STS17 (en-ar)": -5.77, "STS17 (en-de)": 67.43, "STS17 (en-en)": 83.93, "STS17 (en-tr)": 8.75, "STS17 (es-en)": 54.96, "STS17 (es-es)": 82.74, "STS17 (fr-en)": 60.5, "STS17 (it-en)": 46.26, "STS17 (ko-ko)": 8.96, "STS17 (nl-en)": 47.48, "STS22 (ar)": 34.97, "STS22 (de)": 51.7, "STS22 (de-en)": 48.76, "STS22 (de-fr)": 57.5, "STS22 (de-pl)": 32.76, "STS22 (en)": 64.3, "STS22 (es)": 57.49, "STS22 (es-en)": 67.76, "STS22 (es-it)": 57.18, "STS22 (fr)": 78.7, "STS22 (fr-pl)": 61.98, "STS22 (it)": 67.67, "STS22 (pl)": 30.68, "STS22 (pl-en)": 54.17, "STS22 (ru)": 15.36, "STS22 (tr)": 58.12, "STS22 (zh)": 27.32, "STS22 (zh-en)": 29.42, "STSBenchmark": 77.6}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "SummEval": 29.5}]}}, "gtr-t5-xl": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "BUCC (de-en)": 90.99, "BUCC (fr-en)": 88.55, "BUCC (ru-en)": 2.07, "BUCC (zh-en)": 1.49, "Tatoeba (afr-eng)": 33.47, "Tatoeba (amh-eng)": 0.01, "Tatoeba (ang-eng)": 30.74, "Tatoeba (ara-eng)": 0.47, "Tatoeba (arq-eng)": 0.34, "Tatoeba (arz-eng)": 0.14, "Tatoeba (ast-eng)": 51.74, "Tatoeba (awa-eng)": 0.49, "Tatoeba (aze-eng)": 7.43, "Tatoeba (bel-eng)": 3.45, "Tatoeba (ben-eng)": 0.06, "Tatoeba (ber-eng)": 5.79, "Tatoeba (bos-eng)": 17.43, "Tatoeba (bre-eng)": 5.69, "Tatoeba (bul-eng)": 7.55, "Tatoeba (cat-eng)": 48.06, "Tatoeba (cbk-eng)": 54.56, "Tatoeba (ceb-eng)": 8.72, "Tatoeba (ces-eng)": 8.76, "Tatoeba (cha-eng)": 27.56, "Tatoeba (cmn-eng)": 2.26, "Tatoeba (cor-eng)": 3.69, "Tatoeba (csb-eng)": 13.18, "Tatoeba (cym-eng)": 6.97, "Tatoeba (dan-eng)": 47.36, "Tatoeba (deu-eng)": 91.54, "Tatoeba (dsb-eng)": 13.2, "Tatoeba (dtp-eng)": 4.54, "Tatoeba (ell-eng)": 0.55, "Tatoeba (epo-eng)": 27.86, "Tatoeba 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"Tatoeba (urd-eng)": 0.0, "Tatoeba (uzb-eng)": 4.19, "Tatoeba (vie-eng)": 9.07, "Tatoeba (war-eng)": 12.31, "Tatoeba (wuu-eng)": 1.38, "Tatoeba (xho-eng)": 7.6, "Tatoeba (yid-eng)": 0.41, "Tatoeba (yue-eng)": 1.31, "Tatoeba (zsm-eng)": 29.74}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "ArxivClusteringP2P": 37.9, "ArxivClusteringS2S": 30.45, "BiorxivClusteringP2P": 30.52, "BiorxivClusteringS2S": 26.06, "MedrxivClusteringP2P": 28.69, "MedrxivClusteringS2S": 26.69, "RedditClustering": 61.34, "RedditClusteringP2P": 61.11, "StackExchangeClustering": 69.95, "StackExchangeClusteringP2P": 32.73, "TwentyNewsgroupsClustering": 51.15}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "AmazonCounterfactualClassification (de)": 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"MassiveIntentClassification (tl)": 43.12, "MassiveIntentClassification (tr)": 35.24, "MassiveIntentClassification (ur)": 3.0, "MassiveIntentClassification (vi)": 30.01, "MassiveIntentClassification (zh-CN)": 1.72, "MassiveIntentClassification (zh-TW)": 3.35, "MassiveScenarioClassification (af)": 52.54, "MassiveScenarioClassification (am)": 6.3, "MassiveScenarioClassification (ar)": 11.96, "MassiveScenarioClassification (az)": 40.17, "MassiveScenarioClassification (bn)": 8.29, "MassiveScenarioClassification (cy)": 42.24, "MassiveScenarioClassification (da)": 57.28, "MassiveScenarioClassification (de)": 68.09, "MassiveScenarioClassification (el)": 16.66, "MassiveScenarioClassification (en)": 75.94, "MassiveScenarioClassification (es)": 64.32, "MassiveScenarioClassification (fa)": 6.9, "MassiveScenarioClassification (fi)": 43.96, "MassiveScenarioClassification (fr)": 66.72, "MassiveScenarioClassification (he)": 7.51, "MassiveScenarioClassification (hi)": 7.82, "MassiveScenarioClassification (hu)": 42.16, "MassiveScenarioClassification (hy)": 9.33, "MassiveScenarioClassification (id)": 53.54, "MassiveScenarioClassification (is)": 42.84, "MassiveScenarioClassification (it)": 62.44, "MassiveScenarioClassification (ja)": 7.29, "MassiveScenarioClassification (jv)": 43.13, "MassiveScenarioClassification (ka)": 7.63, "MassiveScenarioClassification (km)": 9.08, "MassiveScenarioClassification (kn)": 8.1, "MassiveScenarioClassification (ko)": 6.35, "MassiveScenarioClassification (lv)": 40.24, "MassiveScenarioClassification (ml)": 7.65, "MassiveScenarioClassification (mn)": 27.98, "MassiveScenarioClassification (ms)": 52.41, "MassiveScenarioClassification (my)": 9.21, "MassiveScenarioClassification (nb)": 54.44, "MassiveScenarioClassification (nl)": 60.35, "MassiveScenarioClassification (pl)": 49.97, "MassiveScenarioClassification (pt)": 62.78, "MassiveScenarioClassification (ro)": 59.62, "MassiveScenarioClassification (ru)": 43.44, "MassiveScenarioClassification (sl)": 44.79, "MassiveScenarioClassification (sq)": 50.84, "MassiveScenarioClassification (sv)": 58.21, "MassiveScenarioClassification (sw)": 44.63, "MassiveScenarioClassification (ta)": 7.95, "MassiveScenarioClassification (te)": 7.5, "MassiveScenarioClassification (th)": 8.79, "MassiveScenarioClassification (tl)": 53.54, "MassiveScenarioClassification (tr)": 42.47, "MassiveScenarioClassification (ur)": 9.58, "MassiveScenarioClassification (vi)": 34.68, "MassiveScenarioClassification (zh-CN)": 5.21, "MassiveScenarioClassification (zh-TW)": 8.77, "ToxicConversationsClassification": 67.56, "TweetSentimentExtractionClassification": 54.77}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "SprintDuplicateQuestions": 95.45, "TwitterSemEval2015": 77.81, "TwitterURLCorpus": 85.14}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "AskUbuntuDupQuestions": 63.08, "MindSmallReranking": 31.5, "SciDocsRR": 76.49, "StackOverflowDupQuestions": 52.79}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "ArguAna": 52.81, "CQADupstackAndroidRetrieval": 44.93, "CQADupstackEnglishRetrieval": 46.48, "CQADupstackGamingRetrieval": 55.81, "CQADupstackGisRetrieval": 34.64, "CQADupstackMathematicaRetrieval": 27.42, "CQADupstackPhysicsRetrieval": 39.65, "CQADupstackProgrammersRetrieval": 39.61, "CQADupstackRetrieval": 37.35, "CQADupstackStatsRetrieval": 30.09, "CQADupstackTexRetrieval": 26.05, "CQADupstackUnixRetrieval": 36.63, "CQADupstackWebmastersRetrieval": 36.47, "CQADupstackWordpressRetrieval": 30.42, "ClimateFEVER": 27.01, "DBPedia": 39.74, "FEVER": 72.18, "FiQA2018": 44.19, "HotpotQA": 58.91, "MSMARCO": 43.52, "NFCorpus": 33.34, "NQ": 56.16, "QuoraRetrieval": 88.91, "SCIDOCS": 15.71, "SciFact": 64.2, "TRECCOVID": 60.09, "Touche2020": 25.26}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "BIOSSES": 78.94, "SICK-R": 73.63, "STS12": 69.11, "STS13": 81.82, "STS14": 77.07, "STS15": 86.01, "STS16": 82.23, "STS17 (ar-ar)": 9.06, "STS17 (en-ar)": -3.22, "STS17 (en-de)": 70.38, "STS17 (en-en)": 84.9, "STS17 (en-tr)": 17.17, "STS17 (es-en)": 60.24, "STS17 (es-es)": 81.93, "STS17 (fr-en)": 62.17, "STS17 (it-en)": 59.11, "STS17 (ko-ko)": 8.9, "STS17 (nl-en)": 56.91, "STS22 (ar)": 37.66, "STS22 (de)": 50.58, "STS22 (de-en)": 53.63, "STS22 (de-fr)": 55.72, "STS22 (de-pl)": 27.99, "STS22 (en)": 66.61, "STS22 (es)": 59.14, "STS22 (es-en)": 69.99, "STS22 (es-it)": 60.94, "STS22 (fr)": 79.43, "STS22 (fr-pl)": 61.98, "STS22 (it)": 67.14, "STS22 (pl)": 33.74, "STS22 (pl-en)": 60.18, "STS22 (ru)": 32.69, "STS22 (tr)": 55.79, "STS22 (zh)": 31.16, "STS22 (zh-en)": 28.85, "STSBenchmark": 77.65}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "SummEval": 30.21}]}}, "gtr-t5-xxl": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "ArxivClusteringP2P": 37.9, "ArxivClusteringS2S": 32.39, "BiorxivClusteringP2P": 30.48, "BiorxivClusteringS2S": 27.5, "MedrxivClusteringP2P": 29.12, "MedrxivClusteringS2S": 27.56, "RedditClustering": 64.13, "RedditClusteringP2P": 62.84, "StackExchangeClustering": 71.43, "StackExchangeClusteringP2P": 32.85, "TwentyNewsgroupsClustering": 50.44}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "AmazonCounterfactualClassification (en)": 67.3, "AmazonPolarityClassification": 75.05, "AmazonReviewsClassification (en)": 37.3, "Banking77Classification": 82.32, "EmotionClassification": 43.19, "ImdbClassification": 70.8, "MTOPDomainClassification (en)": 93.84, "MTOPIntentClassification (en)": 67.71, "MassiveIntentClassification (en)": 70.61, "MassiveScenarioClassification (en)": 77.77, "ToxicConversationsClassification": 68.48, "TweetSentimentExtractionClassification": 54.54}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "SprintDuplicateQuestions": 95.68, "TwitterSemEval2015": 77.54, "TwitterURLCorpus": 85.13}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "AskUbuntuDupQuestions": 63.23, "MindSmallReranking": 31.93, "SciDocsRR": 77.96, "StackOverflowDupQuestions": 53.5}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "ArguAna": 53.77, "CQADupstackAndroidRetrieval": 47.65, "CQADupstackEnglishRetrieval": 47.9, "CQADupstackGamingRetrieval": 57.47, "CQADupstackGisRetrieval": 35.21, "CQADupstackMathematicaRetrieval": 27.25, "CQADupstackPhysicsRetrieval": 41.33, "CQADupstackProgrammersRetrieval": 40.16, "CQADupstackRetrieval": 38.56, "CQADupstackStatsRetrieval": 32.02, "CQADupstackTexRetrieval": 26.98, "CQADupstackUnixRetrieval": 38.35, "CQADupstackWebmastersRetrieval": 37.41, "CQADupstackWordpressRetrieval": 30.99, "ClimateFEVER": 27.21, "DBPedia": 41.28, "FEVER": 74.08, "FiQA2018": 46.78, "HotpotQA": 59.67, "MSMARCO": 44.05, "NFCorpus": 34.18, "NQ": 57.24, "QuoraRetrieval": 89.09, "SCIDOCS": 15.88, "SciFact": 66.77, "TRECCOVID": 51.9, "Touche2020": 26.76}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "BIOSSES": 81.91, "SICK-R": 74.29, "STS12": 70.12, "STS13": 82.72, "STS14": 78.24, "STS15": 86.26, "STS16": 81.61, "STS17 (en-en)": 85.18, "STS22 (en)": 65.76, "STSBenchmark": 77.73}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "SummEval": 30.64}]}}, "herbert-base-retrieval-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "8TagsClustering": 28.15}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "AllegroReviews": 34.11, "CBD": 68.35, "MassiveIntentClassification (pl)": 65.53, "MassiveScenarioClassification (pl)": 68.51, "PAC": 68.4, "PolEmo2.0-IN": 64.18, "PolEmo2.0-OUT": 45.73}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "CDSC-E": 63.31, "PPC": 84.18, "PSC": 98.87, "SICK-E-PL": 54.93}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "ArguAna-PL": 41.97, "DBPedia-PL": 24.07, "FiQA-PL": 24.25, "HotpotQA-PL": 43.41, "MSMARCO-PL": 51.56, "NFCorpus-PL": 25.95, "NQ-PL": 35.09, "Quora-PL": 78.86, "SCIDOCS-PL": 11.0, "SciFact-PL": 51.92, "TRECCOVID-PL": 42.64}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "CDSC-R": 86.18, "SICK-R-PL": 64.67, "STS22 (pl)": 39.73}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>"}]}}, "komninos": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "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 (dsb-eng)": 5.33, "Tatoeba (dtp-eng)": 4.25, "Tatoeba (ell-eng)": 0.63, "Tatoeba (epo-eng)": 2.45, "Tatoeba (est-eng)": 2.69, "Tatoeba (eus-eng)": 4.69, "Tatoeba (fao-eng)": 7.61, "Tatoeba (fin-eng)": 3.36, "Tatoeba (fra-eng)": 7.0, "Tatoeba (fry-eng)": 12.36, "Tatoeba (gla-eng)": 3.07, "Tatoeba (gle-eng)": 4.81, "Tatoeba (glg-eng)": 8.12, "Tatoeba (gsw-eng)": 18.87, "Tatoeba (heb-eng)": 0.68, "Tatoeba (hin-eng)": 0.1, "Tatoeba (hrv-eng)": 5.41, "Tatoeba (hsb-eng)": 6.32, "Tatoeba (hun-eng)": 3.42, "Tatoeba (hye-eng)": 0.97, "Tatoeba (ido-eng)": 7.1, "Tatoeba (ile-eng)": 13.61, "Tatoeba (ina-eng)": 8.57, "Tatoeba (ind-eng)": 7.26, "Tatoeba (isl-eng)": 4.09, "Tatoeba (ita-eng)": 5.54, "Tatoeba (jav-eng)": 11.43, "Tatoeba (jpn-eng)": 0.2, "Tatoeba (kab-eng)": 2.71, "Tatoeba (kat-eng)": 1.11, "Tatoeba (kaz-eng)": 1.17, "Tatoeba (khm-eng)": 0.55, "Tatoeba (kor-eng)": 0.5, "Tatoeba (kur-eng)": 8.55, "Tatoeba (kzj-eng)": 4.61, "Tatoeba (lat-eng)": 4.07, "Tatoeba (lfn-eng)": 2.83, "Tatoeba (lit-eng)": 0.95, "Tatoeba (lvs-eng)": 3.25, "Tatoeba (mal-eng)": 0.29, "Tatoeba (mar-eng)": 0.2, "Tatoeba (max-eng)": 14.53, "Tatoeba (mhr-eng)": 0.2, "Tatoeba (mkd-eng)": 0.2, "Tatoeba (mon-eng)": 1.1, "Tatoeba (nds-eng)": 10.37, "Tatoeba (nld-eng)": 9.5, "Tatoeba (nno-eng)": 4.49, "Tatoeba (nob-eng)": 4.95, "Tatoeba (nov-eng)": 14.53, "Tatoeba (oci-eng)": 5.8, "Tatoeba (orv-eng)": 0.24, "Tatoeba (pam-eng)": 6.65, "Tatoeba (pes-eng)": 0.5, "Tatoeba (pms-eng)": 8.05, "Tatoeba (pol-eng)": 5.13, "Tatoeba (por-eng)": 5.87, "Tatoeba (ron-eng)": 6.76, "Tatoeba (rus-eng)": 0.2, "Tatoeba (slk-eng)": 4.23, "Tatoeba (slv-eng)": 6.05, "Tatoeba (spa-eng)": 5.03, "Tatoeba (sqi-eng)": 4.36, "Tatoeba (srp-eng)": 1.77, "Tatoeba (swe-eng)": 6.72, "Tatoeba (swg-eng)": 8.54, "Tatoeba (swh-eng)": 11.49, "Tatoeba (tam-eng)": 1.3, "Tatoeba (tat-eng)": 0.77, "Tatoeba (tel-eng)": 0.85, "Tatoeba (tgl-eng)": 2.61, "Tatoeba (tha-eng)": 0.69, "Tatoeba (tuk-eng)": 5.76, "Tatoeba (tur-eng)": 5.24, "Tatoeba (tzl-eng)": 15.51, "Tatoeba (uig-eng)": 0.6, "Tatoeba (ukr-eng)": 1.23, "Tatoeba (urd-eng)": 0.4, "Tatoeba (uzb-eng)": 4.73, "Tatoeba (vie-eng)": 6.55, "Tatoeba (war-eng)": 4.12, "Tatoeba (wuu-eng)": 0.2, "Tatoeba (xho-eng)": 4.33, "Tatoeba (yid-eng)": 0.59, "Tatoeba (yue-eng)": 0.5, "Tatoeba (zsm-eng)": 7.27}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "ArxivClusteringP2P": 34.73, "ArxivClusteringS2S": 26.01, "BiorxivClusteringP2P": 29.76, "BiorxivClusteringS2S": 20.71, "BlurbsClusteringP2P": 11.37, "BlurbsClusteringS2S": 8.01, "MedrxivClusteringP2P": 26.65, "MedrxivClusteringS2S": 21.5, "RedditClustering": 28.84, "RedditClusteringP2P": 7.37, "StackExchangeClustering": 39.04, "StackExchangeClusteringP2P": 30.23, "TenKGnadClusteringP2P": 15.89, "TenKGnadClusteringS2S": 4.84, "TwentyNewsgroupsClustering": 27.42}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "AmazonCounterfactualClassification (en)": 60.54, "AmazonPolarityClassification": 59.59, "AmazonReviewsClassification (en)": 31.01, "Banking77Classification": 67.05, "EmotionClassification": 33.18, "ImdbClassification": 63.98, "MTOPDomainClassification (en)": 78.57, "MTOPIntentClassification (en)": 57.07, "MassiveIntentClassification (en)": 57.21, "MassiveScenarioClassification (en)": 66.11, "ToxicConversationsClassification": 67.76, "TweetSentimentExtractionClassification": 49.68}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "SprintDuplicateQuestions": 85.55, "TwitterSemEval2015": 53.85, "TwitterURLCorpus": 79.41}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "AskUbuntuDupQuestions": 50.88, "MindSmallReranking": 28.92, "SciDocsRR": 63.55, "StackOverflowDupQuestions": 35.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "ArguAna": 30.96, "CQADupstackAndroidRetrieval": 24.56, "CQADupstackEnglishRetrieval": 17.58, "CQADupstackGamingRetrieval": 29.44, "CQADupstackGisRetrieval": 12.32, "CQADupstackMathematicaRetrieval": 9.54, "CQADupstackPhysicsRetrieval": 22.67, "CQADupstackProgrammersRetrieval": 15.29, "CQADupstackRetrieval": 16.79, "CQADupstackStatsRetrieval": 14.28, "CQADupstackTexRetrieval": 9.93, "CQADupstackUnixRetrieval": 15.15, "CQADupstackWebmastersRetrieval": 18.24, "CQADupstackWordpressRetrieval": 12.46, "ClimateFEVER": 14.87, "DBPedia": 15.88, "FEVER": 15.56, "FiQA2018": 10.49, "HotpotQA": 20.77, "MSMARCO": 9.75, "NFCorpus": 11.79, "NQ": 12.75, "QuoraRetrieval": 71.57, "SCIDOCS": 8.47, "SciFact": 29.53, "TRECCOVID": 35.92, "Touche2020": 13.17}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "SummEval": 30.49}]}}, "luotuo-bert-medium": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "CLSClusteringP2P": 37.01, "CLSClusteringS2S": 33.46, "ThuNewsClusteringP2P": 58.83, "ThuNewsClusteringS2S": 48.26}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "AmazonReviewsClassification (zh)": 34.46, "IFlyTek": 41.75, "JDReview": 79.68, "MassiveIntentClassification (zh-CN)": 57.47, "MassiveScenarioClassification (zh-CN)": 65.32, "MultilingualSentiment": 61.21, "OnlineShopping": 84.3, "TNews": 45.22, "Waimai": 79.57}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "Cmnli": 72.55, "Ocnli": 60.7}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "CMedQAv1": 57.82, "CMedQAv2": 58.88, "MMarcoReranking": 14.55, "T2Reranking": 65.76}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "CmedqaRetrieval": 18.04, "CovidRetrieval": 55.48, "DuRetrieval": 59.36, "EcomRetrieval": 40.48, "MMarcoRetrieval": 55.31, "MedicalRetrieval": 29.8, "T2Retrieval": 58.67, "VideoRetrieval": 38.04}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "AFQMC": 22.24, "ATEC": 30.84, "BQ": 43.33, "LCQMC": 66.74, "PAWSX": 12.31, "QBQTC": 27.2, "STS22 (zh)": 66.4, "STSB": 73.22}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>"}]}}, "LASER2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://github.com/facebookresearch/LASER\">LASER2</a>", "BUCC (de-en)": 99.21, "BUCC (fr-en)": 98.39, "BUCC (ru-en)": 97.62, "BUCC (zh-en)": 97.7, "Tatoeba (afr-eng)": 92.59, "Tatoeba (amh-eng)": 80.82, "Tatoeba (ang-eng)": 25.22, "Tatoeba (ara-eng)": 90.14, "Tatoeba (arq-eng)": 26.63, "Tatoeba (arz-eng)": 66.16, "Tatoeba (ast-eng)": 76.35, "Tatoeba (awa-eng)": 33.74, "Tatoeba (aze-eng)": 82.41, "Tatoeba (bel-eng)": 79.54, "Tatoeba (ben-eng)": 89.43, "Tatoeba (ber-eng)": 77.63, "Tatoeba (bos-eng)": 95.86, "Tatoeba (bre-eng)": 31.2, "Tatoeba (bul-eng)": 93.57, "Tatoeba (cat-eng)": 95.8, "Tatoeba (cbk-eng)": 77.17, "Tatoeba (ceb-eng)": 9.93, "Tatoeba (ces-eng)": 95.52, "Tatoeba (cha-eng)": 14.86, "Tatoeba (cmn-eng)": 85.62, "Tatoeba (cor-eng)": 4.45, "Tatoeba (csb-eng)": 27.03, "Tatoeba 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"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, "ToxicConversationsClassification": 66.9, "TweetSentimentExtractionClassification": 58.82}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/LaBSE\">LaBSE</a>", "CDSC-E": 68.91, "PPC": 86.97, "PSC": 97.42, "SICK-E-PL": 63.77, "SprintDuplicateQuestions": 89.26, "TwitterSemEval2015": 62.78, "TwitterURLCorpus": 84.58}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/LaBSE\">LaBSE</a>", "AskUbuntuDupQuestions": 52.75, "MindSmallReranking": 29.81, "SciDocsRR": 68.72, "StackOverflowDupQuestions": 42.42}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/LaBSE\">LaBSE</a>", "ArguAna": 34.18, "ArguAna-PL": 38.52, "CQADupstackAndroidRetrieval": 29.83, "CQADupstackEnglishRetrieval": 14.35, "CQADupstackGamingRetrieval": 29.62, "CQADupstackGisRetrieval": 17.15, "CQADupstackMathematicaRetrieval": 12.05, "CQADupstackPhysicsRetrieval": 19.76, "CQADupstackProgrammersRetrieval": 19.15, "CQADupstackRetrieval": 18.75, "CQADupstackStatsRetrieval": 14.61, "CQADupstackTexRetrieval": 12.65, "CQADupstackUnixRetrieval": 21.34, "CQADupstackWebmastersRetrieval": 21.02, "CQADupstackWordpressRetrieval": 13.48, "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, "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, "TRECCOVID": 16.34, "TRECCOVID-PL": 18.45, "Touche2020": 4.88}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/LaBSE\">LaBSE</a>", "BIOSSES": 78.7, "CDSC-R": 85.53, "SICK-R": 69.99, "SICK-R-PL": 65.9, "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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/LaBSE\">LaBSE</a>", "SummEval": 31.05}]}}, "m3e-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "CLSClusteringP2P": 39.81, "CLSClusteringS2S": 37.34, "ThuNewsClusteringP2P": 59.77, "ThuNewsClusteringS2S": 53.78}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "Cmnli": 69.98, "Ocnli": 58.0}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "CMedQAv1": 77.05, "CMedQAv2": 76.76, "MMarcoReranking": 17.51, "T2Reranking": 66.03}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>"}]}}, "m3e-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "CLSClusteringP2P": 38.6, "CLSClusteringS2S": 38.02, "ThuNewsClusteringP2P": 60.39, "ThuNewsClusteringS2S": 58.51}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "AmazonReviewsClassification (zh)": 44.44, "IFlyTek": 43.96, "JDReview": 86.92, "MassiveIntentClassification (zh-CN)": 67.23, "MassiveScenarioClassification (zh-CN)": 74.88, "MultilingualSentiment": 72.47, "OnlineShopping": 89.59, "TNews": 48.26, "Waimai": 86.08}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "Cmnli": 69.27, "Ocnli": 59.33}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "CMedQAv1": 77.76, "CMedQAv2": 78.27, "MMarcoReranking": 16.46, "T2Reranking": 66.13}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "CmedqaRetrieval": 30.73, "CovidRetrieval": 61.33, "DuRetrieval": 74.69, "EcomRetrieval": 45.18, "MMarcoRetrieval": 61.06, "MedicalRetrieval": 48.66, "T2Retrieval": 72.36, "VideoRetrieval": 44.02}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "AFQMC": 36.53, "ATEC": 41.8, "BQ": 65.2, "LCQMC": 74.2, "PAWSX": 15.95, "QBQTC": 32.65, "STS22 (zh)": 62.91, "STSB": 74.16}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>"}]}}, "msmarco-bert-co-condensor": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "SprintDuplicateQuestions": 96.09, "TwitterSemEval2015": 65.95, "TwitterURLCorpus": 83.17}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "AskUbuntuDupQuestions": 58.99, "MindSmallReranking": 27.13, "SciDocsRR": 72.78, "StackOverflowDupQuestions": 48.48}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "ArguAna": 45.15, "CQADupstackAndroidRetrieval": 41.04, "CQADupstackEnglishRetrieval": 32.16, "CQADupstackGamingRetrieval": 45.07, "CQADupstackGisRetrieval": 25.75, "CQADupstackMathematicaRetrieval": 16.54, "CQADupstackPhysicsRetrieval": 31.07, "CQADupstackProgrammersRetrieval": 25.2, "CQADupstackRetrieval": 27.72, "CQADupstackStatsRetrieval": 24.23, "CQADupstackTexRetrieval": 16.03, "CQADupstackUnixRetrieval": 27.31, "CQADupstackWebmastersRetrieval": 28.0, "CQADupstackWordpressRetrieval": 20.2, "ClimateFEVER": 16.96, "DBPedia": 27.86, "FEVER": 45.68, "FiQA2018": 15.62, "HotpotQA": 35.61, "MSMARCO": 29.57, "NFCorpus": 22.29, "NQ": 29.85, "QuoraRetrieval": 86.51, "SCIDOCS": 10.13, "SciFact": 52.31, "TRECCOVID": 40.54, "Touche2020": 8.57}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "BIOSSES": 77.32, "SICK-R": 72.0, "STS12": 68.19, "STS13": 80.4, "STS14": 74.02, "STS15": 82.57, "STS16": 79.78, "STS17 (en-en)": 85.94, "STS22 (en)": 67.54, "STSBenchmark": 76.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "SummEval": 29.5}]}}, "multilingual-e5-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "BornholmBitextMining": 46.4}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "8TagsClustering": 24.97, "CLSClusteringP2P": 32.41, "CLSClusteringS2S": 36.99, "ThuNewsClusteringP2P": 40.98, "ThuNewsClusteringS2S": 52.36}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "AllegroReviews": 40.85, "AngryTweetsClassification": 54.65, "CBD": 62.66, "DKHateClassification": 63.53, "DalajClassification": 49.86, "DanishPoliticalCommentsClassification": 36.69, "IFlyTek": 44.93, "JDReview": 76.21, "LccSentimentClassification": 59.67, "MassiveIntentClassification (da)": 60.16, "MassiveIntentClassification (nb)": 59.83, "MassiveIntentClassification (sv)": 61.78, "MassiveIntentClassification (pl)": 61.04, "MassiveScenarioClassification (da)": 67.46, "MassiveScenarioClassification (nb)": 66.18, "MassiveScenarioClassification (sv)": 69.15, "MassiveScenarioClassification (pl)": 66.11, "MultilingualSentiment": 65.28, "NoRecClassification": 57.58, "NordicLangClassification": 75.94, "NorwegianParliament": 59.94, "OnlineShopping": 88.4, "PAC": 70.87, "PolEmo2.0-IN": 67.66, "PolEmo2.0-OUT": 43.91, "ScalaDaClassification": 50.79, "ScalaNbClassification": 50.32, "ScalaSvClassification": 50.42, "SweRecClassification": 78.73, "TNews": 47.06, "Waimai": 84.42}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "CDSC-E": 72.67, "Cmnli": 74.51, "Ocnli": 59.63, "PPC": 88.01, "PSC": 99.14, "SICK-E-PL": 68.77}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "CMedQAv1": 65.21, "CMedQAv2": 66.06, "MMarcoReranking": 21.76, "T2Reranking": 64.39}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "ArguAna-PL": 42.81, "CmedqaRetrieval": 27.2, "CovidRetrieval": 73.45, "DBPedia-PL": 30.23, "DuRetrieval": 81.64, "EcomRetrieval": 54.17, "FiQA-PL": 25.52, "HotpotQA-PL": 63.52, "MMarcoRetrieval": 76.04, "MSMARCO-PL": 29.52, "MedicalRetrieval": 48.35, "NFCorpus-PL": 25.98, "NQ-PL": 44.8, "Quora-PL": 81.22, "SCIDOCS-PL": 12.35, "SciFact-PL": 62.11, "T2Retrieval": 70.86, "TRECCOVID-PL": 66.06, "VideoRetrieval": 61.3}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "AFQMC": 29.67, "ATEC": 37.01, "BQ": 45.45, "CDSC-R": 90.08, "LCQMC": 74.15, "PAWSX": 12.14, "QBQTC": 28.81, "SICK-R-PL": 71.23, "STS22 (zh)": 65.64, "STS22 (pl)": 34.07, "STSB": 79.05}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>"}]}}, "multilingual-e5-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "BornholmBitextMining": 44.16}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "8TagsClustering": 33.88, "CLSClusteringP2P": 40.68, "CLSClusteringS2S": 38.59, "ThuNewsClusteringP2P": 58.05, "ThuNewsClusteringS2S": 55.59}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "AllegroReviews": 41.14, "AngryTweetsClassification": 54.95, "CBD": 69.9, "DKHateClassification": 66.02, "DalajClassification": 50.01, "DanishPoliticalCommentsClassification": 38.27, "IFlyTek": 45.47, "JDReview": 80.99, "LccSentimentClassification": 59.6, "MassiveIntentClassification (da)": 60.16, "MassiveIntentClassification (nb)": 59.83, "MassiveIntentClassification (sv)": 61.78, "MassiveIntentClassification (pl)": 65.07, "MassiveScenarioClassification (da)": 67.46, "MassiveScenarioClassification (nb)": 66.18, "MassiveScenarioClassification (sv)": 69.15, "MassiveScenarioClassification (pl)": 69.82, "MultilingualSentiment": 68.58, "NoRecClassification": 62.76, "NordicLangClassification": 82.29, "NorwegianParliament": 60.36, "OnlineShopping": 90.81, "PAC": 70.37, "PolEmo2.0-IN": 77.06, "PolEmo2.0-OUT": 53.38, "ScalaDaClassification": 50.77, "ScalaNbClassification": 50.44, "ScalaSvClassification": 50.6, "SweRecClassification": 80.71, "TNews": 48.38, "Waimai": 85.02}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "CDSC-E": 74.47, "Cmnli": 78.18, "Ocnli": 61.6, "PPC": 92.18, "PSC": 99.39, "SICK-E-PL": 75.96}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "CMedQAv1": 68.25, "CMedQAv2": 68.56, "MMarcoReranking": 21.34, "T2Reranking": 65.83}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "ArguAna-PL": 53.02, "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, "NFCorpus-PL": 30.24, "NQ-PL": 52.79, "Quora-PL": 83.65, "SCIDOCS-PL": 13.81, "SciFact-PL": 65.66, "T2Retrieval": 76.11, "TRECCOVID-PL": 70.03, "VideoRetrieval": 58.25}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "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, "STS22 (zh)": 65.64, "STS22 (pl)": 34.66, "STSB": 81.08}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>"}]}}, "multilingual-e5-small": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "BornholmBitextMining": 43.89}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "8TagsClustering": 23.92, "CLSClusteringP2P": 39.14, "CLSClusteringS2S": 37.79, "ThuNewsClusteringP2P": 55.18, "ThuNewsClusteringS2S": 48.93}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "AllegroReviews": 37.42, "AngryTweetsClassification": 53.57, "CBD": 63.25, "DKHateClassification": 60.73, "DalajClassification": 50.17, "DanishPoliticalCommentsClassification": 34.38, "IFlyTek": 47.35, "JDReview": 79.34, "LccSentimentClassification": 57.87, "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, "ScalaSvClassification": 50.26, "SweRecClassification": 75.6, "TNews": 48.38, "Waimai": 83.9}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "CDSC-E": 69.7, "Cmnli": 72.12, "Ocnli": 60.77, "PPC": 86.72, "PSC": 99.24, "SICK-E-PL": 66.34}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "CMedQAv1": 63.44, "CMedQAv2": 62.41, "MMarcoReranking": 24.33, "T2Reranking": 65.24}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "ArguAna-PL": 37.43, "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, "NFCorpus-PL": 26.48, "NQ-PL": 40.46, "Quora-PL": 78.7, "SCIDOCS-PL": 11.6, "SciFact-PL": 62.76, "T2Retrieval": 71.39, "TRECCOVID-PL": 70.92, "VideoRetrieval": 58.09}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "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, "STS22 (pl)": 35.8, "STSB": 77.73}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>"}]}}, "nb-bert-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>", "BornholmBitextMining": 9.88}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>", "AngryTweetsClassification": 52.14, "DKHateClassification": 61.73, "DalajClassification": 50.33, "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, "ScalaSvClassification": 55.76, "SweRecClassification": 63.93}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}}, "nb-bert-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>", "BornholmBitextMining": 4.53}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>", "AngryTweetsClassification": 52.14, "DKHateClassification": 62.13, "DalajClassification": 50.9, "DanishPoliticalCommentsClassification": 35.04, "LccSentimentClassification": 56.27, "MassiveIntentClassification (da)": 57.03, "MassiveIntentClassification (nb)": 62.68, "MassiveIntentClassification (sv)": 55.02, "MassiveScenarioClassification (da)": 60.43, "MassiveScenarioClassification (nb)": 67.44, "MassiveScenarioClassification (sv)": 57.12, "NoRecClassification": 55.46, "NordicLangClassification": 85.27, "NorwegianParliament": 62.58, "ScalaDaClassification": 62.85, "ScalaNbClassification": 66.97, "ScalaSvClassification": 62.1, "SweRecClassification": 67.7}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}}, "nomic-embed-text-v1.5-64": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "ArxivClusteringP2P": 41.8, "ArxivClusteringS2S": 32.41, "BiorxivClusteringP2P": 34.81, "BiorxivClusteringS2S": 28.59, "MedrxivClusteringP2P": 32.73, "MedrxivClusteringS2S": 29.91, "RedditClustering": 50.31, "RedditClusteringP2P": 56.57, "StackExchangeClustering": 57.99, "StackExchangeClusteringP2P": 33.64, "TwentyNewsgroupsClustering": 44.61}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "AmazonCounterfactualClassification (en)": 66.85, "AmazonPolarityClassification": 85.92, "AmazonReviewsClassification (en)": 41.02, "Banking77Classification": 80.63, "EmotionClassification": 40.55, "ImdbClassification": 76.6, "MTOPDomainClassification (en)": 86.31, "MTOPIntentClassification (en)": 62.77, "MassiveIntentClassification (en)": 64.95, "MassiveScenarioClassification (en)": 70.38, "ToxicConversationsClassification": 66.53, "TweetSentimentExtractionClassification": 55.23}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "SprintDuplicateQuestions": 90.06, "TwitterSemEval2015": 71.68, "TwitterURLCorpus": 85.03}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "AskUbuntuDupQuestions": 60.79, "MindSmallReranking": 29.7, "SciDocsRR": 75.79, "StackOverflowDupQuestions": 47.42}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "ArguAna": 37.16, "CQADupstackAndroidRetrieval": 36.7, "CQADupstackEnglishRetrieval": 36.99, "CQADupstackGamingRetrieval": 45.88, "CQADupstackGisRetrieval": 24.79, "CQADupstackMathematicaRetrieval": 17.64, "CQADupstackPhysicsRetrieval": 35.02, "CQADupstackProgrammersRetrieval": 29.66, "CQADupstackRetrieval": 28.72, "CQADupstackStatsRetrieval": 25.66, "CQADupstackTexRetrieval": 17.65, "CQADupstackUnixRetrieval": 25.73, "CQADupstackWebmastersRetrieval": 27.11, "CQADupstackWordpressRetrieval": 21.86, "ClimateFEVER": 31.48, "DBPedia": 28.19, "FEVER": 70.24, "FiQA2018": 25.78, "HotpotQA": 43.07, "MSMARCO": 35.95, "NFCorpus": 26.03, "NQ": 45.54, "QuoraRetrieval": 85.83, "SCIDOCS": 12.09, "SciFact": 52.71, "TRECCOVID": 67.83, "Touche2020": 23.13}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "BIOSSES": 77.18, "SICK-R": 78.76, "STS12": 77.3, "STS13": 84.18, "STS14": 79.37, "STS15": 84.69, "STS16": 83.36, "STS17 (en-en)": 85.73, "STS22 (en)": 63.83, "STSBenchmark": 83.46}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "SummEval": 28.41}]}}, "nomic-embed-text-v1.5-128": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "ArxivClusteringP2P": 43.87, "ArxivClusteringS2S": 34.57, "BiorxivClusteringP2P": 36.79, "BiorxivClusteringS2S": 30.68, "MedrxivClusteringP2P": 34.09, "MedrxivClusteringS2S": 31.3, "RedditClustering": 53.31, "RedditClusteringP2P": 58.96, "StackExchangeClustering": 59.92, "StackExchangeClusteringP2P": 33.88, "TwentyNewsgroupsClustering": 47.29}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "AmazonCounterfactualClassification (en)": 69.78, "AmazonPolarityClassification": 88.74, "AmazonReviewsClassification (en)": 43.11, "Banking77Classification": 82.78, "EmotionClassification": 42.92, "ImdbClassification": 80.87, "MTOPDomainClassification (en)": 89.61, "MTOPIntentClassification (en)": 68.9, "MassiveIntentClassification (en)": 69.34, "MassiveScenarioClassification (en)": 74.21, "ToxicConversationsClassification": 68.16, "TweetSentimentExtractionClassification": 57.99}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "SprintDuplicateQuestions": 91.45, "TwitterSemEval2015": 73.23, "TwitterURLCorpus": 85.93}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "AskUbuntuDupQuestions": 61.16, "MindSmallReranking": 30.02, "SciDocsRR": 78.05, "StackOverflowDupQuestions": 49.0}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "ArguAna": 43.4, "CQADupstackAndroidRetrieval": 42.88, "CQADupstackEnglishRetrieval": 42.78, "CQADupstackGamingRetrieval": 52.56, "CQADupstackGisRetrieval": 31.86, "CQADupstackMathematicaRetrieval": 23.34, "CQADupstackPhysicsRetrieval": 40.4, "CQADupstackProgrammersRetrieval": 35.51, "CQADupstackRetrieval": 34.67, "CQADupstackStatsRetrieval": 30.96, "CQADupstackTexRetrieval": 23.26, "CQADupstackUnixRetrieval": 32.06, "CQADupstackWebmastersRetrieval": 32.45, "CQADupstackWordpressRetrieval": 28.0, "ClimateFEVER": 36.52, "DBPedia": 36.22, "FEVER": 80.48, "FiQA2018": 32.08, "HotpotQA": 60.09, "MSMARCO": 39.99, "NFCorpus": 30.72, "NQ": 53.62, "QuoraRetrieval": 87.07, "SCIDOCS": 15.56, "SciFact": 64.28, "TRECCOVID": 74.58, "Touche2020": 26.99}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "BIOSSES": 80.19, "SICK-R": 79.09, "STS12": 77.49, "STS13": 85.62, "STS14": 80.5, "STS15": 85.84, "STS16": 83.9, "STS17 (en-en)": 86.27, "STS22 (en)": 64.24, "STSBenchmark": 84.28}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "SummEval": 29.59}]}}, "nomic-embed-text-v1.5-256": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "ArxivClusteringP2P": 44.82, "ArxivClusteringS2S": 35.32, "BiorxivClusteringP2P": 38.19, "BiorxivClusteringS2S": 31.83, "MedrxivClusteringP2P": 34.08, "MedrxivClusteringS2S": 30.98, "RedditClustering": 54.92, "RedditClusteringP2P": 60.23, "StackExchangeClustering": 61.81, "StackExchangeClusteringP2P": 34.03, "TwentyNewsgroupsClustering": 48.56}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "AmazonCounterfactualClassification (en)": 72.94, "AmazonPolarityClassification": 91.35, "AmazonReviewsClassification (en)": 45.73, "Banking77Classification": 83.69, "EmotionClassification": 45.88, "ImdbClassification": 83.99, "MTOPDomainClassification (en)": 91.68, "MTOPIntentClassification (en)": 72.47, "MassiveIntentClassification (en)": 71.76, "MassiveScenarioClassification (en)": 75.67, "ToxicConversationsClassification": 70.87, "TweetSentimentExtractionClassification": 59.2}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "SprintDuplicateQuestions": 92.31, "TwitterSemEval2015": 73.61, "TwitterURLCorpus": 86.34}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "AskUbuntuDupQuestions": 61.34, "MindSmallReranking": 30.04, "SciDocsRR": 79.4, "StackOverflowDupQuestions": 49.95}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "ArguAna": 45.44, "CQADupstackAndroidRetrieval": 45.99, "CQADupstackEnglishRetrieval": 44.97, "CQADupstackGamingRetrieval": 55.46, "CQADupstackGisRetrieval": 35.53, "CQADupstackMathematicaRetrieval": 27.13, "CQADupstackPhysicsRetrieval": 43.3, "CQADupstackProgrammersRetrieval": 39.04, "CQADupstackRetrieval": 37.61, "CQADupstackStatsRetrieval": 33.25, "CQADupstackTexRetrieval": 26.0, "CQADupstackUnixRetrieval": 35.31, "CQADupstackWebmastersRetrieval": 34.47, "CQADupstackWordpressRetrieval": 30.84, "ClimateFEVER": 39.63, "DBPedia": 39.42, "FEVER": 84.4, "FiQA2018": 35.0, "HotpotQA": 67.78, "MSMARCO": 41.38, "NFCorpus": 32.54, "NQ": 57.1, "QuoraRetrieval": 87.65, "SCIDOCS": 16.76, "SciFact": 68.24, "TRECCOVID": 80.65, "Touche2020": 28.49}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "BIOSSES": 81.58, "SICK-R": 79.24, "STS12": 78.16, "STS13": 86.01, "STS14": 81.25, "STS15": 86.51, "STS16": 84.24, "STS17 (en-en)": 86.44, "STS22 (en)": 65.14, "STSBenchmark": 84.8}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "SummEval": 30.05}]}}, "nomic-embed-text-v1.5-512": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "ArxivClusteringP2P": 45.45, "ArxivClusteringS2S": 36.19, "BiorxivClusteringP2P": 38.41, "BiorxivClusteringS2S": 32.28, "MedrxivClusteringP2P": 34.47, "MedrxivClusteringS2S": 31.43, "RedditClustering": 55.9, "RedditClusteringP2P": 60.58, "StackExchangeClustering": 62.94, "StackExchangeClusteringP2P": 33.81, "TwentyNewsgroupsClustering": 49.36}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "AmazonCounterfactualClassification (en)": 74.27, "AmazonPolarityClassification": 91.89, "AmazonReviewsClassification (en)": 46.97, "Banking77Classification": 84.15, "EmotionClassification": 47.73, "ImdbClassification": 85.47, "MTOPDomainClassification (en)": 92.62, "MTOPIntentClassification (en)": 74.27, "MassiveIntentClassification (en)": 73.07, "MassiveScenarioClassification (en)": 76.82, "ToxicConversationsClassification": 71.25, "TweetSentimentExtractionClassification": 60.4}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "SprintDuplicateQuestions": 92.91, "TwitterSemEval2015": 74.3, "TwitterURLCorpus": 86.57}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "AskUbuntuDupQuestions": 61.6, "MindSmallReranking": 30.34, "SciDocsRR": 80.33, "StackOverflowDupQuestions": 50.32}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "ArguAna": 47.45, "CQADupstackAndroidRetrieval": 47.69, "CQADupstackEnglishRetrieval": 46.6, "CQADupstackGamingRetrieval": 57.58, "CQADupstackGisRetrieval": 37.46, "CQADupstackMathematicaRetrieval": 28.77, "CQADupstackPhysicsRetrieval": 44.11, "CQADupstackProgrammersRetrieval": 40.44, "CQADupstackRetrieval": 39.06, "CQADupstackStatsRetrieval": 34.74, "CQADupstackTexRetrieval": 27.41, "CQADupstackUnixRetrieval": 36.24, "CQADupstackWebmastersRetrieval": 35.57, "CQADupstackWordpressRetrieval": 32.1, "ClimateFEVER": 40.7, "DBPedia": 42.96, "FEVER": 85.7, "FiQA2018": 36.92, "HotpotQA": 71.48, "MSMARCO": 42.29, "NFCorpus": 33.31, "NQ": 58.83, "QuoraRetrieval": 87.87, "SCIDOCS": 17.88, "SciFact": 70.12, "TRECCOVID": 82.12, "Touche2020": 29.24}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "BIOSSES": 83.3, "SICK-R": 79.27, "STS12": 78.3, "STS13": 85.81, "STS14": 81.38, "STS15": 86.79, "STS16": 84.56, "STS17 (en-en)": 87.25, "STS22 (en)": 65.24, "STSBenchmark": 85.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "SummEval": 30.47}]}}, "norbert3-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>", "BornholmBitextMining": 6.08}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>", "AngryTweetsClassification": 52.48, "DKHateClassification": 58.78, "DalajClassification": 50.21, "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, "ScalaSvClassification": 55.79, "SweRecClassification": 66.64}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}}, "norbert3-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>", "BornholmBitextMining": 2.9}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>", "AngryTweetsClassification": 49.04, "DKHateClassification": 62.71, "DalajClassification": 49.88, "DanishPoliticalCommentsClassification": 33.53, "LccSentimentClassification": 46.93, "MassiveIntentClassification (da)": 45.98, "MassiveIntentClassification (nb)": 47.42, "MassiveIntentClassification (sv)": 48.47, "MassiveScenarioClassification (da)": 50.51, "MassiveScenarioClassification (nb)": 54.25, "MassiveScenarioClassification (sv)": 50.6, "NoRecClassification": 50.46, "NordicLangClassification": 84.25, "NorwegianParliament": 58.85, "ScalaDaClassification": 60.72, "ScalaNbClassification": 66.79, "ScalaSvClassification": 57.57, "SweRecClassification": 65.81}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}}, "paraphrase-multilingual-MiniLM-L12-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "BUCC (de-en)": 97.11, "BUCC (fr-en)": 94.99, "BUCC (ru-en)": 95.06, "BUCC (zh-en)": 95.63, "Tatoeba (afr-eng)": 58.22, "Tatoeba (amh-eng)": 36.21, "Tatoeba (ang-eng)": 10.24, "Tatoeba (ara-eng)": 87.93, "Tatoeba (arq-eng)": 18.6, "Tatoeba (arz-eng)": 51.26, "Tatoeba (ast-eng)": 62.17, "Tatoeba (awa-eng)": 33.43, "Tatoeba (aze-eng)": 62.1, "Tatoeba (bel-eng)": 67.73, "Tatoeba (ben-eng)": 36.48, "Tatoeba (ber-eng)": 4.43, "Tatoeba (bos-eng)": 93.27, "Tatoeba (bre-eng)": 5.56, "Tatoeba (bul-eng)": 92.65, "Tatoeba (cat-eng)": 94.42, "Tatoeba (cbk-eng)": 55.37, "Tatoeba (ceb-eng)": 8.05, "Tatoeba (ces-eng)": 95.12, "Tatoeba (cha-eng)": 15.98, "Tatoeba (cmn-eng)": 94.93, "Tatoeba (cor-eng)": 3.42, "Tatoeba (csb-eng)": 21.56, "Tatoeba (cym-eng)": 13.25, "Tatoeba (dan-eng)": 94.8, "Tatoeba (deu-eng)": 97.02, "Tatoeba (dsb-eng)": 33.43, "Tatoeba (dtp-eng)": 5.69, "Tatoeba (ell-eng)": 95.43, "Tatoeba (epo-eng)": 41.73, "Tatoeba (est-eng)": 97.33, "Tatoeba (eus-eng)": 23.18, "Tatoeba (fao-eng)": 27.51, "Tatoeba (fin-eng)": 93.1, "Tatoeba (fra-eng)": 91.72, "Tatoeba (fry-eng)": 31.13, "Tatoeba (gla-eng)": 3.61, "Tatoeba (gle-eng)": 11.62, "Tatoeba (glg-eng)": 94.0, "Tatoeba (gsw-eng)": 25.74, "Tatoeba (heb-eng)": 86.88, "Tatoeba (hin-eng)": 97.62, "Tatoeba (hrv-eng)": 95.98, "Tatoeba (hsb-eng)": 36.1, "Tatoeba (hun-eng)": 91.58, "Tatoeba (hye-eng)": 93.28, "Tatoeba (ido-eng)": 40.25, "Tatoeba (ile-eng)": 57.71, "Tatoeba (ina-eng)": 79.13, "Tatoeba (ind-eng)": 92.74, "Tatoeba (isl-eng)": 24.07, "Tatoeba (ita-eng)": 93.05, "Tatoeba (jav-eng)": 17.04, "Tatoeba (jpn-eng)": 90.41, "Tatoeba (kab-eng)": 1.16, "Tatoeba (kat-eng)": 95.44, "Tatoeba (kaz-eng)": 34.89, "Tatoeba (khm-eng)": 32.11, "Tatoeba (kor-eng)": 92.52, "Tatoeba (kur-eng)": 46.94, "Tatoeba (kzj-eng)": 6.24, "Tatoeba (lat-eng)": 19.47, "Tatoeba (lfn-eng)": 47.02, "Tatoeba (lit-eng)": 93.16, "Tatoeba (lvs-eng)": 97.87, "Tatoeba (mal-eng)": 32.2, "Tatoeba (mar-eng)": 92.38, "Tatoeba (max-eng)": 45.25, "Tatoeba (mhr-eng)": 6.89, "Tatoeba (mkd-eng)": 91.0, "Tatoeba (mon-eng)": 95.04, "Tatoeba (nds-eng)": 32.16, "Tatoeba (nld-eng)": 94.58, "Tatoeba (nno-eng)": 76.34, "Tatoeba (nob-eng)": 97.73, "Tatoeba (nov-eng)": 47.99, "Tatoeba (oci-eng)": 38.57, "Tatoeba (orv-eng)": 15.1, "Tatoeba (pam-eng)": 5.41, "Tatoeba (pes-eng)": 92.59, "Tatoeba (pms-eng)": 30.7, "Tatoeba (pol-eng)": 94.28, "Tatoeba (por-eng)": 92.13, "Tatoeba (ron-eng)": 95.3, "Tatoeba (rus-eng)": 91.87, "Tatoeba (slk-eng)": 95.15, "Tatoeba (slv-eng)": 96.92, "Tatoeba (spa-eng)": 95.42, "Tatoeba (sqi-eng)": 98.17, "Tatoeba (srp-eng)": 92.24, "Tatoeba (swe-eng)": 94.42, "Tatoeba (swg-eng)": 26.31, "Tatoeba (swh-eng)": 14.48, "Tatoeba (tam-eng)": 24.64, "Tatoeba (tat-eng)": 10.25, "Tatoeba (tel-eng)": 36.4, "Tatoeba (tgl-eng)": 13.09, "Tatoeba (tha-eng)": 96.72, "Tatoeba (tuk-eng)": 15.16, "Tatoeba (tur-eng)": 95.08, "Tatoeba (tzl-eng)": 25.46, "Tatoeba (uig-eng)": 24.39, "Tatoeba (ukr-eng)": 92.82, "Tatoeba (urd-eng)": 94.57, "Tatoeba (uzb-eng)": 17.14, "Tatoeba (vie-eng)": 95.12, "Tatoeba (war-eng)": 7.25, "Tatoeba (wuu-eng)": 76.0, "Tatoeba (xho-eng)": 4.52, "Tatoeba (yid-eng)": 14.38, "Tatoeba (yue-eng)": 71.45, "Tatoeba (zsm-eng)": 95.31}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "8TagsClustering": 23.24, "ArxivClusteringP2P": 38.33, "ArxivClusteringS2S": 31.55, "BiorxivClusteringP2P": 33.49, "BiorxivClusteringS2S": 29.44, "BlurbsClusteringP2P": 32.46, "BlurbsClusteringS2S": 14.33, "MedrxivClusteringP2P": 31.52, "MedrxivClusteringS2S": 30.87, "RedditClustering": 42.02, "RedditClusteringP2P": 50.73, "StackExchangeClustering": 49.6, "StackExchangeClusteringP2P": 31.69, "TenKGnadClusteringP2P": 36.13, "TenKGnadClusteringS2S": 22.26, "TwentyNewsgroupsClustering": 39.28}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "AllegroReviews": 30.88, "AmazonCounterfactualClassification (de)": 68.35, "AmazonCounterfactualClassification (en)": 71.57, "AmazonCounterfactualClassification (en-ext)": 69.99, "AmazonCounterfactualClassification (ja)": 63.45, "AmazonPolarityClassification": 69.21, "AmazonReviewsClassification (de)": 35.91, "AmazonReviewsClassification (en)": 35.11, "AmazonReviewsClassification (es)": 37.49, "AmazonReviewsClassification (fr)": 35.3, "AmazonReviewsClassification (ja)": 33.24, "AmazonReviewsClassification (zh)": 35.26, "Banking77Classification": 79.77, "CBD": 57.68, "EmotionClassification": 42.37, "ImdbClassification": 60.46, "MTOPDomainClassification (de)": 79.2, "MTOPDomainClassification (en)": 87.06, "MTOPDomainClassification (es)": 83.04, "MTOPDomainClassification (fr)": 78.63, "MTOPDomainClassification (hi)": 81.36, "MTOPDomainClassification (th)": 79.99, "MTOPIntentClassification (de)": 54.23, "MTOPIntentClassification (en)": 65.52, "MTOPIntentClassification (es)": 60.28, "MTOPIntentClassification (fr)": 54.05, "MTOPIntentClassification (hi)": 59.9, "MTOPIntentClassification (th)": 61.96, "MassiveIntentClassification (pl)": 59.43, "MassiveScenarioClassification (pl)": 65.04, "PAC": 65.76, "PolEmo2.0-IN": 57.76, "PolEmo2.0-OUT": 28.7, "ToxicConversationsClassification": 66.07, "TweetSentimentExtractionClassification": 56.12}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "CDSC-E": 72.22, "PPC": 91.8, "PSC": 97.14, "SICK-E-PL": 71.94, "SprintDuplicateQuestions": 89.46, "TwitterSemEval2015": 62.06, "TwitterURLCorpus": 83.83}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "AskUbuntuDupQuestions": 60.49, "MindSmallReranking": 30.37, "SciDocsRR": 77.78, "StackOverflowDupQuestions": 45.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "ArguAna": 44.88, "ArguAna-PL": 37.83, "CQADupstackAndroidRetrieval": 40.65, "CQADupstackEnglishRetrieval": 35.66, "CQADupstackGamingRetrieval": 44.33, "CQADupstackGisRetrieval": 28.04, "CQADupstackMathematicaRetrieval": 21.44, "CQADupstackPhysicsRetrieval": 34.74, "CQADupstackProgrammersRetrieval": 32.58, "CQADupstackRetrieval": 30.7, "CQADupstackStatsRetrieval": 24.64, "CQADupstackTexRetrieval": 20.5, "CQADupstackUnixRetrieval": 32.17, "CQADupstackWebmastersRetrieval": 30.7, "CQADupstackWordpressRetrieval": 23.02, "ClimateFEVER": 18.49, "DBPedia": 22.63, "DBPedia-PL": 18.0, "FEVER": 52.66, "FiQA-PL": 12.49, "FiQA2018": 20.33, "HotpotQA": 30.01, "HotpotQA-PL": 22.76, "MSMARCO": 23.72, "MSMARCO-PL": 10.39, "NFCorpus": 23.45, "NFCorpus-PL": 17.16, "NQ": 29.8, "NQ-PL": 12.56, "Quora-PL": 77.18, "QuoraRetrieval": 86.55, "SCIDOCS": 0.03, "SCIDOCS-PL": 10.26, "SciFact": 48.37, "SciFact-PL": 40.24, "TRECCOVID": 39.12, "TRECCOVID-PL": 34.38, "Touche2020": 16.06}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "BIOSSES": 74.18, "CDSC-R": 88.98, "SICK-R": 79.61, "SICK-R-PL": 68.77, "STS12": 76.02, "STS13": 80.7, "STS14": 78.85, "STS15": 85.84, "STS16": 81.05, "STS17 (ar-ar)": 79.16, "STS17 (en-ar)": 81.22, "STS17 (en-de)": 84.22, "STS17 (en-en)": 86.87, "STS17 (en-tr)": 76.74, "STS17 (es-en)": 84.44, "STS17 (es-es)": 85.56, "STS17 (fr-en)": 76.59, "STS17 (it-en)": 82.35, "STS17 (ko-ko)": 77.03, "STS17 (nl-en)": 81.71, "STS22 (pl)": 33.73, "STSBenchmark": 84.42}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "SummEval": 30.67}]}}, "paraphrase-multilingual-mpnet-base-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "BUCC (de-en)": 98.59, "BUCC (fr-en)": 96.89, "BUCC (ru-en)": 96.44, "BUCC (zh-en)": 97.56, "Tatoeba (afr-eng)": 72.96, "Tatoeba (amh-eng)": 53.49, "Tatoeba (ang-eng)": 16.72, "Tatoeba (ara-eng)": 90.19, "Tatoeba (arq-eng)": 19.84, "Tatoeba (arz-eng)": 55.69, "Tatoeba (ast-eng)": 70.08, "Tatoeba (awa-eng)": 42.83, "Tatoeba (aze-eng)": 76.36, "Tatoeba (bel-eng)": 79.94, "Tatoeba (ben-eng)": 64.9, "Tatoeba (ber-eng)": 4.88, "Tatoeba (bos-eng)": 94.02, "Tatoeba (bre-eng)": 6.42, "Tatoeba (bul-eng)": 93.52, "Tatoeba (cat-eng)": 96.05, "Tatoeba (cbk-eng)": 58.68, "Tatoeba (ceb-eng)": 7.39, "Tatoeba (ces-eng)": 95.73, "Tatoeba (cha-eng)": 12.59, "Tatoeba (cmn-eng)": 95.83, "Tatoeba (cor-eng)": 3.53, "Tatoeba (csb-eng)": 23.73, "Tatoeba (cym-eng)": 22.31, "Tatoeba (dan-eng)": 96.17, "Tatoeba (deu-eng)": 97.73, "Tatoeba (dsb-eng)": 36.85, "Tatoeba (dtp-eng)": 5.03, "Tatoeba (ell-eng)": 94.93, "Tatoeba (epo-eng)": 55.12, "Tatoeba (est-eng)": 98.4, "Tatoeba (eus-eng)": 31.33, "Tatoeba (fao-eng)": 38.24, "Tatoeba (fin-eng)": 95.92, "Tatoeba (fra-eng)": 93.12, "Tatoeba (fry-eng)": 43.54, "Tatoeba (gla-eng)": 4.72, "Tatoeba (gle-eng)": 16.85, "Tatoeba (glg-eng)": 95.32, "Tatoeba (gsw-eng)": 25.12, "Tatoeba (heb-eng)": 88.26, "Tatoeba (hin-eng)": 97.75, "Tatoeba (hrv-eng)": 97.0, "Tatoeba (hsb-eng)": 44.32, "Tatoeba (hun-eng)": 94.18, "Tatoeba (hye-eng)": 94.38, "Tatoeba (ido-eng)": 43.91, "Tatoeba (ile-eng)": 60.36, "Tatoeba (ina-eng)": 84.32, "Tatoeba (ind-eng)": 93.5, "Tatoeba (isl-eng)": 59.25, "Tatoeba (ita-eng)": 93.76, "Tatoeba (jav-eng)": 23.39, "Tatoeba (jpn-eng)": 92.51, "Tatoeba (kab-eng)": 1.41, "Tatoeba (kat-eng)": 95.46, "Tatoeba (kaz-eng)": 61.49, "Tatoeba (khm-eng)": 58.8, "Tatoeba (kor-eng)": 93.07, "Tatoeba (kur-eng)": 61.44, "Tatoeba (kzj-eng)": 5.88, "Tatoeba (lat-eng)": 24.25, "Tatoeba (lfn-eng)": 49.56, "Tatoeba (lit-eng)": 95.37, "Tatoeba (lvs-eng)": 97.53, "Tatoeba (mal-eng)": 88.46, "Tatoeba (mar-eng)": 93.83, "Tatoeba (max-eng)": 48.77, "Tatoeba (mhr-eng)": 7.57, "Tatoeba (mkd-eng)": 93.02, "Tatoeba (mon-eng)": 96.14, "Tatoeba (nds-eng)": 38.88, "Tatoeba (nld-eng)": 95.5, "Tatoeba (nno-eng)": 81.41, "Tatoeba (nob-eng)": 98.53, "Tatoeba (nov-eng)": 50.23, "Tatoeba (oci-eng)": 43.49, "Tatoeba (orv-eng)": 23.77, "Tatoeba (pam-eng)": 5.39, "Tatoeba (pes-eng)": 93.47, "Tatoeba (pms-eng)": 34.19, "Tatoeba (pol-eng)": 96.95, "Tatoeba (por-eng)": 93.02, "Tatoeba (ron-eng)": 96.43, "Tatoeba (rus-eng)": 92.92, "Tatoeba (slk-eng)": 96.62, "Tatoeba (slv-eng)": 97.08, "Tatoeba (spa-eng)": 97.0, "Tatoeba (sqi-eng)": 98.57, "Tatoeba (srp-eng)": 94.12, "Tatoeba (swe-eng)": 95.45, "Tatoeba (swg-eng)": 22.8, "Tatoeba (swh-eng)": 16.02, "Tatoeba (tam-eng)": 73.6, "Tatoeba (tat-eng)": 10.89, "Tatoeba (tel-eng)": 79.73, "Tatoeba (tgl-eng)": 17.67, "Tatoeba (tha-eng)": 95.99, "Tatoeba (tuk-eng)": 14.91, "Tatoeba (tur-eng)": 96.17, "Tatoeba (tzl-eng)": 34.21, "Tatoeba (uig-eng)": 48.35, "Tatoeba (ukr-eng)": 92.67, "Tatoeba (urd-eng)": 95.12, "Tatoeba (uzb-eng)": 23.19, "Tatoeba (vie-eng)": 97.23, "Tatoeba (war-eng)": 7.42, "Tatoeba (wuu-eng)": 78.25, "Tatoeba (xho-eng)": 6.53, "Tatoeba (yid-eng)": 30.73, "Tatoeba (yue-eng)": 77.58, "Tatoeba (zsm-eng)": 95.8}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "8TagsClustering": 25.62, "ArxivClusteringP2P": 37.78, "ArxivClusteringS2S": 31.68, "BiorxivClusteringP2P": 33.09, "BiorxivClusteringS2S": 29.6, "BlurbsClusteringP2P": 34.38, "BlurbsClusteringS2S": 15.81, "MedrxivClusteringP2P": 31.96, "MedrxivClusteringS2S": 31.7, "RedditClustering": 45.24, "RedditClusteringP2P": 51.31, "StackExchangeClustering": 52.98, "StackExchangeClusteringP2P": 32.94, "TenKGnadClusteringP2P": 35.96, "TenKGnadClusteringS2S": 22.0, "TwentyNewsgroupsClustering": 44.1}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "AllegroReviews": 33.86, "AmazonCounterfactualClassification (de)": 69.95, "AmazonCounterfactualClassification (en)": 75.81, "AmazonCounterfactualClassification (en-ext)": 76.23, "AmazonCounterfactualClassification (ja)": 69.79, "AmazonPolarityClassification": 76.41, "AmazonReviewsClassification (de)": 39.52, "AmazonReviewsClassification (en)": 38.51, "AmazonReviewsClassification (es)": 39.99, "AmazonReviewsClassification (fr)": 39.0, "AmazonReviewsClassification (ja)": 36.64, "AmazonReviewsClassification (zh)": 37.74, "Banking77Classification": 81.07, "CBD": 65.0, "EmotionClassification": 45.83, "ImdbClassification": 64.57, "MTOPDomainClassification (de)": 85.73, "MTOPDomainClassification (en)": 89.24, "MTOPDomainClassification (es)": 86.96, "MTOPDomainClassification (fr)": 81.21, "MTOPDomainClassification (hi)": 84.76, "MTOPDomainClassification (th)": 82.51, "MTOPIntentClassification (de)": 61.27, "MTOPIntentClassification (en)": 68.69, "MTOPIntentClassification (es)": 66.59, "MTOPIntentClassification (fr)": 59.76, "MTOPIntentClassification (hi)": 62.37, "MTOPIntentClassification (th)": 64.8, "MassiveIntentClassification (pl)": 64.29, "MassiveScenarioClassification (pl)": 68.98, "PAC": 63.76, "PolEmo2.0-IN": 62.78, "PolEmo2.0-OUT": 19.98, "ToxicConversationsClassification": 71.02, "TweetSentimentExtractionClassification": 59.03}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "CDSC-E": 75.76, "PPC": 93.67, "PSC": 98.26, "SICK-E-PL": 77.22, "SprintDuplicateQuestions": 90.55, "TwitterSemEval2015": 66.75, "TwitterURLCorpus": 85.14}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "AskUbuntuDupQuestions": 60.16, "MindSmallReranking": 30.15, "SciDocsRR": 78.09, "StackOverflowDupQuestions": 46.79}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "ArguAna": 48.91, "ArguAna-PL": 42.62, "CQADupstackAndroidRetrieval": 42.78, "CQADupstackEnglishRetrieval": 35.83, "CQADupstackGamingRetrieval": 44.84, "CQADupstackGisRetrieval": 27.33, "CQADupstackMathematicaRetrieval": 22.91, "CQADupstackPhysicsRetrieval": 34.89, "CQADupstackProgrammersRetrieval": 34.46, "CQADupstackRetrieval": 31.32, "CQADupstackStatsRetrieval": 24.95, "CQADupstackTexRetrieval": 20.61, "CQADupstackUnixRetrieval": 31.5, "CQADupstackWebmastersRetrieval": 30.66, "CQADupstackWordpressRetrieval": 25.01, "ClimateFEVER": 15.27, "DBPedia": 26.22, "DBPedia-PL": 20.18, "FEVER": 56.76, "FiQA-PL": 14.68, "FiQA2018": 22.96, "HotpotQA": 37.03, "HotpotQA-PL": 29.36, "MSMARCO": 26.6, "MSMARCO-PL": 12.45, "NFCorpus": 25.49, "NFCorpus-PL": 18.53, "NQ": 33.6, "NQ-PL": 15.64, "Quora-PL": 79.18, "QuoraRetrieval": 86.4, "SCIDOCS": 13.97, "SCIDOCS-PL": 11.18, "SciFact": 50.3, "SciFact-PL": 41.53, "TRECCOVID": 37.87, "TRECCOVID-PL": 35.38, "Touche2020": 17.4}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "BIOSSES": 76.27, "CDSC-R": 88.8, "SICK-R": 79.62, "SICK-R-PL": 73.13, "STS12": 77.9, "STS13": 85.11, "STS14": 80.81, "STS15": 87.48, "STS16": 83.2, "STS17 (ar-ar)": 79.1, "STS17 (en-ar)": 80.85, "STS17 (en-de)": 83.28, "STS17 (en-en)": 86.99, "STS17 (en-tr)": 74.9, "STS17 (es-en)": 86.11, "STS17 (es-es)": 85.14, "STS17 (fr-en)": 81.17, "STS17 (it-en)": 84.24, "STS17 (ko-ko)": 83.41, "STS17 (nl-en)": 82.51, "STS22 (pl)": 33.64, "STSBenchmark": 86.82}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "SummEval": 31.57}]}}, "sentence-bert-swedish-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>", "BornholmBitextMining": 14.08}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>", "AngryTweetsClassification": 44.46, "DKHateClassification": 59.36, "DalajClassification": 50.11, "DanishPoliticalCommentsClassification": 28.32, "LccSentimentClassification": 47.2, "MassiveIntentClassification (da)": 42.84, "MassiveIntentClassification (nb)": 42.74, "MassiveIntentClassification (sv)": 69.11, "MassiveScenarioClassification (da)": 49.64, "MassiveScenarioClassification (nb)": 49.49, "MassiveScenarioClassification (sv)": 75.96, "NoRecClassification": 43.53, "NordicLangClassification": 51.45, "NorwegianParliament": 55.74, "ScalaDaClassification": 50.12, "ScalaNbClassification": 50.34, "ScalaSvClassification": 49.84, "SweRecClassification": 71.41}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}}, "sentence-t5-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-base\">sentence-t5-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-base\">sentence-t5-base</a>", "ArxivClusteringP2P": 39.28, "ArxivClusteringS2S": 27.26, "BiorxivClusteringP2P": 33.99, "BiorxivClusteringS2S": 22.92, "BlurbsClusteringP2P": 30.59, "BlurbsClusteringS2S": 11.57, "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-base\">sentence-t5-base</a>", "AmazonCounterfactualClassification (de)": 69.98, "AmazonCounterfactualClassification (en)": 75.82, "AmazonCounterfactualClassification (en-ext)": 76.81, "AmazonCounterfactualClassification (ja)": 46.05, "AmazonPolarityClassification": 85.12, "AmazonReviewsClassification (de)": 37.9, "AmazonReviewsClassification (en)": 44.94, "AmazonReviewsClassification (es)": 37.33, "AmazonReviewsClassification (fr)": 37.35, "AmazonReviewsClassification (ja)": 22.29, "AmazonReviewsClassification (zh)": 21.53, "Banking77Classification": 76.48, "EmotionClassification": 51.35, "ImdbClassification": 77.34, "MTOPDomainClassification (de)": 76.98, "MTOPDomainClassification (en)": 90.34, "MTOPDomainClassification (es)": 73.61, "MTOPDomainClassification (fr)": 75.03, "MTOPDomainClassification (hi)": 21.4, "MTOPDomainClassification (th)": 16.21, "MTOPIntentClassification (de)": 44.43, "MTOPIntentClassification (en)": 63.32, "MTOPIntentClassification (es)": 42.03, "MTOPIntentClassification (fr)": 43.85, "MTOPIntentClassification (hi)": 3.8, "MTOPIntentClassification (th)": 5.21, "MassiveIntentClassification (af)": 34.32, "MassiveIntentClassification (am)": 2.38, "MassiveIntentClassification (ar)": 4.53, "MassiveIntentClassification (az)": 31.76, "MassiveIntentClassification (bn)": 2.58, "MassiveIntentClassification (cy)": 28.94, "MassiveIntentClassification (da)": 38.82, "MassiveIntentClassification (de)": 45.23, "MassiveIntentClassification (el)": 10.05, "MassiveIntentClassification (en)": 69.74, "MassiveIntentClassification (es)": 45.32, "MassiveIntentClassification (fa)": 3.58, "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, 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href=\"https://huggingface.co/sentence-transformers/sentence-t5-base\">sentence-t5-base</a>", "ArguAna": 44.85, "CQADupstackAndroidRetrieval": 46.18, "CQADupstackEnglishRetrieval": 37.03, "CQADupstackGamingRetrieval": 53.95, "CQADupstackGisRetrieval": 32.34, "CQADupstackMathematicaRetrieval": 24.7, "CQADupstackPhysicsRetrieval": 38.8, "CQADupstackProgrammersRetrieval": 40.16, "CQADupstackRetrieval": 35.23, "CQADupstackStatsRetrieval": 29.37, "CQADupstackTexRetrieval": 23.04, "CQADupstackUnixRetrieval": 34.96, "CQADupstackWebmastersRetrieval": 35.64, "CQADupstackWordpressRetrieval": 26.61, "ClimateFEVER": 10.37, "DBPedia": 27.77, "FEVER": 26.17, "FiQA2018": 34.83, "HotpotQA": 33.2, "MSMARCO": 20.7, "NFCorpus": 28.65, "NQ": 36.32, "QuoraRetrieval": 85.49, "SCIDOCS": 14.15, "SciFact": 45.76, "TRECCOVID": 40.7, "Touche2020": 20.3}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-base\">sentence-t5-base</a>", "BIOSSES": 75.89, "SICK-R": 80.18, "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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: 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"MassiveScenarioClassification (el)": 17.19, "MassiveScenarioClassification (en)": 73.16, "MassiveScenarioClassification (es)": 59.56, "MassiveScenarioClassification (fa)": 6.5, "MassiveScenarioClassification (fi)": 41.72, "MassiveScenarioClassification (fr)": 63.6, "MassiveScenarioClassification (he)": 7.93, "MassiveScenarioClassification (hi)": 7.85, "MassiveScenarioClassification (hu)": 41.37, "MassiveScenarioClassification (hy)": 9.42, "MassiveScenarioClassification (id)": 44.88, "MassiveScenarioClassification (is)": 40.86, "MassiveScenarioClassification (it)": 60.09, "MassiveScenarioClassification (ja)": 6.56, "MassiveScenarioClassification (jv)": 40.18, "MassiveScenarioClassification (ka)": 7.37, "MassiveScenarioClassification (km)": 9.56, "MassiveScenarioClassification (kn)": 8.4, "MassiveScenarioClassification (ko)": 5.96, "MassiveScenarioClassification (lv)": 41.44, "MassiveScenarioClassification (ml)": 7.47, "MassiveScenarioClassification (mn)": 25.36, 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"TweetSentimentExtractionClassification": 62.33}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-large\">sentence-t5-large</a>", "SprintDuplicateQuestions": 89.01, "TwitterSemEval2015": 79.75, "TwitterURLCorpus": 86.14}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-large\">sentence-t5-large</a>", "AskUbuntuDupQuestions": 61.51, "MindSmallReranking": 30.27, "SciDocsRR": 74.88, "StackOverflowDupQuestions": 49.34}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-large\">sentence-t5-large</a>", "ArguAna": 39.27, "CQADupstackAndroidRetrieval": 50.35, "CQADupstackEnglishRetrieval": 42.09, "CQADupstackGamingRetrieval": 58.4, 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href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "BUCC (de-en)": 95.04, "BUCC (fr-en)": 94.96, "BUCC (ru-en)": 8.33, "BUCC (zh-en)": 1.3, "Tatoeba (afr-eng)": 41.84, "Tatoeba (amh-eng)": 0.03, "Tatoeba (ang-eng)": 37.87, "Tatoeba (ara-eng)": 0.61, "Tatoeba (arq-eng)": 0.74, "Tatoeba (arz-eng)": 0.42, "Tatoeba (ast-eng)": 65.41, "Tatoeba (awa-eng)": 1.46, "Tatoeba (aze-eng)": 8.79, "Tatoeba (bel-eng)": 5.76, "Tatoeba (ben-eng)": 0.01, "Tatoeba (ber-eng)": 5.92, "Tatoeba (bos-eng)": 16.12, "Tatoeba (bre-eng)": 6.12, "Tatoeba (bul-eng)": 9.06, "Tatoeba (cat-eng)": 57.4, "Tatoeba (cbk-eng)": 57.68, "Tatoeba (ceb-eng)": 12.56, "Tatoeba (ces-eng)": 9.47, "Tatoeba (cha-eng)": 27.13, "Tatoeba (cmn-eng)": 1.82, "Tatoeba (cor-eng)": 3.87, "Tatoeba (csb-eng)": 14.41, "Tatoeba (cym-eng)": 6.69, "Tatoeba (dan-eng)": 54.87, "Tatoeba (deu-eng)": 93.72, "Tatoeba (dsb-eng)": 14.74, "Tatoeba (dtp-eng)": 5.84, "Tatoeba (ell-eng)": 0.6, "Tatoeba (epo-eng)": 30.8, "Tatoeba (est-eng)": 5.39, "Tatoeba (eus-eng)": 11.9, "Tatoeba (fao-eng)": 28.08, "Tatoeba (fin-eng)": 6.81, "Tatoeba (fra-eng)": 85.29, "Tatoeba (fry-eng)": 38.68, "Tatoeba (gla-eng)": 2.96, "Tatoeba (gle-eng)": 3.74, "Tatoeba (glg-eng)": 70.0, "Tatoeba (gsw-eng)": 30.49, "Tatoeba (heb-eng)": 0.87, "Tatoeba (hin-eng)": 0.1, "Tatoeba (hrv-eng)": 17.43, "Tatoeba (hsb-eng)": 14.69, "Tatoeba (hun-eng)": 7.28, "Tatoeba (hye-eng)": 0.77, "Tatoeba (ido-eng)": 46.65, "Tatoeba (ile-eng)": 59.43, "Tatoeba (ina-eng)": 82.71, "Tatoeba (ind-eng)": 37.26, "Tatoeba (isl-eng)": 11.21, "Tatoeba (ita-eng)": 79.77, "Tatoeba (jav-eng)": 7.81, "Tatoeba (jpn-eng)": 0.91, "Tatoeba (kab-eng)": 2.23, "Tatoeba (kat-eng)": 1.48, "Tatoeba (kaz-eng)": 1.77, "Tatoeba (khm-eng)": 0.38, "Tatoeba (kor-eng)": 1.96, "Tatoeba (kur-eng)": 12.11, "Tatoeba (kzj-eng)": 6.13, "Tatoeba (lat-eng)": 27.84, "Tatoeba (lfn-eng)": 45.89, "Tatoeba (lit-eng)": 5.94, "Tatoeba (lvs-eng)": 8.11, "Tatoeba (mal-eng)": 0.59, "Tatoeba (mar-eng)": 0.03, "Tatoeba (max-eng)": 21.7, "Tatoeba (mhr-eng)": 0.68, "Tatoeba (mkd-eng)": 5.92, "Tatoeba (mon-eng)": 2.39, "Tatoeba (nds-eng)": 45.04, "Tatoeba (nld-eng)": 64.75, "Tatoeba (nno-eng)": 36.74, "Tatoeba (nob-eng)": 54.77, "Tatoeba (nov-eng)": 57.12, "Tatoeba (oci-eng)": 34.39, "Tatoeba (orv-eng)": 2.04, "Tatoeba (pam-eng)": 8.34, "Tatoeba (pes-eng)": 0.87, "Tatoeba (pms-eng)": 38.06, "Tatoeba (pol-eng)": 28.35, "Tatoeba (por-eng)": 83.61, "Tatoeba (ron-eng)": 65.27, "Tatoeba (rus-eng)": 30.42, "Tatoeba (slk-eng)": 13.19, "Tatoeba (slv-eng)": 13.49, "Tatoeba (spa-eng)": 89.18, "Tatoeba (sqi-eng)": 14.66, "Tatoeba (srp-eng)": 13.24, "Tatoeba (swe-eng)": 60.67, "Tatoeba (swg-eng)": 34.76, "Tatoeba (swh-eng)": 8.07, "Tatoeba (tam-eng)": 0.36, "Tatoeba (tat-eng)": 1.46, "Tatoeba (tel-eng)": 0.67, "Tatoeba (tgl-eng)": 25.22, "Tatoeba (tha-eng)": 1.58, "Tatoeba (tuk-eng)": 4.99, "Tatoeba (tur-eng)": 7.72, "Tatoeba (tzl-eng)": 38.49, "Tatoeba (uig-eng)": 0.87, "Tatoeba (ukr-eng)": 9.12, "Tatoeba (urd-eng)": 0.0, "Tatoeba (uzb-eng)": 5.48, "Tatoeba (vie-eng)": 8.45, "Tatoeba (war-eng)": 13.75, "Tatoeba (wuu-eng)": 1.44, "Tatoeba (xho-eng)": 9.15, "Tatoeba (yid-eng)": 0.28, "Tatoeba (yue-eng)": 0.98, "Tatoeba (zsm-eng)": 35.71}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "ArxivClusteringP2P": 41.62, "ArxivClusteringS2S": 31.17, "BiorxivClusteringP2P": 36.43, "BiorxivClusteringS2S": 26.47, "MedrxivClusteringP2P": 32.3, "MedrxivClusteringS2S": 26.93, "RedditClustering": 57.03, "RedditClusteringP2P": 62.34, "StackExchangeClustering": 67.13, "StackExchangeClusteringP2P": 34.79, "TwentyNewsgroupsClustering": 49.53}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "AmazonCounterfactualClassification (de)": 67.01, "AmazonCounterfactualClassification (en)": 76.01, "AmazonCounterfactualClassification (en-ext)": 77.29, "AmazonCounterfactualClassification (ja)": 45.61, "AmazonPolarityClassification": 93.17, "AmazonReviewsClassification (de)": 44.05, "AmazonReviewsClassification (en)": 48.18, "AmazonReviewsClassification (es)": 45.01, "AmazonReviewsClassification (fr)": 43.52, "AmazonReviewsClassification (ja)": 22.23, "AmazonReviewsClassification (zh)": 21.88, "Banking77Classification": 80.88, "EmotionClassification": 51.95, "ImdbClassification": 87.54, "MTOPDomainClassification (de)": 83.28, "MTOPDomainClassification (en)": 90.73, "MTOPDomainClassification (es)": 85.32, "MTOPDomainClassification (fr)": 85.14, "MTOPDomainClassification (hi)": 20.85, "MTOPDomainClassification (th)": 15.62, "MTOPIntentClassification (de)": 54.65, "MTOPIntentClassification (en)": 68.15, "MTOPIntentClassification (es)": 57.38, "MTOPIntentClassification (fr)": 54.39, "MTOPIntentClassification (hi)": 3.28, "MTOPIntentClassification (th)": 5.08, "MassiveIntentClassification (af)": 40.17, "MassiveIntentClassification (am)": 2.18, "MassiveIntentClassification (ar)": 4.18, "MassiveIntentClassification (az)": 30.02, "MassiveIntentClassification (bn)": 2.6, "MassiveIntentClassification (cy)": 29.15, "MassiveIntentClassification (da)": 47.69, "MassiveIntentClassification (de)": 57.43, "MassiveIntentClassification (el)": 9.96, "MassiveIntentClassification (en)": 72.09, "MassiveIntentClassification (es)": 57.97, "MassiveIntentClassification (fa)": 3.6, "MassiveIntentClassification (fi)": 34.02, "MassiveIntentClassification (fr)": 60.99, "MassiveIntentClassification (he)": 2.51, "MassiveIntentClassification (hi)": 3.02, "MassiveIntentClassification (hu)": 31.66, "MassiveIntentClassification (hy)": 3.32, "MassiveIntentClassification (id)": 41.53, "MassiveIntentClassification (is)": 30.25, "MassiveIntentClassification (it)": 56.57, "MassiveIntentClassification (ja)": 3.5, "MassiveIntentClassification (jv)": 31.67, "MassiveIntentClassification (ka)": 2.79, "MassiveIntentClassification (km)": 5.43, "MassiveIntentClassification (kn)": 2.79, "MassiveIntentClassification (ko)": 2.67, "MassiveIntentClassification (lv)": 34.25, "MassiveIntentClassification (ml)": 2.98, "MassiveIntentClassification (mn)": 20.99, "MassiveIntentClassification (ms)": 37.43, "MassiveIntentClassification (my)": 4.02, "MassiveIntentClassification (nb)": 45.91, "MassiveIntentClassification (nl)": 50.51, "MassiveIntentClassification (pl)": 43.95, "MassiveIntentClassification (pt)": 57.95, "MassiveIntentClassification (ro)": 49.37, "MassiveIntentClassification (ru)": 33.46, "MassiveIntentClassification (sl)": 36.33, "MassiveIntentClassification (sq)": 37.65, "MassiveIntentClassification (sv)": 46.35, "MassiveIntentClassification (sw)": 30.6, "MassiveIntentClassification (ta)": 1.79, "MassiveIntentClassification (te)": 2.26, "MassiveIntentClassification (th)": 4.02, "MassiveIntentClassification (tl)": 38.92, "MassiveIntentClassification (tr)": 32.05, "MassiveIntentClassification (ur)": 2.7, "MassiveIntentClassification (vi)": 21.47, "MassiveIntentClassification (zh-CN)": 0.59, "MassiveIntentClassification (zh-TW)": 3.24, "MassiveScenarioClassification (af)": 50.81, "MassiveScenarioClassification (am)": 6.95, "MassiveScenarioClassification (ar)": 12.32, "MassiveScenarioClassification (az)": 38.79, "MassiveScenarioClassification (bn)": 8.0, "MassiveScenarioClassification (cy)": 33.91, "MassiveScenarioClassification (da)": 55.79, "MassiveScenarioClassification (de)": 65.33, "MassiveScenarioClassification (el)": 16.89, "MassiveScenarioClassification (en)": 73.26, "MassiveScenarioClassification (es)": 62.52, "MassiveScenarioClassification (fa)": 6.08, "MassiveScenarioClassification (fi)": 43.34, "MassiveScenarioClassification (fr)": 66.42, "MassiveScenarioClassification (he)": 7.55, "MassiveScenarioClassification (hi)": 7.44, "MassiveScenarioClassification (hu)": 40.85, "MassiveScenarioClassification (hy)": 9.25, "MassiveScenarioClassification (id)": 51.92, "MassiveScenarioClassification (is)": 40.09, "MassiveScenarioClassification (it)": 62.94, "MassiveScenarioClassification (ja)": 7.9, "MassiveScenarioClassification (jv)": 41.33, "MassiveScenarioClassification (ka)": 7.76, "MassiveScenarioClassification (km)": 9.19, "MassiveScenarioClassification (kn)": 8.36, "MassiveScenarioClassification (ko)": 6.13, "MassiveScenarioClassification (lv)": 40.7, "MassiveScenarioClassification (ml)": 6.98, "MassiveScenarioClassification (mn)": 27.0, "MassiveScenarioClassification (ms)": 46.9, "MassiveScenarioClassification (my)": 9.55, "MassiveScenarioClassification (nb)": 53.43, "MassiveScenarioClassification (nl)": 59.65, "MassiveScenarioClassification (pl)": 49.87, "MassiveScenarioClassification (pt)": 62.18, "MassiveScenarioClassification (ro)": 58.22, "MassiveScenarioClassification (ru)": 40.73, "MassiveScenarioClassification (sl)": 43.66, "MassiveScenarioClassification (sq)": 49.25, "MassiveScenarioClassification (sv)": 57.17, "MassiveScenarioClassification (sw)": 40.55, "MassiveScenarioClassification (ta)": 7.46, "MassiveScenarioClassification (te)": 7.03, "MassiveScenarioClassification (th)": 8.52, "MassiveScenarioClassification (tl)": 51.74, "MassiveScenarioClassification (tr)": 43.01, "MassiveScenarioClassification (ur)": 9.61, "MassiveScenarioClassification (vi)": 28.91, "MassiveScenarioClassification (zh-CN)": 5.86, "MassiveScenarioClassification (zh-TW)": 7.14, "ToxicConversationsClassification": 70.95, "TweetSentimentExtractionClassification": 61.21}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "SprintDuplicateQuestions": 91.44, "TwitterSemEval2015": 80.89, "TwitterURLCorpus": 85.86}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "AskUbuntuDupQuestions": 62.86, "MindSmallReranking": 29.77, "SciDocsRR": 75.16, "StackOverflowDupQuestions": 51.05}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "ArguAna": 39.4, "CQADupstackAndroidRetrieval": 51.12, "CQADupstackEnglishRetrieval": 44.77, "CQADupstackGamingRetrieval": 59.93, "CQADupstackGisRetrieval": 37.32, "CQADupstackMathematicaRetrieval": 30.63, "CQADupstackPhysicsRetrieval": 43.57, "CQADupstackProgrammersRetrieval": 45.58, "CQADupstackRetrieval": 40.78, "CQADupstackStatsRetrieval": 32.66, "CQADupstackTexRetrieval": 27.69, "CQADupstackUnixRetrieval": 41.81, "CQADupstackWebmastersRetrieval": 42.31, "CQADupstackWordpressRetrieval": 31.93, "ClimateFEVER": 10.61, "DBPedia": 33.65, "FEVER": 36.12, "FiQA2018": 44.71, "HotpotQA": 37.17, "MSMARCO": 25.17, "NFCorpus": 33.18, "NQ": 46.29, "QuoraRetrieval": 85.85, "SCIDOCS": 15.97, "SciFact": 50.91, "TRECCOVID": 54.77, "Touche2020": 22.51}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "BIOSSES": 73.12, "SICK-R": 79.98, "STS12": 79.02, "STS13": 88.8, "STS14": 84.33, "STS15": 88.89, "STS16": 85.31, "STS17 (ar-ar)": 11.13, "STS17 (en-ar)": -3.93, "STS17 (en-de)": 79.04, "STS17 (en-en)": 88.91, "STS17 (en-tr)": 13.61, "STS17 (es-en)": 71.72, "STS17 (es-es)": 83.42, "STS17 (fr-en)": 71.38, "STS17 (it-en)": 69.5, "STS17 (ko-ko)": 9.61, "STS17 (nl-en)": 66.12, "STS22 (ar)": 29.6, "STS22 (de)": 47.72, "STS22 (de-en)": 49.64, "STS22 (de-fr)": 62.21, "STS22 (de-pl)": 34.34, "STS22 (en)": 64.32, "STS22 (es)": 58.16, "STS22 (es-en)": 69.15, "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}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "SummEval": 29.91}]}}, "sentence-t5-xxl": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "ArxivClusteringP2P": 42.89, "ArxivClusteringS2S": 33.47, "BiorxivClusteringP2P": 36.53, "BiorxivClusteringS2S": 28.66, "BlurbsClusteringP2P": 39.91, "BlurbsClusteringS2S": 15.94, "MedrxivClusteringP2P": 32.09, "MedrxivClusteringS2S": 26.82, "RedditClustering": 58.99, "RedditClusteringP2P": 64.46, "StackExchangeClustering": 70.78, "StackExchangeClusteringP2P": 35.25, "TenKGnadClusteringP2P": 43.43, "TenKGnadClusteringS2S": 19.69, "TwentyNewsgroupsClustering": 50.93}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "AmazonCounterfactualClassification (en)": 77.07, "AmazonPolarityClassification": 92.79, "AmazonReviewsClassification (en)": 48.93, "Banking77Classification": 82.31, "EmotionClassification": 48.57, "ImdbClassification": 90.23, "MTOPDomainClassification (en)": 92.49, "MTOPIntentClassification (en)": 68.33, "MassiveIntentClassification (en)": 73.44, "MassiveScenarioClassification (en)": 74.82, "ToxicConversationsClassification": 70.04, "TweetSentimentExtractionClassification": 62.01}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "SprintDuplicateQuestions": 88.89, "TwitterSemEval2015": 80.28, "TwitterURLCorpus": 86.01}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "AskUbuntuDupQuestions": 66.16, "MindSmallReranking": 30.6, "SciDocsRR": 76.09, "StackOverflowDupQuestions": 52.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "ArguAna": 39.85, "CQADupstackAndroidRetrieval": 55.07, "CQADupstackEnglishRetrieval": 49.42, "CQADupstackGamingRetrieval": 63.46, "CQADupstackGisRetrieval": 41.55, "CQADupstackMathematicaRetrieval": 33.79, "CQADupstackPhysicsRetrieval": 47.72, "CQADupstackProgrammersRetrieval": 47.93, "CQADupstackRetrieval": 44.65, "CQADupstackStatsRetrieval": 36.23, "CQADupstackTexRetrieval": 32.1, "CQADupstackUnixRetrieval": 46.61, "CQADupstackWebmastersRetrieval": 45.67, "CQADupstackWordpressRetrieval": 36.31, "ClimateFEVER": 14.63, "DBPedia": 39.19, "FEVER": 51.2, "FiQA2018": 46.68, "HotpotQA": 42.14, "MSMARCO": 27.67, "NFCorpus": 35.08, "NQ": 52.87, "QuoraRetrieval": 85.96, "SCIDOCS": 17.17, "SciFact": 55.38, "TRECCOVID": 59.48, "Touche2020": 21.65}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "BIOSSES": 80.43, "SICK-R": 80.47, "STS12": 78.85, "STS13": 88.94, "STS14": 84.86, "STS15": 89.32, "STS16": 84.67, "STS17 (en-en)": 89.46, "STS22 (en)": 65.33, "STSBenchmark": 84.01}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "SummEval": 30.08}]}}, "sup-simcse-bert-base-uncased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "SprintDuplicateQuestions": 69.39, "TwitterSemEval2015": 67.75, "TwitterURLCorpus": 83.89}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "AskUbuntuDupQuestions": 51.8, "MindSmallReranking": 29.3, "SciDocsRR": 70.14, "StackOverflowDupQuestions": 38.9}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "ArguAna": 38.33, "CQADupstackAndroidRetrieval": 21.38, "CQADupstackEnglishRetrieval": 17.63, "CQADupstackGamingRetrieval": 28.0, "CQADupstackGisRetrieval": 10.33, "CQADupstackMathematicaRetrieval": 8.16, "CQADupstackPhysicsRetrieval": 19.71, "CQADupstackProgrammersRetrieval": 14.68, "CQADupstackRetrieval": 14.5, "CQADupstackStatsRetrieval": 11.49, "CQADupstackTexRetrieval": 7.73, "CQADupstackUnixRetrieval": 12.52, "CQADupstackWebmastersRetrieval": 13.92, "CQADupstackWordpressRetrieval": 8.41, "ClimateFEVER": 11.98, "DBPedia": 19.73, "FEVER": 20.41, "FiQA2018": 10.41, "HotpotQA": 22.9, "MSMARCO": 11.0, "NFCorpus": 12.42, "NQ": 16.08, "QuoraRetrieval": 79.62, "SCIDOCS": 7.53, "SciFact": 29.59, "TRECCOVID": 22.93, "Touche2020": 9.9}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "BIOSSES": 68.38, "SICK-R": 80.77, "STS12": 75.3, "STS13": 84.67, "STS14": 80.19, "STS15": 85.4, "STS16": 80.82, "STS17 (en-en)": 89.44, "STS22 (en)": 61.96, "STSBenchmark": 84.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "SummEval": 31.17}]}}, "st-polish-paraphrase-from-distilroberta": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "8TagsClustering": 31.68}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "CDSC-E": 75.99, "PPC": 93.29, "PSC": 99.1, "SICK-E-PL": 79.63}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "CDSC-R": 89.62, "SICK-R-PL": 76.37, "STS22 (pl)": 40.36}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>"}]}}, "st-polish-paraphrase-from-mpnet": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "8TagsClustering": 33.15}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "AllegroReviews": 34.55, "CBD": 67.48, "MassiveIntentClassification (pl)": 65.93, "MassiveScenarioClassification (pl)": 71.85, "PAC": 63.25, "PolEmo2.0-IN": 68.37, "PolEmo2.0-OUT": 30.99}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "CDSC-E": 75.06, "PPC": 93.49, "PSC": 99.05, "SICK-E-PL": 80.56}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "ArguAna-PL": 51.87, "DBPedia-PL": 24.59, "FiQA-PL": 22.27, "HotpotQA-PL": 32.11, "MSMARCO-PL": 17.91, "NFCorpus-PL": 24.05, "NQ-PL": 23.54, "Quora-PL": 81.49, "SCIDOCS-PL": 13.23, "SciFact-PL": 52.51, "TRECCOVID-PL": 35.23}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "CDSC-R": 88.55, "SICK-R-PL": 76.18, "STS22 (pl)": 37.34}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>"}]}}, "text2vec-base-chinese": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "CLSClusteringP2P": 35.27, "CLSClusteringS2S": 32.42, "ThuNewsClusteringP2P": 42.92, "ThuNewsClusteringS2S": 40.01}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "AmazonReviewsClassification (zh)": 34.12, "IFlyTek": 42.05, "JDReview": 82.14, "MassiveIntentClassification (zh-CN)": 63.98, "MassiveScenarioClassification (zh-CN)": 70.52, "MultilingualSentiment": 60.98, "OnlineShopping": 85.69, "TNews": 43.01, "Waimai": 77.22}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "Cmnli": 73.87, "Ocnli": 60.95}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "CMedQAv1": 59.26, "CMedQAv2": 59.82, "MMarcoReranking": 12.76, "T2Reranking": 65.95}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "CmedqaRetrieval": 15.91, "CovidRetrieval": 44.81, "DuRetrieval": 52.23, "EcomRetrieval": 34.6, "MMarcoRetrieval": 44.06, "MedicalRetrieval": 27.56, "T2Retrieval": 51.67, "VideoRetrieval": 39.52}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "AFQMC": 26.06, "ATEC": 31.93, "BQ": 42.67, "LCQMC": 70.16, "PAWSX": 17.21, "QBQTC": 24.62, "STS22 (zh)": 55.35, "STSB": 79.3}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>"}]}}, "text2vec-large-chinese": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "CLSClusteringP2P": 30.13, "CLSClusteringS2S": 28.77, "ThuNewsClusteringP2P": 35.05, "ThuNewsClusteringS2S": 26.14}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "AmazonReviewsClassification (zh)": 33.77, "IFlyTek": 41.54, "JDReview": 81.56, "MassiveIntentClassification (zh-CN)": 63.23, "MassiveScenarioClassification (zh-CN)": 68.45, "MultilingualSentiment": 58.97, "OnlineShopping": 83.51, "TNews": 38.92, "Waimai": 76.01}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "Cmnli": 77.67, "Ocnli": 64.04}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "CMedQAv1": 58.92, "CMedQAv2": 60.41, "MMarcoReranking": 12.48, "T2Reranking": 64.82}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "CmedqaRetrieval": 15.53, "CovidRetrieval": 60.48, "DuRetrieval": 51.87, "EcomRetrieval": 37.58, "MMarcoRetrieval": 45.96, "MedicalRetrieval": 30.93, "T2Retrieval": 50.52, "VideoRetrieval": 42.65}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "AFQMC": 24.51, "ATEC": 32.45, "BQ": 44.22, "LCQMC": 69.16, "PAWSX": 14.55, "QBQTC": 29.51, "STS22 (zh)": 65.94, "STSB": 79.45}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>"}]}}, "text-embedding-3-small": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "ArxivClusteringP2P": 46.57, "ArxivClusteringS2S": 39.35, "BiorxivClusteringP2P": 37.77, "BiorxivClusteringS2S": 34.68, "MedrxivClusteringP2P": 32.77, "MedrxivClusteringS2S": 31.85, "RedditClustering": 64.09, "RedditClusteringP2P": 65.12, "StackExchangeClustering": 72.05, "StackExchangeClusteringP2P": 34.04, "TwentyNewsgroupsClustering": 54.81}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "AmazonCounterfactualClassification (en)": 76.42, "AmazonPolarityClassification": 90.84, "AmazonReviewsClassification (en)": 45.73, "Banking77Classification": 83.01, "EmotionClassification": 50.63, "ImdbClassification": 83.66, "MTOPDomainClassification (en)": 93.91, "MTOPIntentClassification (en)": 70.98, "MassiveIntentClassification (en)": 72.86, "MassiveScenarioClassification (en)": 76.84, "ToxicConversationsClassification": 71.91, "TweetSentimentExtractionClassification": 61.72}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "SprintDuplicateQuestions": 94.58, "TwitterSemEval2015": 73.33, "TwitterURLCorpus": 87.21}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "AskUbuntuDupQuestions": 62.18, "MindSmallReranking": 29.93, "SciDocsRR": 83.25, "StackOverflowDupQuestions": 51.53}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "ArguAna": 55.49, "CQADupstackAndroidRetrieval": 54.41, "CQADupstackEnglishRetrieval": 49.9, "CQADupstackGamingRetrieval": 61.12, "CQADupstackGisRetrieval": 40.79, "CQADupstackMathematicaRetrieval": 30.63, "CQADupstackPhysicsRetrieval": 46.5, "CQADupstackProgrammersRetrieval": 43.76, "CQADupstackRetrieval": 42.58, "CQADupstackStatsRetrieval": 35.47, "CQADupstackTexRetrieval": 29.38, "CQADupstackUnixRetrieval": 43.47, "CQADupstackWebmastersRetrieval": 40.54, "CQADupstackWordpressRetrieval": 35.05, "ClimateFEVER": 26.86, "DBPedia": 39.97, "FEVER": 79.42, "FiQA2018": 44.91, "HotpotQA": 63.63, "MSMARCO": 37.02, "NFCorpus": 38.33, "NQ": 52.86, "QuoraRetrieval": 88.83, "SCIDOCS": 20.8, "SciFact": 73.37, "TRECCOVID": 77.9, "Touche2020": 24.28}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "BIOSSES": 88.72, "SICK-R": 76.73, "STS12": 73.09, "STS13": 84.92, "STS14": 79.81, "STS15": 88.01, "STS16": 84.41, "STS17 (en-en)": 90.94, "STS22 (en)": 64.96, "STSBenchmark": 84.24}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "SummEval": 31.12}]}}, "text-embedding-3-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "ArxivClusteringP2P": 49.01, "ArxivClusteringS2S": 44.45, "BiorxivClusteringP2P": 38.03, "BiorxivClusteringS2S": 36.53, "MedrxivClusteringP2P": 32.7, "MedrxivClusteringS2S": 31.27, "RedditClustering": 67.84, "RedditClusteringP2P": 67.96, "StackExchangeClustering": 76.26, "StackExchangeClusteringP2P": 36.88, "TwentyNewsgroupsClustering": 58.14}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "AmazonCounterfactualClassification (en)": 78.93, "AmazonPolarityClassification": 92.85, "AmazonReviewsClassification (en)": 48.7, "Banking77Classification": 85.69, "EmotionClassification": 51.58, "ImdbClassification": 87.67, "MTOPDomainClassification (en)": 95.36, "MTOPIntentClassification (en)": 75.07, "MassiveIntentClassification (en)": 74.64, "MassiveScenarioClassification (en)": 79.79, "ToxicConversationsClassification": 72.92, "TweetSentimentExtractionClassification": 62.22}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "SprintDuplicateQuestions": 92.25, "TwitterSemEval2015": 77.13, "TwitterURLCorpus": 87.78}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "AskUbuntuDupQuestions": 65.03, "MindSmallReranking": 29.86, "SciDocsRR": 86.66, "StackOverflowDupQuestions": 55.08}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "ArguAna": 58.05, "CQADupstackAndroidRetrieval": 57.28, "CQADupstackEnglishRetrieval": 55.77, "CQADupstackGamingRetrieval": 65.4, "CQADupstackGisRetrieval": 45.63, "CQADupstackMathematicaRetrieval": 36.99, "CQADupstackPhysicsRetrieval": 52.16, "CQADupstackProgrammersRetrieval": 49.09, "CQADupstackRetrieval": 47.54, "CQADupstackStatsRetrieval": 40.67, "CQADupstackTexRetrieval": 34.56, "CQADupstackUnixRetrieval": 50.02, "CQADupstackWebmastersRetrieval": 45.28, "CQADupstackWordpressRetrieval": 37.57, "ClimateFEVER": 30.27, "DBPedia": 44.76, "FEVER": 87.94, "FiQA2018": 55.0, "HotpotQA": 71.58, "MSMARCO": 40.24, "NFCorpus": 42.07, "NQ": 61.27, "QuoraRetrieval": 89.05, "SCIDOCS": 23.11, "SciFact": 77.77, "TRECCOVID": 79.56, "Touche2020": 23.35}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "BIOSSES": 84.68, "SICK-R": 79.0, "STS12": 72.84, "STS13": 86.1, "STS14": 81.15, "STS15": 88.49, "STS16": 85.08, "STS17 (en-en)": 90.22, "STS22 (en)": 66.14, "STSBenchmark": 83.56}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "SummEval": 29.92}]}}, "text-embedding-3-large-256": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "ArxivClusteringP2P": 47.05, "ArxivClusteringS2S": 42.59, "BiorxivClusteringP2P": 35.43, "BiorxivClusteringS2S": 33.86, "MedrxivClusteringP2P": 32.1, "MedrxivClusteringS2S": 31.15, "RedditClustering": 60.18, "RedditClusteringP2P": 64.71, "StackExchangeClustering": 71.23, "StackExchangeClusteringP2P": 35.95, "TwentyNewsgroupsClustering": 54.24}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "AmazonCounterfactualClassification (en)": 73.96, "AmazonPolarityClassification": 91.32, "AmazonReviewsClassification (en)": 46.03, "Banking77Classification": 83.19, "EmotionClassification": 45.8, "ImdbClassification": 85.93, "MTOPDomainClassification (en)": 92.76, "MTOPIntentClassification (en)": 70.45, "MassiveIntentClassification (en)": 71.12, "MassiveScenarioClassification (en)": 75.56, "ToxicConversationsClassification": 68.52, "TweetSentimentExtractionClassification": 58.98}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "SprintDuplicateQuestions": 89.02, "TwitterSemEval2015": 76.56, "TwitterURLCorpus": 87.09}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "AskUbuntuDupQuestions": 64.61, "MindSmallReranking": 29.63, "SciDocsRR": 84.25, "StackOverflowDupQuestions": 53.46}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "ArguAna": 55.6, "CQADupstackAndroidRetrieval": 52.24, "CQADupstackEnglishRetrieval": 50.12, "CQADupstackGamingRetrieval": 60.4, "CQADupstackGisRetrieval": 39.91, "CQADupstackMathematicaRetrieval": 31.82, "CQADupstackPhysicsRetrieval": 46.1, "CQADupstackProgrammersRetrieval": 43.66, "CQADupstackRetrieval": 42.28, "CQADupstackStatsRetrieval": 35.45, "CQADupstackTexRetrieval": 28.97, "CQADupstackUnixRetrieval": 45.28, "CQADupstackWebmastersRetrieval": 39.96, "CQADupstackWordpressRetrieval": 33.43, "ClimateFEVER": 25.8, "DBPedia": 40.8, "FEVER": 84.57, "FiQA2018": 50.33, "HotpotQA": 62.69, "MSMARCO": 37.93, "NFCorpus": 37.94, "NQ": 56.64, "QuoraRetrieval": 88.22, "SCIDOCS": 20.44, "SciFact": 73.1, "TRECCOVID": 76.24, "Touche2020": 22.31}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "BIOSSES": 84.87, "SICK-R": 79.18, "STS12": 71.98, "STS13": 85.52, "STS14": 80.5, "STS15": 87.51, "STS16": 84.48, "STS17 (en-en)": 88.11, "STS22 (en)": 65.92, "STSBenchmark": 82.34}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "SummEval": 29.92}]}}, "text-embedding-ada-002": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "ArxivClusteringP2P": 45.01, "ArxivClusteringS2S": 36.85, "BiorxivClusteringP2P": 36.66, "BiorxivClusteringS2S": 34.21, "CLSClusteringP2P": 38.26, "CLSClusteringS2S": 35.91, "MedrxivClusteringP2P": 32.6, "MedrxivClusteringS2S": 30.8, "RedditClustering": 61.42, "RedditClusteringP2P": 64.13, "StackExchangeClustering": 72.22, "StackExchangeClusteringP2P": 38.49, "ThuNewsClusteringP2P": 58.71, "ThuNewsClusteringS2S": 49.86, "TwentyNewsgroupsClustering": 52.56}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "AmazonCounterfactualClassification (en)": 75.94, "AmazonPolarityClassification": 86.72, "AmazonReviewsClassification (zh)": 38.3, "AmazonReviewsClassification (en)": 44.78, "Banking77Classification": 80.66, "EmotionClassification": 48.74, "IFlyTek": 44.62, "ImdbClassification": 77.98, "JDReview": 74.6, "MTOPDomainClassification (en)": 92.13, "MTOPIntentClassification (en)": 64.68, "MassiveIntentClassification (zh-CN)": 64.81, "MassiveIntentClassification (en)": 70.15, "MassiveScenarioClassification (zh-CN)": 71.4, "MassiveScenarioClassification (en)": 75.33, "MultilingualSentiment": 67.99, "OnlineShopping": 88.94, "TNews": 45.77, "ToxicConversationsClassification": 72.29, "TweetSentimentExtractionClassification": 61.81, "Waimai": 82.37}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "Cmnli": 76.03, "Ocnli": 63.08, "SprintDuplicateQuestions": 92.17, "TwitterSemEval2015": 75.28, "TwitterURLCorpus": 87.22}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "AskUbuntuDupQuestions": 62.05, "CMedQAv1": 63.08, "CMedQAv2": 64.02, "MMarcoReranking": 23.39, "MindSmallReranking": 31.45, "SciDocsRR": 81.22, "StackOverflowDupQuestions": 50.54, "T2Reranking": 66.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "ArguAna": 57.44, "CQADupstackAndroidRetrieval": 51.26, "CQADupstackEnglishRetrieval": 49.26, "CQADupstackGamingRetrieval": 59.25, "CQADupstackGisRetrieval": 39.84, "CQADupstackMathematicaRetrieval": 30.92, "CQADupstackPhysicsRetrieval": 45.18, "CQADupstackProgrammersRetrieval": 43.44, "CQADupstackRetrieval": 41.69, "CQADupstackStatsRetrieval": 33.91, "CQADupstackTexRetrieval": 29.97, "CQADupstackUnixRetrieval": 43.99, "CQADupstackWebmastersRetrieval": 39.71, "CQADupstackWordpressRetrieval": 33.57, "ClimateFEVER": 21.64, "CmedqaRetrieval": 22.36, "CovidRetrieval": 57.21, "DBPedia": 39.39, "DuRetrieval": 71.17, "EcomRetrieval": 44.49, "FEVER": 74.99, "FiQA2018": 44.41, "HotpotQA": 60.9, "MMarcoRetrieval": 69.86, "MSMARCO": 40.91, "MedicalRetrieval": 37.92, "NFCorpus": 36.97, "NQ": 51.58, "QuoraRetrieval": 87.6, "SCIDOCS": 18.36, "SciFact": 72.75, "T2Retrieval": 69.14, "TRECCOVID": 68.47, "Touche2020": 21.61, "VideoRetrieval": 43.85}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "AFQMC": 23.88, "ATEC": 29.25, "BIOSSES": 86.35, "BQ": 45.33, "LCQMC": 68.41, "PAWSX": 16.55, "QBQTC": 30.27, "SICK-R": 80.6, "STS12": 69.8, "STS13": 83.27, "STS14": 76.09, "STS15": 86.12, "STS16": 85.96, "STS17 (en-en)": 90.25, "STS22 (zh)": 62.53, "STS22 (en)": 68.12, "STS22 (tr)": 64.5, "STSB": 70.61, "STSBenchmark": 83.17}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "SummEval": 30.8}]}}, "text-similarity-ada-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "ArxivClusteringP2P": 41.49, "ArxivClusteringS2S": 28.47, "BiorxivClusteringP2P": 36.86, "BiorxivClusteringS2S": 27.55, "MedrxivClusteringP2P": 31.09, "MedrxivClusteringS2S": 26.5, "RedditClustering": 42.47, "RedditClusteringP2P": 58.1, "StackExchangeClustering": 53.52, "StackExchangeClusteringP2P": 30.43, "TwentyNewsgroupsClustering": 36.26}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "AmazonCounterfactualClassification (en)": 76.4, "AmazonPolarityClassification": 92.83, "AmazonReviewsClassification (en)": 47.45, "Banking77Classification": 68.04, "EmotionClassification": 50.33, "ImdbClassification": 89.38, "MTOPDomainClassification (en)": 89.89, "MTOPIntentClassification (en)": 64.8, "MassiveIntentClassification (en)": 65.17, "MassiveScenarioClassification (en)": 67.67, "ToxicConversationsClassification": 70.0, "TweetSentimentExtractionClassification": 63.35}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "SprintDuplicateQuestions": 77.85, "TwitterSemEval2015": 69.04, "TwitterURLCorpus": 83.69}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "AskUbuntuDupQuestions": 53.49, "MindSmallReranking": 30.71, "SciDocsRR": 71.04, "StackOverflowDupQuestions": 40.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "ArguAna": 39.65, "CQADupstackAndroidRetrieval": 17.62, "CQADupstackEnglishRetrieval": 12.07, "CQADupstackGamingRetrieval": 19.59, "CQADupstackGisRetrieval": 8.01, "CQADupstackMathematicaRetrieval": 4.7, "CQADupstackPhysicsRetrieval": 10.95, "CQADupstackProgrammersRetrieval": 9.41, "CQADupstackRetrieval": 10.17, "CQADupstackStatsRetrieval": 7.15, "CQADupstackTexRetrieval": 4.21, "CQADupstackUnixRetrieval": 9.79, "CQADupstackWebmastersRetrieval": 12.02, "CQADupstackWordpressRetrieval": 6.52, "ClimateFEVER": 2.83, "DBPedia": 3.48, "FEVER": 4.45, "FiQA2018": 7.54, "HotpotQA": 12.6, "MSMARCO": 10.53, "NFCorpus": 20.59, "NQ": 2.02, "QuoraRetrieval": 82.18, "SCIDOCS": 6.28, "SciFact": 45.46, "TRECCOVID": 24.56, "Touche2020": 3.1}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "BIOSSES": 78.04, "SICK-R": 77.48, "STS12": 72.3, "STS13": 81.49, "STS14": 74.74, "STS15": 84.28, "STS16": 82.06, "STS17 (en-en)": 87.08, "STS22 (en)": 64.71, "STSBenchmark": 83.78}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "SummEval": 26.94}]}}, "text-similarity-babbage-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>", "RedditClustering": 45.64, "StackExchangeClustering": 53.01, "TwentyNewsgroupsClustering": 42.01}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>", "SprintDuplicateQuestions": 76.46, "TwitterSemEval2015": 70.85, "TwitterURLCorpus": 85.08}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>", "AskUbuntuDupQuestions": 54.68, "SciDocsRR": 72.78, "StackOverflowDupQuestions": 40.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>", "BIOSSES": 78.12, "SICK-R": 77.02, "STSBenchmark": 84.32}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>"}]}}, "text-similarity-curie-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "RedditClustering": 40.79, "StackExchangeClustering": 55.14, "TwentyNewsgroupsClustering": 37.64}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "SprintDuplicateQuestions": 79.85, "TwitterSemEval2015": 69.45, "TwitterURLCorpus": 84.06}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "AskUbuntuDupQuestions": 55.09, "SciDocsRR": 70.93, "StackOverflowDupQuestions": 42.42}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "CQADupstackAndroidRetrieval": 13.05, "CQADupstackEnglishRetrieval": 9.9, "CQADupstackGamingRetrieval": 15.74, "CQADupstackPhysicsRetrieval": 8.23, "CQADupstackWebmastersRetrieval": 8.76, "FiQA2018": 5.14, "NFCorpus": 19.96, "QuoraRetrieval": 83.11, "SciFact": 46.68, "TRECCOVID": 7.61}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "BIOSSES": 77.46, "SICK-R": 77.26, "STSBenchmark": 83.02}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>"}]}}, "text-similarity-davinci-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>", "RedditClustering": 31.78, "StackExchangeClustering": 36.86, "TwentyNewsgroupsClustering": 29.33}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>", "SprintDuplicateQuestions": 69.52, "TwitterSemEval2015": 74.42, "TwitterURLCorpus": 83.75}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>", "AskUbuntuDupQuestions": 53.56, "SciDocsRR": 68.7, "StackOverflowDupQuestions": 39.41}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>", "BIOSSES": 68.95, "SICK-R": 78.72, "STSBenchmark": 84.08}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>"}]}}, "text-search-ada-doc-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>", "TwentyNewsgroupsClustering": 32.92}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}}, "text-search-ada-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>", "BiorxivClusteringS2S": 26.05, "MedrxivClusteringS2S": 25.67, "TwentyNewsgroupsClustering": 44.92}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>", "ArguAna": 46.91, "ClimateFEVER": 18.5, "DBPedia": 36.2, "FEVER": 72.1, "FiQA2018": 38.41, "HotpotQA": 59.39, "MSMARCO": 37.94, "NFCorpus": 33.17, "NQ": 42.81, "QuoraRetrieval": 70.57, "SCIDOCS": 14.83, "SciFact": 67.25, "TRECCOVID": 72.43, "Touche2020": 28.68}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}}, "text-search-babbage-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" 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style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>", "ArguAna": 46.98, "CQADupstackAndroidRetrieval": 44.51, "CQADupstackEnglishRetrieval": 47.14, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}}, "text-search-davinci-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" 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66.33, "StackOverflowDupQuestions": 39.35}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>", "ArguAna": 38.34, "CQADupstackAndroidRetrieval": 21.33, "CQADupstackEnglishRetrieval": 17.23, "CQADupstackGamingRetrieval": 25.7, "CQADupstackGisRetrieval": 9.91, "CQADupstackMathematicaRetrieval": 5.94, "CQADupstackPhysicsRetrieval": 18.12, "CQADupstackProgrammersRetrieval": 13.8, "CQADupstackRetrieval": 13.22, "CQADupstackStatsRetrieval": 9.75, "CQADupstackTexRetrieval": 5.42, "CQADupstackUnixRetrieval": 10.98, "CQADupstackWebmastersRetrieval": 13.89, "CQADupstackWordpressRetrieval": 6.61, "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}]}, 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href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>", "BlurbsClusteringP2P": 29.63, "BlurbsClusteringS2S": 15.24, "TenKGnadClusteringP2P": 37.1, "TenKGnadClusteringS2S": 25.64}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" 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style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "SprintDuplicateQuestions": 96.01, "TwitterSemEval2015": 76.87, "TwitterURLCorpus": 86.84}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "AskUbuntuDupQuestions": 65.77, "MindSmallReranking": 31.69, "SciDocsRR": 87.03, "StackOverflowDupQuestions": 54.49}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "ArguAna": 58.73, "CQADupstackAndroidRetrieval": 56.8, "CQADupstackEnglishRetrieval": 50.69, "CQADupstackGamingRetrieval": 63.43, "CQADupstackGisRetrieval": 43.17, "CQADupstackMathematicaRetrieval": 32.56, "CQADupstackPhysicsRetrieval": 50.34, "CQADupstackProgrammersRetrieval": 46.74, "CQADupstackRetrieval": 45.11, 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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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "SprintDuplicateQuestions": 98.07, "TwitterSemEval2015": 74.44, "TwitterURLCorpus": 88.11}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "AskUbuntuDupQuestions": 63.24, "MindSmallReranking": 31.48, "SciDocsRR": 84.68, "StackOverflowDupQuestions": 53.56}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "ArguAna": 70.28, "CQADupstackAndroidRetrieval": 57.09, "CQADupstackEnglishRetrieval": 52.27, "CQADupstackGamingRetrieval": 60.85, "CQADupstackGisRetrieval": 43.18, "CQADupstackMathematicaRetrieval": 36.15, "CQADupstackPhysicsRetrieval": 51.34, "CQADupstackProgrammersRetrieval": 46.62, "CQADupstackRetrieval": 46.2, "CQADupstackStatsRetrieval": 38.83, "CQADupstackTexRetrieval": 32.51, "CQADupstackUnixRetrieval": 50.73, "CQADupstackWebmastersRetrieval": 47.85, "CQADupstackWordpressRetrieval": 36.95, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "SummEval": 31.01}]}}, "xlm-roberta-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "BornholmBitextMining": 4.42}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "AngryTweetsClassification": 52.41, "DKHateClassification": 56.78, "DalajClassification": 51.16, "DanishPoliticalCommentsClassification": 34.03, "LccSentimentClassification": 52.27, "MassiveIntentClassification (da)": 41.06, "MassiveIntentClassification (nb)": 40.46, "MassiveIntentClassification (sv)": 45.12, "MassiveScenarioClassification (da)": 43.91, "MassiveScenarioClassification (nb)": 44.83, "MassiveScenarioClassification (sv)": 47.35, "NoRecClassification": 46.28, "NordicLangClassification": 79.39, "NorwegianParliament": 56.75, "ScalaDaClassification": 57.3, "ScalaNbClassification": 58.33, "ScalaSvClassification": 59.99, "SweRecClassification": 66.2}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>"}]}}, "xlm-roberta-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>", "BlurbsClusteringP2P": 29.84, "BlurbsClusteringS2S": 7.29, "TenKGnadClusteringP2P": 32.46, "TenKGnadClusteringS2S": 6.16}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>"}]}}, "OpenSearch-text-hybrid": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "CLSClusteringP2P": 41.64, "CLSClusteringS2S": 40.33, "ThuNewsClusteringP2P": 69.28, "ThuNewsClusteringS2S": 63.75}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "Cmnli": 90.77, "Ocnli": 85.44}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "CMedQAv1": 88.99, "CMedQAv2": 89.6, "MMarcoReranking": 28.12, "T2Reranking": 66.38}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>"}]}}, "Cohere-embed-multilingual-v3.0": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "AlloProfClusteringP2P": 63.53, "AlloProfClusteringS2S": 36.18, "HALClusteringS2S": 19.9, "MLSUMClusteringP2P": 45.08, "MLSUMClusteringS2S": 34.75, "MasakhaNEWSClusteringP2P (fra)": 53.18, "MasakhaNEWSClusteringS2S (fra)": 32.31}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "AmazonReviewsClassification (fr)": 41.89, "MTOPDomainClassification (fr)": 86.23, "MTOPIntentClassification (fr)": 61.07, "MasakhaNEWSClassification (fra)": 83.06, "MassiveIntentClassification (fr)": 62.94, "MassiveScenarioClassification (fr)": 67.29}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 61.26}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "AlloprofReranking": 51.01, "SyntecReranking": 85.72}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "AlloprofRetrieval": 38.36, "BSARDRetrieval": 0.14, "MintakaRetrieval (fr)": 25.44, "SyntecRetrieval": 79.27, "XPQARetrieval (fr)": 58.87}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "SICKFr": 79.23, "STS22 (fr)": 82.76, "STSBenchmarkMultilingualSTS (fr)": 81.84}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "SummEvalFr": 31.26}]}}, "Cohere-embed-multilingual-light-v3.0": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "AlloProfClusteringP2P": 61.96, "AlloProfClusteringS2S": 31.36, "HALClusteringS2S": 17.31, "MLSUMClusteringP2P": 42.8, "MLSUMClusteringS2S": 32.72, "MasakhaNEWSClusteringP2P (fra)": 56.81, "MasakhaNEWSClusteringS2S (fra)": 29.41}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "AmazonReviewsClassification (fr)": 38.6, "MTOPDomainClassification (fr)": 80.79, "MTOPIntentClassification (fr)": 50.01, "MasakhaNEWSClassification (fra)": 82.58, "MassiveIntentClassification (fr)": 56.31, "MassiveScenarioClassification (fr)": 59.5}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 57.32}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "AlloprofReranking": 51.6, "SyntecReranking": 88.03}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "AlloprofRetrieval": 35.39, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 23.0, "SyntecRetrieval": 76.88, "XPQARetrieval (fr)": 45.23}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "SICKFr": 75.5, "STS22 (fr)": 82.8, "STSBenchmarkMultilingualSTS (fr)": 76.48}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "SummEvalFr": 31.4}]}}, "bert-base-10lang-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "AlloProfClusteringP2P": 53.22, "AlloProfClusteringS2S": 42.92, "HALClusteringS2S": 19.94, "MLSUMClusteringP2P": 40.96, "MLSUMClusteringS2S": 31.87, "MasakhaNEWSClusteringP2P (fra)": 24.23, "MasakhaNEWSClusteringS2S (fra)": 24.46}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "AmazonReviewsClassification (fr)": 29.38, "MTOPDomainClassification (fr)": 63.65, "MTOPIntentClassification (fr)": 37.87, "MasakhaNEWSClassification (fra)": 63.93, "MassiveIntentClassification (fr)": 37.28, "MassiveScenarioClassification (fr)": 44.5}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.4}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "AlloprofReranking": 36.21, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "AlloprofRetrieval": 1.6, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.39}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "SICKFr": 58.76, "STS22 (fr)": 40.31, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "SummEvalFr": 29.06}]}}, "bert-base-15lang-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "AlloProfClusteringP2P": 53.16, "AlloProfClusteringS2S": 43.43, "HALClusteringS2S": 20.26, "MLSUMClusteringP2P": 41.22, "MLSUMClusteringS2S": 31.88, "MasakhaNEWSClusteringP2P (fra)": 24.23, "MasakhaNEWSClusteringS2S (fra)": 24.46}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "AmazonReviewsClassification (fr)": 29.35, "MTOPDomainClassification (fr)": 63.7, "MTOPIntentClassification (fr)": 37.85, "MasakhaNEWSClassification (fra)": 63.89, "MassiveIntentClassification (fr)": 37.28, "MassiveScenarioClassification (fr)": 44.47}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.38}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "AlloprofReranking": 36.21, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "AlloprofRetrieval": 1.61, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.35}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "SICKFr": 58.77, "STS22 (fr)": 40.4, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "SummEvalFr": 29.13}]}}, "bert-base-25lang-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "AlloProfClusteringP2P": 53.49, "AlloProfClusteringS2S": 43.1, "HALClusteringS2S": 19.78, "MLSUMClusteringP2P": 40.73, "MLSUMClusteringS2S": 31.94, "MasakhaNEWSClusteringP2P (fra)": 24.23, "MasakhaNEWSClusteringS2S (fra)": 24.46}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "AmazonReviewsClassification (fr)": 29.39, "MTOPDomainClassification (fr)": 63.63, "MTOPIntentClassification (fr)": 37.86, "MasakhaNEWSClassification (fra)": 63.91, "MassiveIntentClassification (fr)": 37.3, "MassiveScenarioClassification (fr)": 44.47}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.39}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "AlloprofReranking": 36.25, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "AlloprofRetrieval": 1.6, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.46}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "SICKFr": 58.76, "STS22 (fr)": 38.77, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "SummEvalFr": 28.84}]}}, "bert-base-multilingual-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>", "AlloProfClusteringP2P": 51.5, "AlloProfClusteringS2S": 43.06, "HALClusteringS2S": 20.81, 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href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "AmazonReviewsClassification (fr)": 29.02, "MTOPDomainClassification (fr)": 64.49, "MTOPIntentClassification (fr)": 39.4, "MasakhaNEWSClassification (fra)": 75.69, "MassiveIntentClassification (fr)": 38.01, "MassiveScenarioClassification (fr)": 43.63}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.22}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "AlloprofReranking": 38.85, "SyntecReranking": 66.4}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "AlloprofRetrieval": 5.51, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 2.87, "SyntecRetrieval": 34.95, "XPQARetrieval (fr)": 26.12}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "SICKFr": 58.26, "STS22 (fr)": 56.47, "STSBenchmarkMultilingualSTS (fr)": 54.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "SummEvalFr": 30.72}]}}, "e5-mistral-7b-instruct": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "AlloProfClusteringP2P": 61.06, "AlloProfClusteringS2S": 28.12, "HALClusteringS2S": 19.69, "MLSUMClusteringP2P": 45.59, "MLSUMClusteringS2S": 32.0, "MasakhaNEWSClusteringP2P (fra)": 52.47, "MasakhaNEWSClusteringS2S (fra)": 49.2}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "AmazonReviewsClassification (fr)": 36.71, "MTOPDomainClassification (fr)": 74.8, "MTOPIntentClassification (fr)": 53.97, "MasakhaNEWSClassification (fra)": 80.59, "MassiveIntentClassification (fr)": 46.39, "MassiveScenarioClassification (fr)": 53.86}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 63.65}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "AlloprofReranking": 47.36, "SyntecReranking": 77.05}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "AlloprofRetrieval": 16.46, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.57, "SyntecRetrieval": 55.9, "XPQARetrieval (fr)": 41.29}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "SICKFr": 64.39, "STS22 (fr)": 69.82, "STSBenchmarkMultilingualSTS (fr)": 61.87}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "SummEvalFr": 32.22}]}}, "flaubert_base_cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "AlloProfClusteringP2P": 52.86, "AlloProfClusteringS2S": 14.46, "HALClusteringS2S": 3.85, "MLSUMClusteringP2P": 39.06, "MLSUMClusteringS2S": 17.13, "MasakhaNEWSClusteringP2P (fra)": 41.61, "MasakhaNEWSClusteringS2S (fra)": 21.26}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "AmazonReviewsClassification (fr)": 24.9, "MTOPDomainClassification (fr)": 25.55, "MTOPIntentClassification (fr)": 9.49, "MasakhaNEWSClassification (fra)": 71.14, "MassiveIntentClassification (fr)": 6.98, "MassiveScenarioClassification (fr)": 11.41}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 51.89}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "AlloprofReranking": 34.81, "SyntecReranking": 55.88}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "AlloprofRetrieval": 1.63, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.58, "SyntecRetrieval": 20.56, "XPQARetrieval (fr)": 6.59}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "SICKFr": 53.86, "STS22 (fr)": 65.37, "STSBenchmarkMultilingualSTS (fr)": 37.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "SummEvalFr": 31.26}]}}, "flaubert_base_uncased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "AlloProfClusteringP2P": 43.2, "AlloProfClusteringS2S": 12.94, "HALClusteringS2S": 1.8, "MLSUMClusteringP2P": 33.22, "MLSUMClusteringS2S": 14.9, "MasakhaNEWSClusteringP2P (fra)": 28.49, "MasakhaNEWSClusteringS2S (fra)": 22.58}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "AmazonReviewsClassification (fr)": 23.52, "MTOPDomainClassification (fr)": 27.74, "MTOPIntentClassification (fr)": 8.61, "MasakhaNEWSClassification (fra)": 62.61, "MassiveIntentClassification (fr)": 6.24, "MassiveScenarioClassification (fr)": 10.98}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" 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{"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "SummEvalFr": 29.43}]}}, "flaubert_large_cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "AlloProfClusteringP2P": 40.85, "AlloProfClusteringS2S": 21.76, "HALClusteringS2S": 5.26, "MLSUMClusteringP2P": 38.09, "MLSUMClusteringS2S": 18.71, "MasakhaNEWSClusteringP2P (fra)": 26.43, "MasakhaNEWSClusteringS2S (fra)": 24.68}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "AmazonReviewsClassification (fr)": 22.45, "MTOPDomainClassification (fr)": 24.27, "MTOPIntentClassification (fr)": 9.79, "MasakhaNEWSClassification (fra)": 55.64, "MassiveIntentClassification (fr)": 16.41, "MassiveScenarioClassification (fr)": 22.72}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 54.14}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "AlloprofReranking": 26.29, "SyntecReranking": 42.8}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "AlloprofRetrieval": 0.58, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.26, "SyntecRetrieval": 1.58, "XPQARetrieval (fr)": 3.69}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "SICKFr": 34.6, "STS22 (fr)": 48.52, "STSBenchmarkMultilingualSTS (fr)": 15.66}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "SummEvalFr": 29.25}]}}, "mistral-embed": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "AlloProfClusteringP2P": 62.01, "AlloProfClusteringS2S": 49.2, "HALClusteringS2S": 26.17, "MLSUMClusteringP2P": 45.28, "MLSUMClusteringS2S": 42.74, "MasakhaNEWSClusteringP2P (fra)": 48.13, "MasakhaNEWSClusteringS2S (fra)": 39.62}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "AmazonReviewsClassification (fr)": 41.59, "MTOPDomainClassification (fr)": 90.05, "MTOPIntentClassification (fr)": 66.09, "MasakhaNEWSClassification (fra)": 81.4, "MassiveIntentClassification (fr)": 62.83, "MassiveScenarioClassification (fr)": 69.71}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 62.02}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "AlloprofReranking": 72.36, "SyntecReranking": 88.57}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "AlloprofRetrieval": 56.84, "BSARDRetrieval": 2.48, "MintakaRetrieval (fr)": 21.73, "SyntecRetrieval": 78.77, "XPQARetrieval (fr)": 74.24}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "SICKFr": 76.21, "STS22 (fr)": 82.74, "STSBenchmarkMultilingualSTS (fr)": 79.72}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "SummEvalFr": 31.47}]}}, "multi-qa-MiniLM-L6-cos-v1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "AlloProfClusteringP2P": 49.13, "AlloProfClusteringS2S": 26.16, "HALClusteringS2S": 12.49, "MLSUMClusteringP2P": 35.15, "MLSUMClusteringS2S": 25.95, "MasakhaNEWSClusteringP2P (fra)": 53.73, "MasakhaNEWSClusteringS2S (fra)": 27.27}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "AmazonReviewsClassification (fr)": 27.05, "MTOPDomainClassification (fr)": 72.97, "MTOPIntentClassification (fr)": 37.18, "MasakhaNEWSClassification 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"Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "AlloprofReranking": 39.13, "SyntecReranking": 62.58}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "AlloprofRetrieval": 12.37, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 2.78, "SyntecRetrieval": 40.57, "XPQARetrieval (fr)": 33.82}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "SICKFr": 59.94, "STS22 (fr)": 77.1, "STSBenchmarkMultilingualSTS (fr)": 49.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "SummEvalFr": 29.48}]}}, "udever-bloom-560m": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "AlloProfClusteringP2P": 53.57, "AlloProfClusteringS2S": 22.13, "HALClusteringS2S": 7.68, "MLSUMClusteringP2P": 36.43, "MLSUMClusteringS2S": 25.26, "MasakhaNEWSClusteringP2P (fra)": 37.57, "MasakhaNEWSClusteringS2S (fra)": 20.58}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "AmazonReviewsClassification (fr)": 26.85, "MTOPDomainClassification (fr)": 34.99, "MTOPIntentClassification (fr)": 15.76, "MasakhaNEWSClassification (fra)": 67.94, "MassiveIntentClassification (fr)": 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href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "SICKFr": 54.54, "STS22 (fr)": 61.35, "STSBenchmarkMultilingualSTS (fr)": 36.78}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "SummEvalFr": 23.63}]}}, "universal-sentence-encoder-multilingual-3": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "AlloProfClusteringP2P": 56.9, "AlloProfClusteringS2S": 37.84, "HALClusteringS2S": 18.95, "MLSUMClusteringP2P": 43.9, 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href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "SummEvalFr": 28.21}]}}, "universal-sentence-encoder-multilingual-large-3": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "AlloProfClusteringP2P": 54.21, "AlloProfClusteringS2S": 37.95, "HALClusteringS2S": 18.94, "MLSUMClusteringP2P": 41.02, "MLSUMClusteringS2S": 37.97, "MasakhaNEWSClusteringP2P (fra)": 24.09, "MasakhaNEWSClusteringS2S (fra)": 40.24}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "AmazonReviewsClassification (fr)": 35.09, "MTOPDomainClassification (fr)": 88.19, "MTOPIntentClassification (fr)": 63.64, "MasakhaNEWSClassification (fra)": 72.04, "MassiveIntentClassification (fr)": 65.8, "MassiveScenarioClassification (fr)": 73.47}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.62}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "AlloprofReranking": 55.39, "SyntecReranking": 77.13}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "AlloprofRetrieval": 33.78, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 26.21, "SyntecRetrieval": 63.69, "XPQARetrieval (fr)": 65.21}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "SICKFr": 74.39, "STS22 (fr)": 71.11, "STSBenchmarkMultilingualSTS (fr)": 78.16}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", 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62.46}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 58.96}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "AlloprofReranking": 63.54, "SyntecReranking": 82.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "AlloprofRetrieval": 45.5, "BSARDRetrieval": 0.15, "MintakaRetrieval (fr)": 15.51, "SyntecRetrieval": 75.83, "XPQARetrieval (fr)": 67.07}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "SICKFr": 68.51, "STS22 (fr)": 70.51, "STSBenchmarkMultilingualSTS (fr)": 76.43}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "SummEvalFr": 30.88}]}}, "voyage-code-2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "AlloProfClusteringP2P": 61.63, "AlloProfClusteringS2S": 50.67, "HALClusteringS2S": 27.44, "MLSUMClusteringP2P": 45.23, "MLSUMClusteringS2S": 41.48, "MasakhaNEWSClusteringP2P (fra)": 56.59, "MasakhaNEWSClusteringS2S (fra)": 35.18}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "AmazonReviewsClassification (fr)": 42.15, "MTOPDomainClassification (fr)": 87.68, "MTOPIntentClassification (fr)": 59.44, "MasakhaNEWSClassification (fra)": 82.13, "MassiveIntentClassification (fr)": 63.08, "MassiveScenarioClassification (fr)": 70.15}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 60.83}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "AlloprofReranking": 70.79, "SyntecReranking": 86.77}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "AlloprofRetrieval": 52.61, "BSARDRetrieval": 0.29, "MintakaRetrieval (fr)": 19.05, "SyntecRetrieval": 82.77, "XPQARetrieval (fr)": 71.95}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "SICKFr": 73.56, "STS22 (fr)": 79.99, "STSBenchmarkMultilingualSTS (fr)": 79.02}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "SummEvalFr": 28.34}]}}}
\ No newline at end of file
+{"all-mpnet-base-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "ArxivClusteringP2P": 48.38, "ArxivClusteringS2S": 39.72, "BiorxivClusteringP2P": 39.62, "BiorxivClusteringS2S": 35.02, "MedrxivClusteringP2P": 35.58, "MedrxivClusteringS2S": 32.87, "RedditClustering": 54.82, "RedditClusteringP2P": 56.77, "StackExchangeClustering": 53.8, "StackExchangeClusteringP2P": 34.28, "TwentyNewsgroupsClustering": 49.74}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "AmazonCounterfactualClassification (en)": 65.27, "AmazonPolarityClassification": 67.13, "AmazonReviewsClassification (en)": 31.92, "Banking77Classification": 81.86, "EmotionClassification": 39.72, "ImdbClassification": 70.72, "MTOPDomainClassification (en)": 92.08, "MTOPIntentClassification (en)": 70.21, "MassiveIntentClassification (en)": 69.57, "MassiveScenarioClassification (en)": 76.01, "ToxicConversationsClassification": 60.86, "TweetSentimentExtractionClassification": 55.46}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "SprintDuplicateQuestions": 90.15, "TwitterSemEval2015": 73.85, "TwitterURLCorpus": 85.11}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "AskUbuntuDupQuestions": 65.85, "MindSmallReranking": 30.97, "SciDocsRR": 88.65, "StackOverflowDupQuestions": 51.98}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "ArguAna": 46.52, "CQADupstackAndroidRetrieval": 56.49, "CQADupstackEnglishRetrieval": 52.29, "CQADupstackGamingRetrieval": 60.03, "CQADupstackGisRetrieval": 44.27, "CQADupstackMathematicaRetrieval": 34.21, "CQADupstackPhysicsRetrieval": 50.97, "CQADupstackProgrammersRetrieval": 44.17, "CQADupstackRetrieval": 44.96, "CQADupstackStatsRetrieval": 38.15, "CQADupstackTexRetrieval": 33.35, "CQADupstackUnixRetrieval": 45.41, "CQADupstackWebmastersRetrieval": 44.24, "CQADupstackWordpressRetrieval": 35.94, "ClimateFEVER": 21.97, "DBPedia": 32.09, "FEVER": 50.86, "FiQA2018": 49.96, "HotpotQA": 39.29, "MSMARCO": 39.75, "NFCorpus": 33.29, "NQ": 50.45, "QuoraRetrieval": 87.46, "SCIDOCS": 23.76, "SciFact": 65.57, "TRECCOVID": 51.33, "Touche2020": 19.93}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "BIOSSES": 80.43, "SICK-R": 80.59, "STS12": 72.63, "STS13": 83.48, "STS14": 78.0, "STS15": 85.66, "STS16": 80.03, "STS17 (en-en)": 90.6, "STS22 (en)": 67.95, "STSBenchmark": 83.42}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-mpnet-base-v2\">all-mpnet-base-v2</a>", "SummEval": 27.49}]}}, "allenai-specter": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "ArxivClusteringP2P": 44.75, "ArxivClusteringS2S": 35.27, "BiorxivClusteringP2P": 39.52, "BiorxivClusteringS2S": 34.53, "MedrxivClusteringP2P": 35.04, "MedrxivClusteringS2S": 31.66, "RedditClustering": 24.13, "RedditClusteringP2P": 35.06, "StackExchangeClustering": 39.01, "StackExchangeClusteringP2P": 31.46, "TwentyNewsgroupsClustering": 24.22}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "AmazonCounterfactualClassification (de)": 54.46, "AmazonCounterfactualClassification (en)": 58.7, "AmazonCounterfactualClassification (en-ext)": 59.28, "AmazonCounterfactualClassification (ja)": 43.87, "AmazonPolarityClassification": 57.77, "AmazonReviewsClassification (de)": 24.08, "AmazonReviewsClassification (en)": 26.26, "AmazonReviewsClassification (es)": 23.88, "AmazonReviewsClassification (fr)": 23.31, "AmazonReviewsClassification (ja)": 20.25, "AmazonReviewsClassification (zh)": 20.49, "Banking77Classification": 66.66, "EmotionClassification": 24.82, "ImdbClassification": 56.35, "MTOPDomainClassification (de)": 48.55, "MTOPDomainClassification (en)": 74.53, "MTOPDomainClassification (es)": 58.39, "MTOPDomainClassification (fr)": 54.61, "MTOPDomainClassification (hi)": 21.22, "MTOPDomainClassification (th)": 14.98, "MTOPIntentClassification (de)": 35.55, "MTOPIntentClassification (en)": 50.05, "MTOPIntentClassification (es)": 36.72, "MTOPIntentClassification (fr)": 34.71, "MTOPIntentClassification (hi)": 4.44, "MTOPIntentClassification (th)": 4.67, "MassiveIntentClassification (af)": 33.68, "MassiveIntentClassification (am)": 2.94, "MassiveIntentClassification (ar)": 10.04, "MassiveIntentClassification (az)": 30.74, "MassiveIntentClassification (bn)": 3.02, "MassiveIntentClassification (cy)": 33.94, "MassiveIntentClassification (da)": 38.47, "MassiveIntentClassification (de)": 36.06, "MassiveIntentClassification (el)": 27.7, "MassiveIntentClassification (en)": 51.73, "MassiveIntentClassification (es)": 35.6, "MassiveIntentClassification (fa)": 17.97, "MassiveIntentClassification (fi)": 35.53, "MassiveIntentClassification (fr)": 38.41, "MassiveIntentClassification (he)": 2.69, "MassiveIntentClassification (hi)": 3.43, "MassiveIntentClassification (hu)": 34.05, "MassiveIntentClassification (hy)": 3.11, "MassiveIntentClassification (id)": 40.02, "MassiveIntentClassification (is)": 32.63, "MassiveIntentClassification (it)": 39.28, "MassiveIntentClassification (ja)": 4.95, "MassiveIntentClassification (jv)": 34.95, "MassiveIntentClassification (ka)": 2.57, "MassiveIntentClassification (km)": 4.73, "MassiveIntentClassification (kn)": 3.54, "MassiveIntentClassification (ko)": 2.68, "MassiveIntentClassification (lv)": 37.91, "MassiveIntentClassification (ml)": 2.88, "MassiveIntentClassification (mn)": 16.94, "MassiveIntentClassification (ms)": 36.6, "MassiveIntentClassification (my)": 3.96, "MassiveIntentClassification (nb)": 34.75, "MassiveIntentClassification (nl)": 33.95, "MassiveIntentClassification (pl)": 35.77, "MassiveIntentClassification (pt)": 43.05, "MassiveIntentClassification (ro)": 36.2, "MassiveIntentClassification (ru)": 25.3, "MassiveIntentClassification (sl)": 35.9, "MassiveIntentClassification (sq)": 36.6, "MassiveIntentClassification (sv)": 36.0, "MassiveIntentClassification (sw)": 34.81, "MassiveIntentClassification (ta)": 3.11, "MassiveIntentClassification (te)": 2.53, "MassiveIntentClassification (th)": 4.38, "MassiveIntentClassification (tl)": 35.51, "MassiveIntentClassification (tr)": 32.02, "MassiveIntentClassification (ur)": 9.61, "MassiveIntentClassification (vi)": 37.07, "MassiveIntentClassification (zh-CN)": 2.81, "MassiveIntentClassification (zh-TW)": 4.79, "MassiveScenarioClassification (af)": 36.17, "MassiveScenarioClassification (am)": 7.64, "MassiveScenarioClassification (ar)": 15.26, "MassiveScenarioClassification (az)": 30.73, "MassiveScenarioClassification (bn)": 7.15, "MassiveScenarioClassification (cy)": 34.73, "MassiveScenarioClassification (da)": 39.93, "MassiveScenarioClassification (de)": 38.62, "MassiveScenarioClassification (el)": 27.18, "MassiveScenarioClassification (en)": 58.58, "MassiveScenarioClassification (es)": 39.44, "MassiveScenarioClassification (fa)": 21.43, "MassiveScenarioClassification (fi)": 33.21, "MassiveScenarioClassification (fr)": 40.26, "MassiveScenarioClassification (he)": 7.42, "MassiveScenarioClassification (hi)": 8.06, "MassiveScenarioClassification (hu)": 34.54, "MassiveScenarioClassification (hy)": 8.61, "MassiveScenarioClassification (id)": 40.04, "MassiveScenarioClassification (is)": 33.57, "MassiveScenarioClassification (it)": 40.1, "MassiveScenarioClassification (ja)": 9.96, "MassiveScenarioClassification (jv)": 36.11, "MassiveScenarioClassification (ka)": 7.13, 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"MassiveScenarioClassification (tr)": 34.57, "MassiveScenarioClassification (ur)": 16.17, "MassiveScenarioClassification (vi)": 35.91, "MassiveScenarioClassification (zh-CN)": 9.19, "MassiveScenarioClassification (zh-TW)": 10.19, "ToxicConversationsClassification": 57.44, "TweetSentimentExtractionClassification": 45.52}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "SprintDuplicateQuestions": 71.63, "TwitterSemEval2015": 43.25, "TwitterURLCorpus": 69.22}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "AskUbuntuDupQuestions": 50.07, "MindSmallReranking": 24.8, "SciDocsRR": 81.31, "StackOverflowDupQuestions": 36.22}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "ArguAna": 32.67, "CQADupstackAndroidRetrieval": 18.91, "CQADupstackEnglishRetrieval": 14.31, "CQADupstackGamingRetrieval": 18.14, "CQADupstackGisRetrieval": 13.61, "CQADupstackMathematicaRetrieval": 11.09, "CQADupstackPhysicsRetrieval": 21.98, "CQADupstackProgrammersRetrieval": 15.69, "CQADupstackRetrieval": 14.6, "CQADupstackStatsRetrieval": 14.4, "CQADupstackTexRetrieval": 8.04, "CQADupstackUnixRetrieval": 12.33, "CQADupstackWebmastersRetrieval": 17.51, "CQADupstackWordpressRetrieval": 9.18, "ClimateFEVER": 6.86, "DBPedia": 4.14, "FEVER": 5.45, "FiQA2018": 5.64, "HotpotQA": 5.46, "MSMARCO": 5.59, "NFCorpus": 0.85, "NQ": 5.99, "QuoraRetrieval": 64.65, "SCIDOCS": 0.0, "SciFact": 47.88, "TRECCOVID": 29.91, "Touche2020": 8.46}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "BIOSSES": 64.95, "SICK-R": 56.39, "STS12": 62.49, "STS13": 58.7, "STS14": 54.87, "STS15": 62.54, "STS16": 64.27, "STS17 (ar-ar)": 27.14, "STS17 (en-ar)": 6.9, "STS17 (en-de)": 11.59, "STS17 (en-en)": 69.63, "STS17 (en-tr)": 6.46, "STS17 (es-en)": 10.86, "STS17 (es-es)": 55.45, "STS17 (fr-en)": 16.02, "STS17 (it-en)": 19.87, "STS17 (ko-ko)": 8.08, "STS17 (nl-en)": 24.92, "STS22 (ar)": 19.57, "STS22 (de)": 17.31, "STS22 (de-en)": 26.03, "STS22 (de-fr)": 10.26, "STS22 (de-pl)": 16.94, "STS22 (en)": 55.06, "STS22 (es)": 48.89, "STS22 (es-en)": 51.79, "STS22 (es-it)": 25.24, "STS22 (fr)": 53.92, "STS22 (fr-pl)": 39.44, "STS22 (it)": 39.43, "STS22 (pl)": 13.56, "STS22 (pl-en)": 25.36, "STS22 (ru)": 1.11, "STS22 (tr)": 31.73, "STS22 (zh)": 16.35, "STS22 (zh-en)": 8.44, "STSBenchmark": 61.26}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/allenai-specter\">allenai-specter</a>", "SummEval": 27.66}]}}, "Baichuan-text-embedding": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "CLSClusteringP2P": 60.37, "CLSClusteringS2S": 51.09, "ThuNewsClusteringP2P": 58.23, "ThuNewsClusteringS2S": 57.83}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "AmazonReviewsClassification (zh)": 48.3, "IFlyTek": 50.75, "JDReview": 87.69, "MassiveIntentClassification (zh-CN)": 74.91, "MassiveScenarioClassification (zh-CN)": 81.28, "MultilingualSentiment": 76.83, "OnlineShopping": 94.42, "TNews": 52.62, "Waimai": 88.77}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "Cmnli": 85.31, "Ocnli": 79.33}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "CMedQAv1": 88.06, "CMedQAv2": 88.46, "MMarcoReranking": 34.3, "T2Reranking": 67.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "CmedqaRetrieval": 47.64, "CovidRetrieval": 86.86, "DuRetrieval": 88.43, "EcomRetrieval": 66.39, "MMarcoRetrieval": 80.17, "MedicalRetrieval": 61.1, "T2Retrieval": 80.11, "VideoRetrieval": 74.28}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>", "AFQMC": 50.8, "ATEC": 53.23, "BQ": 66.49, "LCQMC": 76.6, "PAWSX": 47.56, "QBQTC": 39.96, "STS22 (zh)": 65.78, "STSB": 80.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://platform.baichuan-ai.com/docs/text-Embedding\">Baichuan-text-embedding</a>"}]}}, "bert-base-swedish-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>", "BornholmBitextMining": 6.6}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>", "AngryTweetsClassification": 44.58, "DKHateClassification": 55.53, "DalajClassification": 51.77, "DanishPoliticalCommentsClassification": 28.97, "LccSentimentClassification": 41.2, "MassiveIntentClassification (da)": 37.98, "MassiveIntentClassification (nb)": 35.75, "MassiveIntentClassification (sv)": 52.75, "MassiveScenarioClassification (da)": 40.44, "MassiveScenarioClassification (nb)": 35.76, "MassiveScenarioClassification (sv)": 56.09, "NoRecClassification": 43.91, "NordicLangClassification": 62.45, "NorwegianParliament": 57.56, "ScalaDaClassification": 53.53, "ScalaNbClassification": 53.63, "ScalaSvClassification": 60.69, "SweRecClassification": 69.84}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KB/bert-base-swedish-cased\">bert-base-swedish-cased</a>"}]}}, "bert-base-uncased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "ArxivClusteringP2P": 35.19, "ArxivClusteringS2S": 27.51, "BiorxivClusteringP2P": 30.12, "BiorxivClusteringS2S": 24.77, "MedrxivClusteringP2P": 26.09, "MedrxivClusteringS2S": 23.6, "RedditClustering": 27.24, "RedditClusteringP2P": 43.32, "StackExchangeClustering": 43.58, "StackExchangeClusteringP2P": 26.55, "TwentyNewsgroupsClustering": 23.35}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "AmazonCounterfactualClassification (en)": 74.25, "AmazonPolarityClassification": 71.33, "AmazonReviewsClassification (en)": 33.56, "Banking77Classification": 63.41, "EmotionClassification": 35.28, "ImdbClassification": 65.35, "MTOPDomainClassification (en)": 82.63, "MTOPIntentClassification (en)": 68.14, "MassiveIntentClassification (en)": 59.88, "MassiveScenarioClassification (en)": 64.28, "ToxicConversationsClassification": 70.0, "TweetSentimentExtractionClassification": 51.81}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "SprintDuplicateQuestions": 36.81, "TwitterSemEval2015": 55.9, "TwitterURLCorpus": 76.29}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "AskUbuntuDupQuestions": 45.84, "MindSmallReranking": 28.37, "SciDocsRR": 64.94, "StackOverflowDupQuestions": 34.62}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "ArguAna": 28.29, "CQADupstackAndroidRetrieval": 10.06, "CQADupstackEnglishRetrieval": 8.38, "CQADupstackGamingRetrieval": 9.08, "CQADupstackGisRetrieval": 4.49, "CQADupstackMathematicaRetrieval": 2.12, "CQADupstackPhysicsRetrieval": 8.4, "CQADupstackProgrammersRetrieval": 4.61, "CQADupstackRetrieval": 5.51, "CQADupstackStatsRetrieval": 2.84, "CQADupstackTexRetrieval": 2.67, "CQADupstackUnixRetrieval": 4.66, "CQADupstackWebmastersRetrieval": 5.89, "CQADupstackWordpressRetrieval": 2.89, "ClimateFEVER": 5.41, "DBPedia": 4.13, "FEVER": 3.3, "FiQA2018": 2.19, "HotpotQA": 8.26, "MSMARCO": 1.91, "NFCorpus": 4.3, "NQ": 2.62, "QuoraRetrieval": 61.03, "SCIDOCS": 2.82, "SciFact": 13.34, "TRECCOVID": 14.74, "Touche2020": 0.97}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "BIOSSES": 54.7, "SICK-R": 58.65, "STS12": 30.87, "STS13": 59.89, "STS14": 47.73, "STS15": 60.29, "STS16": 63.73, "STS17 (en-en)": 64.1, "STS22 (en)": 56.37, "STSBenchmark": 47.29}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/bert-base-uncased\">bert-base-uncased</a>", "SummEval": 29.82}]}}, "bge-base-zh-v1.5": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "CLSClusteringP2P": 39.91, "CLSClusteringS2S": 37.63, "ThuNewsClusteringP2P": 58.45, "ThuNewsClusteringS2S": 54.12}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "AmazonReviewsClassification (zh)": 40.15, "IFlyTek": 48.62, "JDReview": 83.62, "MassiveIntentClassification (zh-CN)": 67.93, "MassiveScenarioClassification (zh-CN)": 73.98, "MultilingualSentiment": 70.67, "OnlineShopping": 91.26, "TNews": 51.08, "Waimai": 85.36}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "Cmnli": 84.1, "Ocnli": 75.41}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "CMedQAv1": 80.47, "CMedQAv2": 84.88, "MMarcoReranking": 29.74, "T2Reranking": 66.49}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "CmedqaRetrieval": 41.61, "CovidRetrieval": 74.7, "DuRetrieval": 85.07, "EcomRetrieval": 64.25, "MMarcoRetrieval": 77.69, "MedicalRetrieval": 56.51, "T2Retrieval": 83.71, "VideoRetrieval": 72.35}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>", "AFQMC": 42.4, "ATEC": 48.17, "BQ": 61.78, "LCQMC": 74.45, "PAWSX": 20.4, "QBQTC": 36.22, "STS22 (zh)": 68.01, "STSB": 78.31}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-base-zh-v1.5\">bge-base-zh-v1.5</a>"}]}}, "bge-large-zh-v1.5": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "CLSClusteringP2P": 41.44, "CLSClusteringS2S": 38.33, "ThuNewsClusteringP2P": 59.61, "ThuNewsClusteringS2S": 56.58}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "AmazonReviewsClassification (zh)": 41.38, "IFlyTek": 48.74, "JDReview": 85.14, "MassiveIntentClassification (zh-CN)": 68.84, "MassiveScenarioClassification (zh-CN)": 74.7, "MultilingualSentiment": 72.97, "OnlineShopping": 91.43, "TNews": 52.1, "Waimai": 86.9}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "Cmnli": 85.27, "Ocnli": 77.94}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "CMedQAv1": 83.45, "CMedQAv2": 85.44, "MMarcoReranking": 28.74, "T2Reranking": 65.74}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "CmedqaRetrieval": 42.57, "CovidRetrieval": 73.35, "DuRetrieval": 86.32, "EcomRetrieval": 65.33, "MMarcoRetrieval": 79.23, "MedicalRetrieval": 59.59, "T2Retrieval": 83.99, "VideoRetrieval": 73.32}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>", "AFQMC": 44.36, "ATEC": 49.54, "BQ": 62.94, "LCQMC": 74.33, "PAWSX": 33.92, "QBQTC": 37.29, "STS22 (zh)": 68.94, "STSB": 78.7}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-v1.5\">bge-large-zh-v1.5</a>"}]}}, "bge-large-zh-noinstruct": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "CLSClusteringP2P": 41.23, "CLSClusteringS2S": 40.04, "ThuNewsClusteringP2P": 62.03, "ThuNewsClusteringS2S": 56.75}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "AmazonReviewsClassification (zh)": 41.94, "IFlyTek": 45.32, "JDReview": 85.38, "MassiveIntentClassification (zh-CN)": 66.96, "MassiveScenarioClassification (zh-CN)": 73.39, "MultilingualSentiment": 73.7, "OnlineShopping": 91.66, "TNews": 52.05, "Waimai": 86.83}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "Cmnli": 82.17, "Ocnli": 71.37}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "CMedQAv1": 81.72, "CMedQAv2": 84.64, "MMarcoReranking": 27.1, "T2Reranking": 66.16}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>", "AFQMC": 43.06, "ATEC": 48.29, "BQ": 60.53, "LCQMC": 74.71, "PAWSX": 16.64, "QBQTC": 35.2, "STS22 (zh)": 67.19, "STSB": 78.41}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-large-zh-noinstruct\">bge-large-zh-noinstruct</a>"}]}}, "bge-small-zh-v1.5": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "CLSClusteringP2P": 38.14, "CLSClusteringS2S": 35.14, "ThuNewsClusteringP2P": 54.22, "ThuNewsClusteringS2S": 49.22}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "AmazonReviewsClassification (zh)": 35.91, "IFlyTek": 45.49, "JDReview": 80.04, "MassiveIntentClassification (zh-CN)": 63.95, "MassiveScenarioClassification (zh-CN)": 70.8, "MultilingualSentiment": 63.06, "OnlineShopping": 85.05, "TNews": 48.15, "Waimai": 83.18}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "Cmnli": 76.24, "Ocnli": 64.57}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "CMedQAv1": 77.4, "CMedQAv2": 79.86, "MMarcoReranking": 20.5, "T2Reranking": 65.9}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "CmedqaRetrieval": 35.11, "CovidRetrieval": 70.14, "DuRetrieval": 77.28, "EcomRetrieval": 55.71, "MMarcoRetrieval": 63.48, "MedicalRetrieval": 49.8, "T2Retrieval": 76.43, "VideoRetrieval": 66.19}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>", "AFQMC": 33.42, "ATEC": 43.01, "BQ": 55.22, "LCQMC": 72.19, "PAWSX": 9.26, "QBQTC": 35.29, "STS22 (zh)": 67.72, "STSB": 76.73}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/BAAI/bge-small-zh-v1.5\">bge-small-zh-v1.5</a>"}]}}, "contriever-base-msmarco": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "ArxivClusteringP2P": 42.61, "ArxivClusteringS2S": 32.32, "BiorxivClusteringP2P": 34.97, "BiorxivClusteringS2S": 29.08, "MedrxivClusteringP2P": 31.19, "MedrxivClusteringS2S": 27.27, "RedditClustering": 54.89, "RedditClusteringP2P": 57.58, "StackExchangeClustering": 63.15, "StackExchangeClusteringP2P": 32.25, "TwentyNewsgroupsClustering": 46.82}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "AmazonCounterfactualClassification (en)": 72.19, "AmazonPolarityClassification": 68.63, "AmazonReviewsClassification (en)": 37.42, "Banking77Classification": 80.02, "EmotionClassification": 44.77, "ImdbClassification": 67.04, "MTOPDomainClassification (en)": 93.18, "MTOPIntentClassification (en)": 69.31, "MassiveIntentClassification (en)": 67.78, "MassiveScenarioClassification (en)": 76.0, "ToxicConversationsClassification": 67.77, "TweetSentimentExtractionClassification": 56.1}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "SprintDuplicateQuestions": 95.55, "TwitterSemEval2015": 66.85, "TwitterURLCorpus": 85.21}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "AskUbuntuDupQuestions": 56.69, "MindSmallReranking": 31.58, "SciDocsRR": 76.51, "StackOverflowDupQuestions": 47.78}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "ArguAna": 48.32, "CQADupstackAndroidRetrieval": 44.49, "CQADupstackEnglishRetrieval": 40.65, "CQADupstackGamingRetrieval": 51.05, "CQADupstackGisRetrieval": 28.84, "CQADupstackMathematicaRetrieval": 22.38, "CQADupstackPhysicsRetrieval": 39.65, "CQADupstackProgrammersRetrieval": 34.94, "CQADupstackRetrieval": 33.67, "CQADupstackStatsRetrieval": 29.21, "CQADupstackTexRetrieval": 21.15, "CQADupstackUnixRetrieval": 31.7, "CQADupstackWebmastersRetrieval": 34.93, "CQADupstackWordpressRetrieval": 25.04, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nthakur/contriever-base-msmarco\">contriever-base-msmarco</a>", "SummEval": 30.36}]}}, "cross-en-de-roberta-sentence-transformer": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>", "BlurbsClusteringP2P": 30.82, "BlurbsClusteringS2S": 12.69, "TenKGnadClusteringP2P": 23.5, "TenKGnadClusteringS2S": 10.94}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/T-Systems-onsite/cross-en-de-roberta-sentence-transformer\">cross-en-de-roberta-sentence-transformer</a>"}]}}, "dfm-encoder-large-v1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>", "BornholmBitextMining": 11.65}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>", "AngryTweetsClassification": 53.8, "DKHateClassification": 60.09, "DalajClassification": 50.42, "DanishPoliticalCommentsClassification": 36.6, "LccSentimentClassification": 57.33, "MassiveIntentClassification (da)": 60.55, "MassiveIntentClassification (nb)": 52.49, "MassiveIntentClassification (sv)": 49.74, "MassiveScenarioClassification (da)": 64.16, "MassiveScenarioClassification (nb)": 54.59, "MassiveScenarioClassification (sv)": 50.1, "NoRecClassification": 48.3, "NordicLangClassification": 77.68, "NorwegianParliament": 58.78, "ScalaDaClassification": 63.08, "ScalaNbClassification": 58.95, "ScalaSvClassification": 55.7, "SweRecClassification": 65.2}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-encoder-large-v1</a>"}]}}, "dfm-sentence-encoder-large-1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>", "BornholmBitextMining": 15.93}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>", "AngryTweetsClassification": 54.42, "DKHateClassification": 63.19, "DalajClassification": 50.03, "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, "ScalaSvClassification": 57.68, "SweRecClassification": 66.96}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/chcaa/dfm-encoder-large-v1\">dfm-sentence-encoder-large-1</a>"}]}}, "distiluse-base-multilingual-cased-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "8TagsClustering": 12.51, "ArxivClusteringP2P": 33.59}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "AllegroReviews": 28.03, "AmazonCounterfactualClassification (de)": 68.14, "AmazonCounterfactualClassification (en)": 71.81, "AmazonCounterfactualClassification (en-ext)": 72.96, "AmazonCounterfactualClassification (ja)": 65.39, "AmazonPolarityClassification": 68.0, "AmazonReviewsClassification (de)": 35.03, "AmazonReviewsClassification (en)": 35.45, "AmazonReviewsClassification (es)": 36.24, "AmazonReviewsClassification (fr)": 35.7, "AmazonReviewsClassification (ja)": 31.08, "AmazonReviewsClassification (zh)": 33.89, "Banking77Classification": 71.48, "CBD": 60.0, "EmotionClassification": 40.04, "ImdbClassification": 61.52, "MTOPDomainClassification (de)": 86.19, "MTOPDomainClassification (en)": 91.59, "MTOPDomainClassification (es)": 87.75, "MTOPDomainClassification (fr)": 84.61, "MTOPDomainClassification (hi)": 76.41, "MTOPDomainClassification (th)": 73.62, "MTOPIntentClassification (de)": 59.21, "MTOPIntentClassification (en)": 66.4, "MTOPIntentClassification (es)": 57.21, "MTOPIntentClassification (fr)": 53.41, "MTOPIntentClassification (hi)": 45.54, "MTOPIntentClassification (th)": 47.73, "MassiveIntentClassification (af)": 40.02, "MassiveIntentClassification (am)": 2.35, "MassiveIntentClassification (ar)": 43.14, "MassiveIntentClassification (az)": 25.6, "MassiveIntentClassification (bn)": 4.84, "MassiveIntentClassification (cy)": 15.43, "MassiveIntentClassification (da)": 52.33, "MassiveIntentClassification (de)": 51.57, "MassiveIntentClassification (el)": 49.65, "MassiveIntentClassification (en)": 66.71, "MassiveIntentClassification (es)": 56.57, "MassiveIntentClassification (fa)": 55.36, "MassiveIntentClassification (fi)": 45.72, "MassiveIntentClassification (fr)": 57.02, "MassiveIntentClassification (he)": 46.74, "MassiveIntentClassification (hi)": 48.55, "MassiveIntentClassification (hu)": 50.65, "MassiveIntentClassification (hy)": 40.79, "MassiveIntentClassification (id)": 56.0, "MassiveIntentClassification (is)": 16.08, "MassiveIntentClassification (it)": 57.65, "MassiveIntentClassification (ja)": 55.33, "MassiveIntentClassification (jv)": 28.16, "MassiveIntentClassification (ka)": 29.41, "MassiveIntentClassification (km)": 4.79, "MassiveIntentClassification (kn)": 3.37, "MassiveIntentClassification (ko)": 49.97, "MassiveIntentClassification (lv)": 44.31, "MassiveIntentClassification (ml)": 3.24, "MassiveIntentClassification (mn)": 40.37, "MassiveIntentClassification (ms)": 47.97, "MassiveIntentClassification (my)": 38.48, "MassiveIntentClassification (nb)": 46.01, "MassiveIntentClassification (nl)": 58.29, "MassiveIntentClassification (pl)": 53.1, "MassiveIntentClassification (pt)": 58.63, "MassiveIntentClassification (ro)": 50.63, "MassiveIntentClassification (ru)": 57.96, "MassiveIntentClassification (sl)": 50.66, "MassiveIntentClassification (sq)": 50.25, "MassiveIntentClassification (sv)": 52.41, "MassiveIntentClassification (sw)": 19.29, "MassiveIntentClassification (ta)": 3.79, "MassiveIntentClassification (te)": 3.36, "MassiveIntentClassification (th)": 45.28, "MassiveIntentClassification (tl)": 28.44, "MassiveIntentClassification (tr)": 50.47, "MassiveIntentClassification (ur)": 46.03, "MassiveIntentClassification (vi)": 45.25, "MassiveIntentClassification (zh-CN)": 59.22, "MassiveIntentClassification (zh-TW)": 54.96, "MassiveScenarioClassification (af)": 53.67, "MassiveScenarioClassification (am)": 7.72, "MassiveScenarioClassification (ar)": 52.19, "MassiveScenarioClassification (az)": 34.75, "MassiveScenarioClassification (bn)": 10.65, "MassiveScenarioClassification (cy)": 21.24, "MassiveScenarioClassification (da)": 62.55, "MassiveScenarioClassification (de)": 61.4, "MassiveScenarioClassification (el)": 60.68, "MassiveScenarioClassification (en)": 74.0, "MassiveScenarioClassification (es)": 64.61, "MassiveScenarioClassification (fa)": 59.24, "MassiveScenarioClassification (fi)": 54.66, "MassiveScenarioClassification (fr)": 65.2, "MassiveScenarioClassification (he)": 54.74, "MassiveScenarioClassification (hi)": 55.99, "MassiveScenarioClassification (hu)": 61.2, "MassiveScenarioClassification (hy)": 49.63, "MassiveScenarioClassification (id)": 65.25, "MassiveScenarioClassification (is)": 22.6, "MassiveScenarioClassification (it)": 64.63, "MassiveScenarioClassification (ja)": 62.32, "MassiveScenarioClassification (jv)": 35.77, "MassiveScenarioClassification (ka)": 39.08, "MassiveScenarioClassification (km)": 9.24, "MassiveScenarioClassification (kn)": 8.28, "MassiveScenarioClassification (ko)": 57.6, "MassiveScenarioClassification (lv)": 51.72, "MassiveScenarioClassification (ml)": 8.25, "MassiveScenarioClassification (mn)": 47.21, "MassiveScenarioClassification (ms)": 55.65, "MassiveScenarioClassification (my)": 43.31, "MassiveScenarioClassification (nb)": 54.98, "MassiveScenarioClassification (nl)": 67.49, "MassiveScenarioClassification (pl)": 61.29, "MassiveScenarioClassification (pt)": 64.26, "MassiveScenarioClassification (ro)": 58.03, "MassiveScenarioClassification (ru)": 65.41, "MassiveScenarioClassification (sl)": 59.36, "MassiveScenarioClassification (sq)": 62.69, "MassiveScenarioClassification (sv)": 64.35, "MassiveScenarioClassification (sw)": 25.12, "MassiveScenarioClassification (ta)": 8.67, "MassiveScenarioClassification (te)": 7.82, "MassiveScenarioClassification (th)": 54.65, "MassiveScenarioClassification (tl)": 36.09, "MassiveScenarioClassification (tr)": 60.89, "MassiveScenarioClassification (ur)": 54.71, "MassiveScenarioClassification (vi)": 55.15, "MassiveScenarioClassification (zh-CN)": 66.44, "MassiveScenarioClassification (zh-TW)": 62.89, "PAC": 68.17, "PolEmo2.0-IN": 48.84, "PolEmo2.0-OUT": 30.0, "ToxicConversationsClassification": 69.09, "TweetSentimentExtractionClassification": 59.97}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "CDSC-E": 71.83, "PPC": 86.83, "PSC": 96.35, "SICK-E-PL": 62.05, "SprintDuplicateQuestions": 87.15, "TwitterSemEval2015": 61.67, "TwitterURLCorpus": 84.02}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "AskUbuntuDupQuestions": 53.75, "MindSmallReranking": 30.39, "SciDocsRR": 69.22, "StackOverflowDupQuestions": 41.92}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "ArguAna-PL": 36.7, "DBPedia-PL": 12.36, "FiQA-PL": 8.02, "HotpotQA-PL": 20.83, "MSMARCO-PL": 4.57, "NFCorpus-PL": 16.28, "NQ-PL": 5.85, "Quora-PL": 71.95, "SCIDOCS-PL": 6.5, "SciFact-PL": 33.03, "TRECCOVID-PL": 16.91}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>", "BIOSSES": 78.34, "CDSC-R": 87.67, "SICK-R": 75.25, "SICK-R-PL": 65.53, "STS12": 72.96, "STS13": 70.58, "STS14": 70.29, "STS15": 81.94, "STS16": 76.8, "STS17 (ar-ar)": 77.34, "STS17 (en-ar)": 77.46, "STS17 (en-de)": 80.24, "STS17 (en-en)": 86.19, "STS17 (en-tr)": 74.34, "STS17 (es-en)": 77.4, "STS17 (es-es)": 83.71, "STS17 (fr-en)": 79.28, "STS17 (it-en)": 80.82, "STS17 (ko-ko)": 76.4, "STS17 (nl-en)": 80.51, "STS22 (ar)": 49.04, "STS22 (de)": 35.73, "STS22 (de-en)": 47.51, "STS22 (de-fr)": 60.76, "STS22 (de-pl)": 36.09, "STS22 (en)": 62.88, "STS22 (es)": 59.34, "STS22 (es-en)": 68.96, "STS22 (es-it)": 63.28, "STS22 (fr)": 76.41, "STS22 (fr-pl)": 61.98, "STS22 (it)": 65.1, "STS22 (pl)": 34.58, "STS22 (pl-en)": 71.33, "STS22 (ru)": 52.4, "STS22 (tr)": 54.07, "STS22 (zh)": 54.32, "STS22 (zh-en)": 61.75, "STSBenchmark": 80.75}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2</a>"}]}}, "DanskBERT": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>", "BornholmBitextMining": 6.34}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>", "AngryTweetsClassification": 54.28, "DKHateClassification": 59.3, "DalajClassification": 50.32, "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, "ScalaSvClassification": 53.79}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vesteinn/DanskBERT\">DanskBERT</a>"}]}}, "e5-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>", "BornholmBitextMining": 40.09}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>", "AngryTweetsClassification": 45.06, "DKHateClassification": 58.51, "DalajClassification": 49.62, "DanishPoliticalCommentsClassification": 28.43, "LccSentimentClassification": 37.47, "MassiveIntentClassification (da)": 44.25, "MassiveIntentClassification (nb)": 41.57, "MassiveIntentClassification (sv)": 41.34, "MassiveScenarioClassification (da)": 52.99, "MassiveScenarioClassification (nb)": 50.33, "MassiveScenarioClassification (sv)": 50.0, "NoRecClassification": 42.0, "NordicLangClassification": 59.34, "NorwegianParliament": 57.42, "ScalaDaClassification": 50.08, "ScalaNbClassification": 50.18, "ScalaSvClassification": 49.95, "SweRecClassification": 61.04}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-base\">e5-base</a>"}]}}, "e5-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>", "BornholmBitextMining": 40.15}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>", "AngryTweetsClassification": 46.14, "DKHateClassification": 58.72, "DalajClassification": 49.76, "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, "ScalaSvClassification": 49.83, "SweRecClassification": 60.09}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-large\">e5-large</a>"}]}}, "e5-small": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>", "BornholmBitextMining": 40.27}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>", "AngryTweetsClassification": 43.6, "DKHateClassification": 57.57, "DalajClassification": 49.85, "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, "ScalaSvClassification": 49.79, "SweRecClassification": 60.91}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-small\">e5-small</a>"}]}}, "electra-small-nordic": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>", "BornholmBitextMining": 1.44}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>", "AngryTweetsClassification": 47.91, "DKHateClassification": 59.45, "DalajClassification": 55.84, "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, "ScalaSvClassification": 71.94, "SweRecClassification": 58.98}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/jonfd/electra-small-nordic\">electra-small-nordic</a>"}]}}, "electra-small-swedish-cased-discriminator": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>", "BornholmBitextMining": 0.85}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>", "AngryTweetsClassification": 40.52, "DKHateClassification": 52.28, "DalajClassification": 55.64, "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, "ScalaSvClassification": 70.85, "SweRecClassification": 54.96}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/electra-small-swedish-cased-discriminator\">electra-small-swedish-cased-discriminator</a>"}]}}, "gbert-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>", "BlurbsClusteringP2P": 35.36, "BlurbsClusteringS2S": 11.27, "TenKGnadClusteringP2P": 37.16, "TenKGnadClusteringS2S": 24.23}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-base\">gbert-base</a>"}]}}, "gbert-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>", "BlurbsClusteringP2P": 39.3, "BlurbsClusteringS2S": 13.38, "TenKGnadClusteringP2P": 41.69, "TenKGnadClusteringS2S": 34.97}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gbert-large\">gbert-large</a>"}]}}, "gelectra-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>", "BlurbsClusteringP2P": 10.06, "BlurbsClusteringS2S": 7.74, "TenKGnadClusteringP2P": 9.02, "TenKGnadClusteringS2S": 4.11}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-base\">gelectra-base</a>"}]}}, "gelectra-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>", "BlurbsClusteringP2P": 13.96, "BlurbsClusteringS2S": 7.57, "TenKGnadClusteringP2P": 11.49, "TenKGnadClusteringS2S": 3.91}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/deepset/gelectra-large\">gelectra-large</a>"}]}}, "gottbert-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>", "BlurbsClusteringP2P": 34.49, "BlurbsClusteringS2S": 8.37, "TenKGnadClusteringP2P": 33.66, "TenKGnadClusteringS2S": 9.34}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/uklfr/gottbert-base\">gottbert-base</a>"}]}}, "glove.6B.300d": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "BUCC (de-en)": 0.18, "BUCC (fr-en)": 0.19, "BUCC (ru-en)": 0.1, "BUCC (zh-en)": 0.0}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "ArxivClusteringP2P": 32.56, "ArxivClusteringS2S": 23.14, "BiorxivClusteringP2P": 29.27, "BiorxivClusteringS2S": 19.18, "MedrxivClusteringP2P": 26.12, "MedrxivClusteringS2S": 20.38, "RedditClustering": 28.46, "RedditClusteringP2P": 35.82, "StackExchangeClustering": 35.8, "StackExchangeClusteringP2P": 28.51, "TwentyNewsgroupsClustering": 25.83}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "AmazonCounterfactualClassification (en)": 56.91, "AmazonPolarityClassification": 60.32, "AmazonReviewsClassification (en)": 29.67, "Banking77Classification": 67.69, "EmotionClassification": 36.93, "ImdbClassification": 62.57, "MTOPDomainClassification (en)": 79.11, "MTOPIntentClassification (en)": 55.85, "MassiveIntentClassification (en)": 56.19, "MassiveScenarioClassification (en)": 66.03, "ToxicConversationsClassification": 65.4, "TweetSentimentExtractionClassification": 50.8}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "SprintDuplicateQuestions": 86.96, "TwitterSemEval2015": 48.45, "TwitterURLCorpus": 77.35}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "AskUbuntuDupQuestions": 49.57, "MindSmallReranking": 27.01, "SciDocsRR": 62.56, "StackOverflowDupQuestions": 34.03}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "ArguAna": 36.3, "CQADupstackAndroidRetrieval": 23.39, "CQADupstackEnglishRetrieval": 15.7, "CQADupstackGamingRetrieval": 27.84, "CQADupstackGisRetrieval": 11.19, "CQADupstackMathematicaRetrieval": 8.67, "CQADupstackPhysicsRetrieval": 21.24, "CQADupstackProgrammersRetrieval": 13.49, "CQADupstackRetrieval": 15.47, "CQADupstackStatsRetrieval": 12.3, "CQADupstackTexRetrieval": 9.08, "CQADupstackUnixRetrieval": 14.44, "CQADupstackWebmastersRetrieval": 17.22, "CQADupstackWordpressRetrieval": 11.13, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_glove.6B.300d\">glove.6B.300d</a>", "SummEval": 28.87}]}}, "gtr-t5-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "SprintDuplicateQuestions": 94.55, "TwitterSemEval2015": 72.23, "TwitterURLCorpus": 84.77}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "AskUbuntuDupQuestions": 60.86, "MindSmallReranking": 31.33, "SciDocsRR": 73.71, "StackOverflowDupQuestions": 51.01}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "ArguAna": 50.83, "CQADupstackAndroidRetrieval": 43.3, "CQADupstackEnglishRetrieval": 43.93, "CQADupstackGamingRetrieval": 52.47, "CQADupstackGisRetrieval": 30.68, "CQADupstackMathematicaRetrieval": 23.68, "CQADupstackPhysicsRetrieval": 36.78, "CQADupstackProgrammersRetrieval": 37.58, "CQADupstackRetrieval": 34.55, "CQADupstackStatsRetrieval": 28.5, "CQADupstackTexRetrieval": 23.35, "CQADupstackUnixRetrieval": 32.97, "CQADupstackWebmastersRetrieval": 34.21, "CQADupstackWordpressRetrieval": 27.15, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-base\">gtr-t5-base</a>", "SummEval": 29.67}]}}, "gtr-t5-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "AmazonCounterfactualClassification (de)": 59.38, "AmazonCounterfactualClassification (en)": 70.03, "AmazonCounterfactualClassification (en-ext)": 69.86, "AmazonCounterfactualClassification (ja)": 45.87, "AmazonPolarityClassification": 73.92, "AmazonReviewsClassification (de)": 33.06, "AmazonReviewsClassification (en)": 37.21, "AmazonReviewsClassification (es)": 34.0, "AmazonReviewsClassification (fr)": 33.48, "AmazonReviewsClassification (ja)": 21.78, "AmazonReviewsClassification (zh)": 21.83, "Banking77Classification": 81.21, "EmotionClassification": 46.33, "ImdbClassification": 70.86, "MTOPDomainClassification (de)": 81.91, "MTOPDomainClassification (en)": 94.01, "MTOPDomainClassification (es)": 84.7, "MTOPDomainClassification (fr)": 82.48, "MTOPDomainClassification (hi)": 22.11, "MTOPDomainClassification (th)": 16.36, "MTOPIntentClassification (de)": 52.13, "MTOPIntentClassification (en)": 63.86, "MTOPIntentClassification (es)": 52.62, "MTOPIntentClassification (fr)": 46.39, "MTOPIntentClassification (hi)": 3.9, "MTOPIntentClassification (th)": 5.38, "MassiveIntentClassification (af)": 41.02, "MassiveIntentClassification (am)": 2.34, "MassiveIntentClassification (ar)": 4.87, "MassiveIntentClassification (az)": 34.92, "MassiveIntentClassification (bn)": 2.52, "MassiveIntentClassification (cy)": 35.87, "MassiveIntentClassification (da)": 45.3, "MassiveIntentClassification (de)": 51.48, "MassiveIntentClassification (el)": 10.0, "MassiveIntentClassification (en)": 70.06, "MassiveIntentClassification (es)": 53.3, "MassiveIntentClassification (fa)": 3.59, "MassiveIntentClassification (fi)": 37.35, "MassiveIntentClassification (fr)": 54.83, "MassiveIntentClassification (he)": 2.52, "MassiveIntentClassification (hi)": 2.88, "MassiveIntentClassification (hu)": 33.52, "MassiveIntentClassification (hy)": 3.13, "MassiveIntentClassification (id)": 40.11, "MassiveIntentClassification (is)": 34.77, "MassiveIntentClassification (it)": 51.21, "MassiveIntentClassification (ja)": 4.75, "MassiveIntentClassification (jv)": 35.6, "MassiveIntentClassification (ka)": 2.71, "MassiveIntentClassification (km)": 5.48, "MassiveIntentClassification (kn)": 2.44, "MassiveIntentClassification (ko)": 2.59, "MassiveIntentClassification (lv)": 38.15, "MassiveIntentClassification (ml)": 2.67, "MassiveIntentClassification (mn)": 18.47, "MassiveIntentClassification (ms)": 35.58, "MassiveIntentClassification (my)": 4.35, "MassiveIntentClassification (nb)": 43.78, "MassiveIntentClassification (nl)": 45.96, "MassiveIntentClassification (pl)": 39.08, "MassiveIntentClassification (pt)": 52.27, "MassiveIntentClassification (ro)": 46.39, "MassiveIntentClassification (ru)": 16.82, "MassiveIntentClassification (sl)": 37.3, "MassiveIntentClassification (sq)": 41.73, "MassiveIntentClassification (sv)": 43.51, "MassiveIntentClassification (sw)": 35.97, "MassiveIntentClassification (ta)": 1.52, "MassiveIntentClassification (te)": 2.57, "MassiveIntentClassification (th)": 3.94, "MassiveIntentClassification (tl)": 41.03, "MassiveIntentClassification (tr)": 33.75, "MassiveIntentClassification (ur)": 2.57, "MassiveIntentClassification (vi)": 25.23, "MassiveIntentClassification (zh-CN)": 2.41, "MassiveIntentClassification (zh-TW)": 4.64, "MassiveScenarioClassification (af)": 51.48, "MassiveScenarioClassification (am)": 7.74, "MassiveScenarioClassification (ar)": 12.03, "MassiveScenarioClassification (az)": 41.77, "MassiveScenarioClassification (bn)": 8.07, "MassiveScenarioClassification (cy)": 43.67, "MassiveScenarioClassification (da)": 54.88, "MassiveScenarioClassification (de)": 63.63, "MassiveScenarioClassification (el)": 16.83, "MassiveScenarioClassification (en)": 75.49, "MassiveScenarioClassification (es)": 61.48, "MassiveScenarioClassification (fa)": 6.48, "MassiveScenarioClassification (fi)": 43.54, "MassiveScenarioClassification (fr)": 64.06, "MassiveScenarioClassification (he)": 8.03, "MassiveScenarioClassification (hi)": 7.5, "MassiveScenarioClassification (hu)": 42.59, "MassiveScenarioClassification (hy)": 9.22, "MassiveScenarioClassification (id)": 48.67, "MassiveScenarioClassification (is)": 43.87, "MassiveScenarioClassification (it)": 59.83, "MassiveScenarioClassification (ja)": 5.62, "MassiveScenarioClassification (jv)": 42.18, "MassiveScenarioClassification (ka)": 7.52, "MassiveScenarioClassification (km)": 9.55, "MassiveScenarioClassification (kn)": 8.34, "MassiveScenarioClassification (ko)": 6.11, "MassiveScenarioClassification (lv)": 43.35, "MassiveScenarioClassification (ml)": 7.28, "MassiveScenarioClassification (mn)": 23.94, "MassiveScenarioClassification (ms)": 45.18, "MassiveScenarioClassification (my)": 9.33, "MassiveScenarioClassification (nb)": 52.71, "MassiveScenarioClassification (nl)": 57.02, "MassiveScenarioClassification (pl)": 46.79, "MassiveScenarioClassification (pt)": 59.45, "MassiveScenarioClassification (ro)": 56.8, "MassiveScenarioClassification (ru)": 25.85, "MassiveScenarioClassification (sl)": 42.51, "MassiveScenarioClassification (sq)": 50.41, "MassiveScenarioClassification (sv)": 54.16, "MassiveScenarioClassification (sw)": 43.02, "MassiveScenarioClassification (ta)": 7.21, "MassiveScenarioClassification (te)": 6.9, "MassiveScenarioClassification (th)": 8.7, "MassiveScenarioClassification (tl)": 51.76, "MassiveScenarioClassification (tr)": 42.54, "MassiveScenarioClassification (ur)": 9.32, "MassiveScenarioClassification (vi)": 31.51, "MassiveScenarioClassification (zh-CN)": 3.84, "MassiveScenarioClassification (zh-TW)": 8.16, "ToxicConversationsClassification": 68.65, "TweetSentimentExtractionClassification": 54.09}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "SprintDuplicateQuestions": 95.05, "TwitterSemEval2015": 76.03, "TwitterURLCorpus": 84.89}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "AskUbuntuDupQuestions": 61.64, "MindSmallReranking": 31.84, "SciDocsRR": 76.39, "StackOverflowDupQuestions": 51.58}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "ArguAna": 52.09, "CQADupstackAndroidRetrieval": 46.05, "CQADupstackEnglishRetrieval": 46.83, "CQADupstackGamingRetrieval": 56.34, "CQADupstackGisRetrieval": 33.72, "CQADupstackMathematicaRetrieval": 24.85, "CQADupstackPhysicsRetrieval": 38.47, "CQADupstackProgrammersRetrieval": 38.49, "CQADupstackRetrieval": 36.62, "CQADupstackStatsRetrieval": 30.44, "CQADupstackTexRetrieval": 25.07, "CQADupstackUnixRetrieval": 35.3, "CQADupstackWebmastersRetrieval": 35.66, "CQADupstackWordpressRetrieval": 28.21, "ClimateFEVER": 26.9, "DBPedia": 39.55, "FEVER": 72.66, "FiQA2018": 42.79, "HotpotQA": 57.85, "MSMARCO": 42.73, "NFCorpus": 32.63, "NQ": 55.09, "QuoraRetrieval": 88.47, "SCIDOCS": 15.51, "SciFact": 63.42, "TRECCOVID": 56.68, "Touche2020": 28.29}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "BIOSSES": 84.86, "SICK-R": 73.39, "STS12": 70.33, "STS13": 82.19, "STS14": 77.16, "STS15": 86.31, "STS16": 81.85, "STS17 (ar-ar)": 10.19, "STS17 (en-ar)": -5.77, "STS17 (en-de)": 67.43, "STS17 (en-en)": 83.93, "STS17 (en-tr)": 8.75, "STS17 (es-en)": 54.96, "STS17 (es-es)": 82.74, "STS17 (fr-en)": 60.5, "STS17 (it-en)": 46.26, "STS17 (ko-ko)": 8.96, "STS17 (nl-en)": 47.48, "STS22 (ar)": 34.97, "STS22 (de)": 51.7, "STS22 (de-en)": 48.76, "STS22 (de-fr)": 57.5, "STS22 (de-pl)": 32.76, "STS22 (en)": 64.3, "STS22 (es)": 57.49, "STS22 (es-en)": 67.76, "STS22 (es-it)": 57.18, "STS22 (fr)": 78.7, "STS22 (fr-pl)": 61.98, "STS22 (it)": 67.67, "STS22 (pl)": 30.68, "STS22 (pl-en)": 54.17, "STS22 (ru)": 15.36, "STS22 (tr)": 58.12, "STS22 (zh)": 27.32, "STS22 (zh-en)": 29.42, "STSBenchmark": 77.6}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-large\">gtr-t5-large</a>", "SummEval": 29.5}]}}, "gtr-t5-xl": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "BUCC (de-en)": 90.99, "BUCC (fr-en)": 88.55, "BUCC (ru-en)": 2.07, "BUCC (zh-en)": 1.49, "Tatoeba (afr-eng)": 33.47, "Tatoeba (amh-eng)": 0.01, "Tatoeba (ang-eng)": 30.74, "Tatoeba (ara-eng)": 0.47, "Tatoeba (arq-eng)": 0.34, "Tatoeba (arz-eng)": 0.14, "Tatoeba (ast-eng)": 51.74, "Tatoeba (awa-eng)": 0.49, "Tatoeba (aze-eng)": 7.43, "Tatoeba (bel-eng)": 3.45, "Tatoeba (ben-eng)": 0.06, "Tatoeba (ber-eng)": 5.79, "Tatoeba (bos-eng)": 17.43, "Tatoeba (bre-eng)": 5.69, "Tatoeba (bul-eng)": 7.55, "Tatoeba (cat-eng)": 48.06, "Tatoeba (cbk-eng)": 54.56, "Tatoeba (ceb-eng)": 8.72, "Tatoeba (ces-eng)": 8.76, "Tatoeba (cha-eng)": 27.56, "Tatoeba (cmn-eng)": 2.26, "Tatoeba (cor-eng)": 3.69, "Tatoeba (csb-eng)": 13.18, "Tatoeba (cym-eng)": 6.97, "Tatoeba (dan-eng)": 47.36, "Tatoeba (deu-eng)": 91.54, "Tatoeba (dsb-eng)": 13.2, "Tatoeba (dtp-eng)": 4.54, "Tatoeba (ell-eng)": 0.55, "Tatoeba (epo-eng)": 27.86, "Tatoeba (est-eng)": 5.13, "Tatoeba (eus-eng)": 10.23, "Tatoeba (fao-eng)": 21.44, "Tatoeba (fin-eng)": 6.62, "Tatoeba (fra-eng)": 79.66, "Tatoeba (fry-eng)": 32.92, "Tatoeba (gla-eng)": 2.87, "Tatoeba (gle-eng)": 3.26, "Tatoeba (glg-eng)": 63.81, "Tatoeba (gsw-eng)": 29.71, "Tatoeba (heb-eng)": 0.33, "Tatoeba (hin-eng)": 0.25, "Tatoeba (hrv-eng)": 17.16, "Tatoeba (hsb-eng)": 12.02, "Tatoeba (hun-eng)": 7.21, "Tatoeba (hye-eng)": 0.78, "Tatoeba (ido-eng)": 40.83, "Tatoeba (ile-eng)": 54.95, "Tatoeba (ina-eng)": 72.28, "Tatoeba (ind-eng)": 30.95, "Tatoeba (isl-eng)": 11.29, "Tatoeba (ita-eng)": 73.83, "Tatoeba (jav-eng)": 8.66, "Tatoeba (jpn-eng)": 0.61, "Tatoeba (kab-eng)": 1.78, "Tatoeba (kat-eng)": 0.79, "Tatoeba (kaz-eng)": 0.95, "Tatoeba (khm-eng)": 0.49, "Tatoeba (kor-eng)": 1.87, "Tatoeba (kur-eng)": 10.91, "Tatoeba (kzj-eng)": 5.72, "Tatoeba (lat-eng)": 18.24, "Tatoeba (lfn-eng)": 43.49, "Tatoeba (lit-eng)": 7.13, "Tatoeba (lvs-eng)": 7.04, "Tatoeba (mal-eng)": 0.44, "Tatoeba (mar-eng)": 0.03, "Tatoeba (max-eng)": 18.99, "Tatoeba (mhr-eng)": 1.11, "Tatoeba (mkd-eng)": 2.49, "Tatoeba (mon-eng)": 2.01, "Tatoeba (nds-eng)": 39.96, "Tatoeba (nld-eng)": 58.86, "Tatoeba (nno-eng)": 29.07, "Tatoeba (nob-eng)": 40.25, "Tatoeba (nov-eng)": 50.19, "Tatoeba (oci-eng)": 30.72, "Tatoeba (orv-eng)": 0.85, "Tatoeba (pam-eng)": 7.21, "Tatoeba (pes-eng)": 0.53, "Tatoeba (pms-eng)": 31.07, "Tatoeba (pol-eng)": 18.06, "Tatoeba (por-eng)": 81.92, "Tatoeba (ron-eng)": 62.6, "Tatoeba (rus-eng)": 22.24, "Tatoeba (slk-eng)": 10.59, "Tatoeba (slv-eng)": 11.4, "Tatoeba (spa-eng)": 85.78, "Tatoeba (sqi-eng)": 14.92, "Tatoeba (srp-eng)": 9.87, "Tatoeba (swe-eng)": 55.08, "Tatoeba (swg-eng)": 32.66, "Tatoeba (swh-eng)": 7.64, "Tatoeba (tam-eng)": 0.49, "Tatoeba (tat-eng)": 1.28, "Tatoeba (tel-eng)": 0.45, "Tatoeba (tgl-eng)": 23.63, "Tatoeba (tha-eng)": 0.61, "Tatoeba (tuk-eng)": 5.71, "Tatoeba (tur-eng)": 8.25, "Tatoeba (tzl-eng)": 28.4, "Tatoeba (uig-eng)": 0.57, "Tatoeba (ukr-eng)": 5.69, "Tatoeba (urd-eng)": 0.0, "Tatoeba (uzb-eng)": 4.19, "Tatoeba (vie-eng)": 9.07, "Tatoeba (war-eng)": 12.31, "Tatoeba (wuu-eng)": 1.38, "Tatoeba (xho-eng)": 7.6, "Tatoeba (yid-eng)": 0.41, "Tatoeba (yue-eng)": 1.31, "Tatoeba (zsm-eng)": 29.74}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "ArxivClusteringP2P": 37.9, "ArxivClusteringS2S": 30.45, "BiorxivClusteringP2P": 30.52, "BiorxivClusteringS2S": 26.06, "MedrxivClusteringP2P": 28.69, "MedrxivClusteringS2S": 26.69, "RedditClustering": 61.34, "RedditClusteringP2P": 61.11, "StackExchangeClustering": 69.95, "StackExchangeClusteringP2P": 32.73, "TwentyNewsgroupsClustering": 51.15}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "AmazonCounterfactualClassification (de)": 59.79, "AmazonCounterfactualClassification (en)": 68.6, "AmazonCounterfactualClassification (en-ext)": 69.03, "AmazonCounterfactualClassification (ja)": 50.59, "AmazonPolarityClassification": 74.58, "AmazonReviewsClassification (de)": 35.06, "AmazonReviewsClassification (en)": 38.2, "AmazonReviewsClassification (es)": 37.18, "AmazonReviewsClassification (fr)": 35.48, "AmazonReviewsClassification (ja)": 22.24, "AmazonReviewsClassification (zh)": 21.89, "Banking77Classification": 82.22, "EmotionClassification": 45.54, "ImdbClassification": 68.15, "MTOPDomainClassification (de)": 85.42, "MTOPDomainClassification (en)": 93.6, "MTOPDomainClassification (es)": 88.2, "MTOPDomainClassification (fr)": 85.05, "MTOPDomainClassification (hi)": 21.74, "MTOPDomainClassification (th)": 15.87, "MTOPIntentClassification (de)": 55.75, "MTOPIntentClassification (en)": 65.93, "MTOPIntentClassification (es)": 57.73, "MTOPIntentClassification (fr)": 51.07, "MTOPIntentClassification (hi)": 3.19, "MTOPIntentClassification (th)": 5.55, "MassiveIntentClassification (af)": 42.6, "MassiveIntentClassification (am)": 2.12, "MassiveIntentClassification (ar)": 4.64, "MassiveIntentClassification (az)": 35.05, "MassiveIntentClassification (bn)": 2.84, "MassiveIntentClassification (cy)": 36.19, "MassiveIntentClassification (da)": 48.42, "MassiveIntentClassification (de)": 55.49, "MassiveIntentClassification (el)": 10.14, "MassiveIntentClassification (en)": 70.23, "MassiveIntentClassification (es)": 56.72, "MassiveIntentClassification (fa)": 3.54, "MassiveIntentClassification (fi)": 37.13, "MassiveIntentClassification (fr)": 57.67, "MassiveIntentClassification (he)": 2.56, "MassiveIntentClassification (hi)": 3.24, "MassiveIntentClassification (hu)": 34.22, "MassiveIntentClassification (hy)": 3.01, "MassiveIntentClassification (id)": 46.54, "MassiveIntentClassification (is)": 34.77, "MassiveIntentClassification (it)": 54.13, "MassiveIntentClassification (ja)": 4.27, "MassiveIntentClassification (jv)": 36.97, "MassiveIntentClassification (ka)": 2.72, "MassiveIntentClassification (km)": 5.35, "MassiveIntentClassification (kn)": 3.17, "MassiveIntentClassification (ko)": 2.64, "MassiveIntentClassification (lv)": 36.32, "MassiveIntentClassification (ml)": 3.18, "MassiveIntentClassification (mn)": 22.85, "MassiveIntentClassification (ms)": 42.87, "MassiveIntentClassification (my)": 4.04, "MassiveIntentClassification (nb)": 45.87, "MassiveIntentClassification (nl)": 49.53, "MassiveIntentClassification (pl)": 42.64, "MassiveIntentClassification (pt)": 57.03, "MassiveIntentClassification (ro)": 49.95, "MassiveIntentClassification (ru)": 36.58, "MassiveIntentClassification (sl)": 39.44, "MassiveIntentClassification (sq)": 41.78, "MassiveIntentClassification (sv)": 47.95, "MassiveIntentClassification (sw)": 35.85, "MassiveIntentClassification (ta)": 2.32, "MassiveIntentClassification (te)": 2.2, "MassiveIntentClassification (th)": 3.74, "MassiveIntentClassification (tl)": 43.12, "MassiveIntentClassification (tr)": 35.24, "MassiveIntentClassification (ur)": 3.0, "MassiveIntentClassification (vi)": 30.01, "MassiveIntentClassification (zh-CN)": 1.72, "MassiveIntentClassification (zh-TW)": 3.35, "MassiveScenarioClassification (af)": 52.54, "MassiveScenarioClassification (am)": 6.3, "MassiveScenarioClassification (ar)": 11.96, "MassiveScenarioClassification (az)": 40.17, "MassiveScenarioClassification (bn)": 8.29, "MassiveScenarioClassification (cy)": 42.24, "MassiveScenarioClassification (da)": 57.28, "MassiveScenarioClassification (de)": 68.09, "MassiveScenarioClassification (el)": 16.66, "MassiveScenarioClassification (en)": 75.94, "MassiveScenarioClassification (es)": 64.32, "MassiveScenarioClassification (fa)": 6.9, "MassiveScenarioClassification (fi)": 43.96, "MassiveScenarioClassification (fr)": 66.72, "MassiveScenarioClassification (he)": 7.51, "MassiveScenarioClassification (hi)": 7.82, "MassiveScenarioClassification (hu)": 42.16, "MassiveScenarioClassification (hy)": 9.33, "MassiveScenarioClassification (id)": 53.54, "MassiveScenarioClassification (is)": 42.84, "MassiveScenarioClassification (it)": 62.44, "MassiveScenarioClassification (ja)": 7.29, "MassiveScenarioClassification (jv)": 43.13, "MassiveScenarioClassification (ka)": 7.63, "MassiveScenarioClassification (km)": 9.08, "MassiveScenarioClassification (kn)": 8.1, "MassiveScenarioClassification (ko)": 6.35, "MassiveScenarioClassification (lv)": 40.24, "MassiveScenarioClassification (ml)": 7.65, "MassiveScenarioClassification (mn)": 27.98, "MassiveScenarioClassification (ms)": 52.41, "MassiveScenarioClassification (my)": 9.21, "MassiveScenarioClassification (nb)": 54.44, "MassiveScenarioClassification (nl)": 60.35, "MassiveScenarioClassification (pl)": 49.97, "MassiveScenarioClassification (pt)": 62.78, "MassiveScenarioClassification (ro)": 59.62, "MassiveScenarioClassification (ru)": 43.44, "MassiveScenarioClassification (sl)": 44.79, "MassiveScenarioClassification (sq)": 50.84, "MassiveScenarioClassification (sv)": 58.21, "MassiveScenarioClassification (sw)": 44.63, "MassiveScenarioClassification (ta)": 7.95, "MassiveScenarioClassification (te)": 7.5, "MassiveScenarioClassification (th)": 8.79, "MassiveScenarioClassification (tl)": 53.54, "MassiveScenarioClassification (tr)": 42.47, "MassiveScenarioClassification (ur)": 9.58, "MassiveScenarioClassification (vi)": 34.68, "MassiveScenarioClassification (zh-CN)": 5.21, "MassiveScenarioClassification (zh-TW)": 8.77, "ToxicConversationsClassification": 67.56, "TweetSentimentExtractionClassification": 54.77}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "SprintDuplicateQuestions": 95.45, "TwitterSemEval2015": 77.81, "TwitterURLCorpus": 85.14}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "AskUbuntuDupQuestions": 63.08, "MindSmallReranking": 31.5, "SciDocsRR": 76.49, "StackOverflowDupQuestions": 52.79}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "ArguAna": 52.81, "CQADupstackAndroidRetrieval": 44.93, "CQADupstackEnglishRetrieval": 46.48, "CQADupstackGamingRetrieval": 55.81, "CQADupstackGisRetrieval": 34.64, "CQADupstackMathematicaRetrieval": 27.42, "CQADupstackPhysicsRetrieval": 39.65, "CQADupstackProgrammersRetrieval": 39.61, "CQADupstackRetrieval": 37.35, "CQADupstackStatsRetrieval": 30.09, "CQADupstackTexRetrieval": 26.05, "CQADupstackUnixRetrieval": 36.63, "CQADupstackWebmastersRetrieval": 36.47, "CQADupstackWordpressRetrieval": 30.42, "ClimateFEVER": 27.01, "DBPedia": 39.74, "FEVER": 72.18, "FiQA2018": 44.19, "HotpotQA": 58.91, "MSMARCO": 43.52, "NFCorpus": 33.34, "NQ": 56.16, "QuoraRetrieval": 88.91, "SCIDOCS": 15.71, "SciFact": 64.2, "TRECCOVID": 60.09, "Touche2020": 25.26}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "BIOSSES": 78.94, "SICK-R": 73.63, "STS12": 69.11, "STS13": 81.82, "STS14": 77.07, "STS15": 86.01, "STS16": 82.23, "STS17 (ar-ar)": 9.06, "STS17 (en-ar)": -3.22, "STS17 (en-de)": 70.38, "STS17 (en-en)": 84.9, "STS17 (en-tr)": 17.17, "STS17 (es-en)": 60.24, "STS17 (es-es)": 81.93, "STS17 (fr-en)": 62.17, "STS17 (it-en)": 59.11, "STS17 (ko-ko)": 8.9, "STS17 (nl-en)": 56.91, "STS22 (ar)": 37.66, "STS22 (de)": 50.58, "STS22 (de-en)": 53.63, "STS22 (de-fr)": 55.72, "STS22 (de-pl)": 27.99, "STS22 (en)": 66.61, "STS22 (es)": 59.14, "STS22 (es-en)": 69.99, "STS22 (es-it)": 60.94, "STS22 (fr)": 79.43, "STS22 (fr-pl)": 61.98, "STS22 (it)": 67.14, "STS22 (pl)": 33.74, "STS22 (pl-en)": 60.18, "STS22 (ru)": 32.69, "STS22 (tr)": 55.79, "STS22 (zh)": 31.16, "STS22 (zh-en)": 28.85, "STSBenchmark": 77.65}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xl\">gtr-t5-xl</a>", "SummEval": 30.21}]}}, "gtr-t5-xxl": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "ArxivClusteringP2P": 37.9, "ArxivClusteringS2S": 32.39, "BiorxivClusteringP2P": 30.48, "BiorxivClusteringS2S": 27.5, "MedrxivClusteringP2P": 29.12, "MedrxivClusteringS2S": 27.56, "RedditClustering": 64.13, "RedditClusteringP2P": 62.84, "StackExchangeClustering": 71.43, "StackExchangeClusteringP2P": 32.85, "TwentyNewsgroupsClustering": 50.44}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "AmazonCounterfactualClassification (en)": 67.3, "AmazonPolarityClassification": 75.05, "AmazonReviewsClassification (en)": 37.3, "Banking77Classification": 82.32, "EmotionClassification": 43.19, "ImdbClassification": 70.8, "MTOPDomainClassification (en)": 93.84, "MTOPIntentClassification (en)": 67.71, "MassiveIntentClassification (en)": 70.61, "MassiveScenarioClassification (en)": 77.77, "ToxicConversationsClassification": 68.48, "TweetSentimentExtractionClassification": 54.54}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "SprintDuplicateQuestions": 95.68, "TwitterSemEval2015": 77.54, "TwitterURLCorpus": 85.13}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "AskUbuntuDupQuestions": 63.23, "MindSmallReranking": 31.93, "SciDocsRR": 77.96, "StackOverflowDupQuestions": 53.5}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "ArguAna": 53.77, "CQADupstackAndroidRetrieval": 47.65, "CQADupstackEnglishRetrieval": 47.9, "CQADupstackGamingRetrieval": 57.47, "CQADupstackGisRetrieval": 35.21, "CQADupstackMathematicaRetrieval": 27.25, "CQADupstackPhysicsRetrieval": 41.33, "CQADupstackProgrammersRetrieval": 40.16, "CQADupstackRetrieval": 38.56, "CQADupstackStatsRetrieval": 32.02, "CQADupstackTexRetrieval": 26.98, "CQADupstackUnixRetrieval": 38.35, "CQADupstackWebmastersRetrieval": 37.41, "CQADupstackWordpressRetrieval": 30.99, "ClimateFEVER": 27.21, "DBPedia": 41.28, "FEVER": 74.08, "FiQA2018": 46.78, "HotpotQA": 59.67, "MSMARCO": 44.05, "NFCorpus": 34.18, "NQ": 57.24, "QuoraRetrieval": 89.09, "SCIDOCS": 15.88, "SciFact": 66.77, "TRECCOVID": 51.9, "Touche2020": 26.76}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "BIOSSES": 81.91, "SICK-R": 74.29, "STS12": 70.12, "STS13": 82.72, "STS14": 78.24, "STS15": 86.26, "STS16": 81.61, "STS17 (en-en)": 85.18, "STS22 (en)": 65.76, "STSBenchmark": 77.73}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/gtr-t5-xxl\">gtr-t5-xxl</a>", "SummEval": 30.64}]}}, "herbert-base-retrieval-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "8TagsClustering": 28.15}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "AllegroReviews": 34.11, "CBD": 68.35, "MassiveIntentClassification (pl)": 65.53, "MassiveScenarioClassification (pl)": 68.51, "PAC": 68.4, "PolEmo2.0-IN": 64.18, "PolEmo2.0-OUT": 45.73}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "CDSC-E": 63.31, "PPC": 84.18, "PSC": 98.87, "SICK-E-PL": 54.93}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "ArguAna-PL": 41.97, "DBPedia-PL": 24.07, "FiQA-PL": 24.25, "HotpotQA-PL": 43.41, "MSMARCO-PL": 51.56, "NFCorpus-PL": 25.95, "NQ-PL": 35.09, "Quora-PL": 78.86, "SCIDOCS-PL": 11.0, "SciFact-PL": 51.92, "TRECCOVID-PL": 42.64}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>", "CDSC-R": 86.18, "SICK-R-PL": 64.67, "STS22 (pl)": 39.73}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/herbert-base-retrieval-v2\">herbert-base-retrieval-v2</a>"}]}}, "komninos": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "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 (dsb-eng)": 5.33, "Tatoeba (dtp-eng)": 4.25, "Tatoeba (ell-eng)": 0.63, "Tatoeba (epo-eng)": 2.45, "Tatoeba (est-eng)": 2.69, "Tatoeba (eus-eng)": 4.69, "Tatoeba (fao-eng)": 7.61, "Tatoeba (fin-eng)": 3.36, "Tatoeba (fra-eng)": 7.0, "Tatoeba (fry-eng)": 12.36, "Tatoeba (gla-eng)": 3.07, "Tatoeba (gle-eng)": 4.81, "Tatoeba (glg-eng)": 8.12, "Tatoeba (gsw-eng)": 18.87, "Tatoeba (heb-eng)": 0.68, "Tatoeba (hin-eng)": 0.1, "Tatoeba (hrv-eng)": 5.41, "Tatoeba (hsb-eng)": 6.32, "Tatoeba (hun-eng)": 3.42, "Tatoeba (hye-eng)": 0.97, "Tatoeba (ido-eng)": 7.1, "Tatoeba (ile-eng)": 13.61, "Tatoeba (ina-eng)": 8.57, "Tatoeba (ind-eng)": 7.26, "Tatoeba (isl-eng)": 4.09, "Tatoeba (ita-eng)": 5.54, "Tatoeba (jav-eng)": 11.43, "Tatoeba (jpn-eng)": 0.2, "Tatoeba (kab-eng)": 2.71, "Tatoeba (kat-eng)": 1.11, "Tatoeba (kaz-eng)": 1.17, "Tatoeba (khm-eng)": 0.55, "Tatoeba (kor-eng)": 0.5, "Tatoeba (kur-eng)": 8.55, "Tatoeba (kzj-eng)": 4.61, "Tatoeba (lat-eng)": 4.07, "Tatoeba (lfn-eng)": 2.83, "Tatoeba (lit-eng)": 0.95, "Tatoeba (lvs-eng)": 3.25, "Tatoeba (mal-eng)": 0.29, "Tatoeba (mar-eng)": 0.2, "Tatoeba (max-eng)": 14.53, "Tatoeba (mhr-eng)": 0.2, "Tatoeba (mkd-eng)": 0.2, "Tatoeba (mon-eng)": 1.1, "Tatoeba (nds-eng)": 10.37, "Tatoeba (nld-eng)": 9.5, "Tatoeba (nno-eng)": 4.49, "Tatoeba (nob-eng)": 4.95, "Tatoeba (nov-eng)": 14.53, "Tatoeba (oci-eng)": 5.8, "Tatoeba (orv-eng)": 0.24, "Tatoeba (pam-eng)": 6.65, "Tatoeba (pes-eng)": 0.5, "Tatoeba (pms-eng)": 8.05, "Tatoeba (pol-eng)": 5.13, "Tatoeba (por-eng)": 5.87, "Tatoeba (ron-eng)": 6.76, "Tatoeba (rus-eng)": 0.2, "Tatoeba (slk-eng)": 4.23, "Tatoeba (slv-eng)": 6.05, "Tatoeba (spa-eng)": 5.03, "Tatoeba (sqi-eng)": 4.36, "Tatoeba (srp-eng)": 1.77, "Tatoeba (swe-eng)": 6.72, "Tatoeba (swg-eng)": 8.54, "Tatoeba (swh-eng)": 11.49, "Tatoeba (tam-eng)": 1.3, "Tatoeba (tat-eng)": 0.77, "Tatoeba (tel-eng)": 0.85, "Tatoeba (tgl-eng)": 2.61, "Tatoeba (tha-eng)": 0.69, "Tatoeba (tuk-eng)": 5.76, "Tatoeba (tur-eng)": 5.24, "Tatoeba (tzl-eng)": 15.51, "Tatoeba (uig-eng)": 0.6, "Tatoeba (ukr-eng)": 1.23, "Tatoeba (urd-eng)": 0.4, "Tatoeba (uzb-eng)": 4.73, "Tatoeba (vie-eng)": 6.55, "Tatoeba (war-eng)": 4.12, "Tatoeba (wuu-eng)": 0.2, "Tatoeba (xho-eng)": 4.33, "Tatoeba (yid-eng)": 0.59, "Tatoeba (yue-eng)": 0.5, "Tatoeba (zsm-eng)": 7.27}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "ArxivClusteringP2P": 34.73, "ArxivClusteringS2S": 26.01, "BiorxivClusteringP2P": 29.76, "BiorxivClusteringS2S": 20.71, "BlurbsClusteringP2P": 11.37, "BlurbsClusteringS2S": 8.01, "MedrxivClusteringP2P": 26.65, "MedrxivClusteringS2S": 21.5, "RedditClustering": 28.84, "RedditClusteringP2P": 7.37, "StackExchangeClustering": 39.04, "StackExchangeClusteringP2P": 30.23, "TenKGnadClusteringP2P": 15.89, "TenKGnadClusteringS2S": 4.84, "TwentyNewsgroupsClustering": 27.42}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "AmazonCounterfactualClassification (en)": 60.54, "AmazonPolarityClassification": 59.59, "AmazonReviewsClassification (en)": 31.01, "Banking77Classification": 67.05, "EmotionClassification": 33.18, "ImdbClassification": 63.98, "MTOPDomainClassification (en)": 78.57, "MTOPIntentClassification (en)": 57.07, "MassiveIntentClassification (en)": 57.21, "MassiveScenarioClassification (en)": 66.11, "ToxicConversationsClassification": 67.76, "TweetSentimentExtractionClassification": 49.68}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "SprintDuplicateQuestions": 85.55, "TwitterSemEval2015": 53.85, "TwitterURLCorpus": 79.41}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "AskUbuntuDupQuestions": 50.88, "MindSmallReranking": 28.92, "SciDocsRR": 63.55, "StackOverflowDupQuestions": 35.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "ArguAna": 30.96, "CQADupstackAndroidRetrieval": 24.56, "CQADupstackEnglishRetrieval": 17.58, "CQADupstackGamingRetrieval": 29.44, "CQADupstackGisRetrieval": 12.32, "CQADupstackMathematicaRetrieval": 9.54, "CQADupstackPhysicsRetrieval": 22.67, "CQADupstackProgrammersRetrieval": 15.29, "CQADupstackRetrieval": 16.79, "CQADupstackStatsRetrieval": 14.28, "CQADupstackTexRetrieval": 9.93, "CQADupstackUnixRetrieval": 15.15, "CQADupstackWebmastersRetrieval": 18.24, "CQADupstackWordpressRetrieval": 12.46, "ClimateFEVER": 14.87, "DBPedia": 15.88, "FEVER": 15.56, "FiQA2018": 10.49, "HotpotQA": 20.77, "MSMARCO": 9.75, "NFCorpus": 11.79, "NQ": 12.75, "QuoraRetrieval": 71.57, "SCIDOCS": 8.47, "SciFact": 29.53, "TRECCOVID": 35.92, "Touche2020": 13.17}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/average_word_embeddings_komninos\">komninos</a>", "SummEval": 30.49}]}}, "luotuo-bert-medium": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "CLSClusteringP2P": 37.01, "CLSClusteringS2S": 33.46, "ThuNewsClusteringP2P": 58.83, "ThuNewsClusteringS2S": 48.26}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "AmazonReviewsClassification (zh)": 34.46, "IFlyTek": 41.75, "JDReview": 79.68, "MassiveIntentClassification (zh-CN)": 57.47, "MassiveScenarioClassification (zh-CN)": 65.32, "MultilingualSentiment": 61.21, "OnlineShopping": 84.3, "TNews": 45.22, "Waimai": 79.57}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "Cmnli": 72.55, "Ocnli": 60.7}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "CMedQAv1": 57.82, "CMedQAv2": 58.88, "MMarcoReranking": 14.55, "T2Reranking": 65.76}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "CmedqaRetrieval": 18.04, "CovidRetrieval": 55.48, "DuRetrieval": 59.36, "EcomRetrieval": 40.48, "MMarcoRetrieval": 55.31, "MedicalRetrieval": 29.8, "T2Retrieval": 58.67, "VideoRetrieval": 38.04}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>", "AFQMC": 22.24, "ATEC": 30.84, "BQ": 43.33, "LCQMC": 66.74, "PAWSX": 12.31, "QBQTC": 27.2, "STS22 (zh)": 66.4, "STSB": 73.22}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/silk-road/luotuo-bert-medium\">luotuo-bert-medium</a>"}]}}, "m3e-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "CLSClusteringP2P": 39.81, "CLSClusteringS2S": 37.34, "ThuNewsClusteringP2P": 59.77, "ThuNewsClusteringS2S": 53.78}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "Cmnli": 69.98, "Ocnli": 58.0}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "CMedQAv1": 77.05, "CMedQAv2": 76.76, "MMarcoReranking": 17.51, "T2Reranking": 66.03}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-base\">m3e-base</a>"}]}}, "m3e-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "CLSClusteringP2P": 38.6, "CLSClusteringS2S": 38.02, "ThuNewsClusteringP2P": 60.39, "ThuNewsClusteringS2S": 58.51}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "AmazonReviewsClassification (zh)": 44.44, "IFlyTek": 43.96, "JDReview": 86.92, "MassiveIntentClassification (zh-CN)": 67.23, "MassiveScenarioClassification (zh-CN)": 74.88, "MultilingualSentiment": 72.47, "OnlineShopping": 89.59, "TNews": 48.26, "Waimai": 86.08}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "Cmnli": 69.27, "Ocnli": 59.33}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "CMedQAv1": 77.76, "CMedQAv2": 78.27, "MMarcoReranking": 16.46, "T2Reranking": 66.13}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "CmedqaRetrieval": 30.73, "CovidRetrieval": 61.33, "DuRetrieval": 74.69, "EcomRetrieval": 45.18, "MMarcoRetrieval": 61.06, "MedicalRetrieval": 48.66, "T2Retrieval": 72.36, "VideoRetrieval": 44.02}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>", "AFQMC": 36.53, "ATEC": 41.8, "BQ": 65.2, "LCQMC": 74.2, "PAWSX": 15.95, "QBQTC": 32.65, "STS22 (zh)": 62.91, "STSB": 74.16}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/moka-ai/m3e-large\">m3e-large</a>"}]}}, "msmarco-bert-co-condensor": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "SprintDuplicateQuestions": 96.09, "TwitterSemEval2015": 65.95, "TwitterURLCorpus": 83.17}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "AskUbuntuDupQuestions": 58.99, "MindSmallReranking": 27.13, "SciDocsRR": 72.78, "StackOverflowDupQuestions": 48.48}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/msmarco-bert-co-condensor\">msmarco-bert-co-condensor</a>", "ArguAna": 45.15, "CQADupstackAndroidRetrieval": 41.04, "CQADupstackEnglishRetrieval": 32.16, "CQADupstackGamingRetrieval": 45.07, "CQADupstackGisRetrieval": 25.75, "CQADupstackMathematicaRetrieval": 16.54, "CQADupstackPhysicsRetrieval": 31.07, "CQADupstackProgrammersRetrieval": 25.2, "CQADupstackRetrieval": 27.72, "CQADupstackStatsRetrieval": 24.23, "CQADupstackTexRetrieval": 16.03, "CQADupstackUnixRetrieval": 27.31, "CQADupstackWebmastersRetrieval": 28.0, "CQADupstackWordpressRetrieval": 20.2, "ClimateFEVER": 16.96, "DBPedia": 27.86, "FEVER": 45.68, "FiQA2018": 15.62, "HotpotQA": 35.61, "MSMARCO": 29.57, "NFCorpus": 22.29, "NQ": 29.85, "QuoraRetrieval": 86.51, "SCIDOCS": 10.13, "SciFact": 52.31, "TRECCOVID": 40.54, "Touche2020": 8.57}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" 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style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>", "AngryTweetsClassification": 52.14, "DKHateClassification": 61.73, "DalajClassification": 50.33, "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, "ScalaSvClassification": 55.76, "SweRecClassification": 63.93}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-base\">nb-bert-base</a>"}]}}, "nb-bert-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>", "BornholmBitextMining": 4.53}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>", "AngryTweetsClassification": 52.14, "DKHateClassification": 62.13, "DalajClassification": 50.9, "DanishPoliticalCommentsClassification": 35.04, "LccSentimentClassification": 56.27, "MassiveIntentClassification (da)": 57.03, "MassiveIntentClassification (nb)": 62.68, "MassiveIntentClassification (sv)": 55.02, "MassiveScenarioClassification (da)": 60.43, "MassiveScenarioClassification (nb)": 67.44, "MassiveScenarioClassification (sv)": 57.12, "NoRecClassification": 55.46, "NordicLangClassification": 85.27, "NorwegianParliament": 62.58, "ScalaDaClassification": 62.85, "ScalaNbClassification": 66.97, "ScalaSvClassification": 62.1, "SweRecClassification": 67.7}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/NbAiLab/nb-bert-large\">nb-bert-large</a>"}]}}, "nomic-embed-text-v1.5-64": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "ArxivClusteringP2P": 41.8, "ArxivClusteringS2S": 32.41, "BiorxivClusteringP2P": 34.81, "BiorxivClusteringS2S": 28.59, "MedrxivClusteringP2P": 32.73, "MedrxivClusteringS2S": 29.91, "RedditClustering": 50.31, "RedditClusteringP2P": 56.57, "StackExchangeClustering": 57.99, "StackExchangeClusteringP2P": 33.64, "TwentyNewsgroupsClustering": 44.61}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "AmazonCounterfactualClassification (en)": 66.85, "AmazonPolarityClassification": 85.92, "AmazonReviewsClassification (en)": 41.02, "Banking77Classification": 80.63, "EmotionClassification": 40.55, "ImdbClassification": 76.6, "MTOPDomainClassification (en)": 86.31, "MTOPIntentClassification (en)": 62.77, "MassiveIntentClassification (en)": 64.95, "MassiveScenarioClassification (en)": 70.38, "ToxicConversationsClassification": 66.53, "TweetSentimentExtractionClassification": 55.23}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "SprintDuplicateQuestions": 90.06, "TwitterSemEval2015": 71.68, "TwitterURLCorpus": 85.03}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "AskUbuntuDupQuestions": 60.79, "MindSmallReranking": 29.7, "SciDocsRR": 75.79, "StackOverflowDupQuestions": 47.42}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "ArguAna": 37.16, "CQADupstackAndroidRetrieval": 36.7, "CQADupstackEnglishRetrieval": 36.99, "CQADupstackGamingRetrieval": 45.88, "CQADupstackGisRetrieval": 24.79, "CQADupstackMathematicaRetrieval": 17.64, "CQADupstackPhysicsRetrieval": 35.02, "CQADupstackProgrammersRetrieval": 29.66, "CQADupstackRetrieval": 28.72, "CQADupstackStatsRetrieval": 25.66, "CQADupstackTexRetrieval": 17.65, "CQADupstackUnixRetrieval": 25.73, "CQADupstackWebmastersRetrieval": 27.11, "CQADupstackWordpressRetrieval": 21.86, "ClimateFEVER": 31.48, "DBPedia": 28.19, "FEVER": 70.24, "FiQA2018": 25.78, "HotpotQA": 43.07, "MSMARCO": 35.95, "NFCorpus": 26.03, "NQ": 45.54, "QuoraRetrieval": 85.83, "SCIDOCS": 12.09, "SciFact": 52.71, "TRECCOVID": 67.83, "Touche2020": 23.13}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "BIOSSES": 77.18, "SICK-R": 78.76, "STS12": 77.3, "STS13": 84.18, "STS14": 79.37, "STS15": 84.69, "STS16": 83.36, "STS17 (en-en)": 85.73, "STS22 (en)": 63.83, "STSBenchmark": 83.46}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64</a>", "SummEval": 28.41}]}}, "nomic-embed-text-v1.5-128": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "ArxivClusteringP2P": 43.87, "ArxivClusteringS2S": 34.57, "BiorxivClusteringP2P": 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"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "SprintDuplicateQuestions": 91.45, "TwitterSemEval2015": 73.23, "TwitterURLCorpus": 85.93}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "AskUbuntuDupQuestions": 61.16, "MindSmallReranking": 30.02, "SciDocsRR": 78.05, "StackOverflowDupQuestions": 49.0}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "ArguAna": 43.4, "CQADupstackAndroidRetrieval": 42.88, "CQADupstackEnglishRetrieval": 42.78, "CQADupstackGamingRetrieval": 52.56, "CQADupstackGisRetrieval": 31.86, "CQADupstackMathematicaRetrieval": 23.34, "CQADupstackPhysicsRetrieval": 40.4, 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href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128</a>", "SummEval": 29.59}]}}, "nomic-embed-text-v1.5-256": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "ArxivClusteringP2P": 44.82, "ArxivClusteringS2S": 35.32, "BiorxivClusteringP2P": 38.19, "BiorxivClusteringS2S": 31.83, "MedrxivClusteringP2P": 34.08, "MedrxivClusteringS2S": 30.98, "RedditClustering": 54.92, "RedditClusteringP2P": 60.23, "StackExchangeClustering": 61.81, "StackExchangeClusteringP2P": 34.03, "TwentyNewsgroupsClustering": 48.56}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "AmazonCounterfactualClassification (en)": 72.94, "AmazonPolarityClassification": 91.35, "AmazonReviewsClassification (en)": 45.73, "Banking77Classification": 83.69, "EmotionClassification": 45.88, "ImdbClassification": 83.99, "MTOPDomainClassification (en)": 91.68, "MTOPIntentClassification (en)": 72.47, "MassiveIntentClassification (en)": 71.76, "MassiveScenarioClassification (en)": 75.67, "ToxicConversationsClassification": 70.87, "TweetSentimentExtractionClassification": 59.2}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "SprintDuplicateQuestions": 92.31, "TwitterSemEval2015": 73.61, "TwitterURLCorpus": 86.34}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "AskUbuntuDupQuestions": 61.34, "MindSmallReranking": 30.04, "SciDocsRR": 79.4, "StackOverflowDupQuestions": 49.95}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256</a>", "ArguAna": 45.44, "CQADupstackAndroidRetrieval": 45.99, "CQADupstackEnglishRetrieval": 44.97, "CQADupstackGamingRetrieval": 55.46, "CQADupstackGisRetrieval": 35.53, "CQADupstackMathematicaRetrieval": 27.13, "CQADupstackPhysicsRetrieval": 43.3, "CQADupstackProgrammersRetrieval": 39.04, "CQADupstackRetrieval": 37.61, "CQADupstackStatsRetrieval": 33.25, "CQADupstackTexRetrieval": 26.0, "CQADupstackUnixRetrieval": 35.31, "CQADupstackWebmastersRetrieval": 34.47, "CQADupstackWordpressRetrieval": 30.84, "ClimateFEVER": 39.63, "DBPedia": 39.42, "FEVER": 84.4, "FiQA2018": 35.0, "HotpotQA": 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{"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "ArxivClusteringP2P": 45.45, "ArxivClusteringS2S": 36.19, "BiorxivClusteringP2P": 38.41, "BiorxivClusteringS2S": 32.28, "MedrxivClusteringP2P": 34.47, "MedrxivClusteringS2S": 31.43, "RedditClustering": 55.9, "RedditClusteringP2P": 60.58, "StackExchangeClustering": 62.94, "StackExchangeClusteringP2P": 33.81, "TwentyNewsgroupsClustering": 49.36}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "AmazonCounterfactualClassification (en)": 74.27, "AmazonPolarityClassification": 91.89, "AmazonReviewsClassification (en)": 46.97, "Banking77Classification": 84.15, "EmotionClassification": 47.73, "ImdbClassification": 85.47, "MTOPDomainClassification (en)": 92.62, "MTOPIntentClassification (en)": 74.27, "MassiveIntentClassification (en)": 73.07, "MassiveScenarioClassification (en)": 76.82, "ToxicConversationsClassification": 71.25, "TweetSentimentExtractionClassification": 60.4}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "SprintDuplicateQuestions": 92.91, "TwitterSemEval2015": 74.3, "TwitterURLCorpus": 86.57}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "AskUbuntuDupQuestions": 61.6, "MindSmallReranking": 30.34, "SciDocsRR": 80.33, "StackOverflowDupQuestions": 50.32}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "ArguAna": 47.45, "CQADupstackAndroidRetrieval": 47.69, "CQADupstackEnglishRetrieval": 46.6, "CQADupstackGamingRetrieval": 57.58, "CQADupstackGisRetrieval": 37.46, "CQADupstackMathematicaRetrieval": 28.77, "CQADupstackPhysicsRetrieval": 44.11, "CQADupstackProgrammersRetrieval": 40.44, "CQADupstackRetrieval": 39.06, "CQADupstackStatsRetrieval": 34.74, "CQADupstackTexRetrieval": 27.41, "CQADupstackUnixRetrieval": 36.24, "CQADupstackWebmastersRetrieval": 35.57, "CQADupstackWordpressRetrieval": 32.1, "ClimateFEVER": 40.7, "DBPedia": 42.96, "FEVER": 85.7, "FiQA2018": 36.92, "HotpotQA": 71.48, "MSMARCO": 42.29, "NFCorpus": 33.31, "NQ": 58.83, "QuoraRetrieval": 87.87, "SCIDOCS": 17.88, "SciFact": 70.12, "TRECCOVID": 82.12, "Touche2020": 29.24}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "BIOSSES": 83.3, "SICK-R": 79.27, "STS12": 78.3, "STS13": 85.81, "STS14": 81.38, "STS15": 86.79, "STS16": 84.56, "STS17 (en-en)": 87.25, "STS22 (en)": 65.24, "STSBenchmark": 85.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/nomic-ai/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512</a>", "SummEval": 30.47}]}}, "norbert3-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>", "BornholmBitextMining": 6.08}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>", "AngryTweetsClassification": 52.48, "DKHateClassification": 58.78, "DalajClassification": 50.21, "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, "ScalaSvClassification": 55.79, "SweRecClassification": 66.64}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-base\">norbert3-base</a>"}]}}, "norbert3-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>", "BornholmBitextMining": 2.9}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>", "AngryTweetsClassification": 49.04, "DKHateClassification": 62.71, "DalajClassification": 49.88, "DanishPoliticalCommentsClassification": 33.53, "LccSentimentClassification": 46.93, "MassiveIntentClassification (da)": 45.98, "MassiveIntentClassification (nb)": 47.42, "MassiveIntentClassification (sv)": 48.47, "MassiveScenarioClassification (da)": 50.51, "MassiveScenarioClassification (nb)": 54.25, "MassiveScenarioClassification (sv)": 50.6, "NoRecClassification": 50.46, "NordicLangClassification": 84.25, "NorwegianParliament": 58.85, "ScalaDaClassification": 60.72, "ScalaNbClassification": 66.79, "ScalaSvClassification": 57.57, "SweRecClassification": 65.81}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ltg/norbert3-large\">norbert3-large</a>"}]}}, "sentence-bert-swedish-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>", "BornholmBitextMining": 14.08}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>", "AngryTweetsClassification": 44.46, "DKHateClassification": 59.36, "DalajClassification": 50.11, "DanishPoliticalCommentsClassification": 28.32, "LccSentimentClassification": 47.2, "MassiveIntentClassification (da)": 42.84, "MassiveIntentClassification (nb)": 42.74, "MassiveIntentClassification (sv)": 69.11, "MassiveScenarioClassification (da)": 49.64, "MassiveScenarioClassification (nb)": 49.49, "MassiveScenarioClassification (sv)": 75.96, "NoRecClassification": 43.53, "NordicLangClassification": 51.45, "NorwegianParliament": 55.74, "ScalaDaClassification": 50.12, "ScalaNbClassification": 50.34, "ScalaSvClassification": 49.84, "SweRecClassification": 71.41}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/KBLab/sentence-bert-swedish-cased\">sentence-bert-swedish-cased</a>"}]}}, "sup-simcse-bert-base-uncased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "SprintDuplicateQuestions": 69.39, "TwitterSemEval2015": 67.75, "TwitterURLCorpus": 83.89}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "AskUbuntuDupQuestions": 51.8, "MindSmallReranking": 29.3, "SciDocsRR": 70.14, "StackOverflowDupQuestions": 38.9}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "ArguAna": 38.33, "CQADupstackAndroidRetrieval": 21.38, "CQADupstackEnglishRetrieval": 17.63, "CQADupstackGamingRetrieval": 28.0, "CQADupstackGisRetrieval": 10.33, "CQADupstackMathematicaRetrieval": 8.16, "CQADupstackPhysicsRetrieval": 19.71, "CQADupstackProgrammersRetrieval": 14.68, "CQADupstackRetrieval": 14.5, "CQADupstackStatsRetrieval": 11.49, "CQADupstackTexRetrieval": 7.73, "CQADupstackUnixRetrieval": 12.52, "CQADupstackWebmastersRetrieval": 13.92, "CQADupstackWordpressRetrieval": 8.41, "ClimateFEVER": 11.98, "DBPedia": 19.73, "FEVER": 20.41, "FiQA2018": 10.41, "HotpotQA": 22.9, "MSMARCO": 11.0, "NFCorpus": 12.42, "NQ": 16.08, "QuoraRetrieval": 79.62, "SCIDOCS": 7.53, "SciFact": 29.59, "TRECCOVID": 22.93, "Touche2020": 9.9}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "BIOSSES": 68.38, "SICK-R": 80.77, "STS12": 75.3, "STS13": 84.67, "STS14": 80.19, "STS15": 85.4, "STS16": 80.82, "STS17 (en-en)": 89.44, "STS22 (en)": 61.96, "STSBenchmark": 84.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased</a>", "SummEval": 31.17}]}}, "st-polish-paraphrase-from-distilroberta": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "8TagsClustering": 31.68}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "CDSC-E": 75.99, "PPC": 93.29, "PSC": 99.1, "SICK-E-PL": 79.63}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>", "CDSC-R": 89.62, "SICK-R-PL": 76.37, "STS22 (pl)": 40.36}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta</a>"}]}}, "st-polish-paraphrase-from-mpnet": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "8TagsClustering": 33.15}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "AllegroReviews": 34.55, "CBD": 67.48, "MassiveIntentClassification (pl)": 65.93, "MassiveScenarioClassification (pl)": 71.85, "PAC": 63.25, "PolEmo2.0-IN": 68.37, "PolEmo2.0-OUT": 30.99}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "CDSC-E": 75.06, "PPC": 93.49, "PSC": 99.05, "SICK-E-PL": 80.56}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "ArguAna-PL": 51.87, "DBPedia-PL": 24.59, "FiQA-PL": 22.27, "HotpotQA-PL": 32.11, "MSMARCO-PL": 17.91, "NFCorpus-PL": 24.05, "NQ-PL": 23.54, "Quora-PL": 81.49, "SCIDOCS-PL": 13.23, "SciFact-PL": 52.51, "TRECCOVID-PL": 35.23}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>", "CDSC-R": 88.55, "SICK-R-PL": 76.18, "STS22 (pl)": 37.34}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sdadas/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet</a>"}]}}, "text2vec-base-chinese": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "CLSClusteringP2P": 35.27, "CLSClusteringS2S": 32.42, "ThuNewsClusteringP2P": 42.92, "ThuNewsClusteringS2S": 40.01}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "AmazonReviewsClassification (zh)": 34.12, "IFlyTek": 42.05, "JDReview": 82.14, "MassiveIntentClassification (zh-CN)": 63.98, "MassiveScenarioClassification (zh-CN)": 70.52, "MultilingualSentiment": 60.98, "OnlineShopping": 85.69, "TNews": 43.01, "Waimai": 77.22}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "Cmnli": 73.87, "Ocnli": 60.95}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "CMedQAv1": 59.26, "CMedQAv2": 59.82, "MMarcoReranking": 12.76, "T2Reranking": 65.95}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "CmedqaRetrieval": 15.91, "CovidRetrieval": 44.81, "DuRetrieval": 52.23, "EcomRetrieval": 34.6, "MMarcoRetrieval": 44.06, "MedicalRetrieval": 27.56, "T2Retrieval": 51.67, "VideoRetrieval": 39.52}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>", "AFQMC": 26.06, "ATEC": 31.93, "BQ": 42.67, "LCQMC": 70.16, "PAWSX": 17.21, "QBQTC": 24.62, "STS22 (zh)": 55.35, "STSB": 79.3}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/shibing624/text2vec-base-chinese\">text2vec-base-chinese</a>"}]}}, "text2vec-large-chinese": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "CLSClusteringP2P": 30.13, "CLSClusteringS2S": 28.77, "ThuNewsClusteringP2P": 35.05, "ThuNewsClusteringS2S": 26.14}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "AmazonReviewsClassification (zh)": 33.77, "IFlyTek": 41.54, "JDReview": 81.56, "MassiveIntentClassification (zh-CN)": 63.23, "MassiveScenarioClassification (zh-CN)": 68.45, "MultilingualSentiment": 58.97, "OnlineShopping": 83.51, "TNews": 38.92, "Waimai": 76.01}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "Cmnli": 77.67, "Ocnli": 64.04}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "CMedQAv1": 58.92, "CMedQAv2": 60.41, "MMarcoReranking": 12.48, "T2Reranking": 64.82}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "CmedqaRetrieval": 15.53, "CovidRetrieval": 60.48, "DuRetrieval": 51.87, "EcomRetrieval": 37.58, "MMarcoRetrieval": 45.96, "MedicalRetrieval": 30.93, "T2Retrieval": 50.52, "VideoRetrieval": 42.65}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>", "AFQMC": 24.51, "ATEC": 32.45, "BQ": 44.22, "LCQMC": 69.16, "PAWSX": 14.55, "QBQTC": 29.51, "STS22 (zh)": 65.94, "STSB": 79.45}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/GanymedeNil/text2vec-large-chinese\">text2vec-large-chinese</a>"}]}}, "text-embedding-3-small": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "ArxivClusteringP2P": 46.57, "ArxivClusteringS2S": 39.35, "BiorxivClusteringP2P": 37.77, "BiorxivClusteringS2S": 34.68, "MedrxivClusteringP2P": 32.77, "MedrxivClusteringS2S": 31.85, "RedditClustering": 64.09, "RedditClusteringP2P": 65.12, "StackExchangeClustering": 72.05, "StackExchangeClusteringP2P": 34.04, "TwentyNewsgroupsClustering": 54.81}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "AmazonCounterfactualClassification (en)": 76.42, "AmazonPolarityClassification": 90.84, "AmazonReviewsClassification (en)": 45.73, "Banking77Classification": 83.01, "EmotionClassification": 50.63, "ImdbClassification": 83.66, "MTOPDomainClassification (en)": 93.91, "MTOPIntentClassification (en)": 70.98, "MassiveIntentClassification (en)": 72.86, "MassiveScenarioClassification (en)": 76.84, "ToxicConversationsClassification": 71.91, "TweetSentimentExtractionClassification": 61.72}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "SprintDuplicateQuestions": 94.58, "TwitterSemEval2015": 73.33, "TwitterURLCorpus": 87.21}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "AskUbuntuDupQuestions": 62.18, "MindSmallReranking": 29.93, "SciDocsRR": 83.25, "StackOverflowDupQuestions": 51.53}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "ArguAna": 55.49, "CQADupstackAndroidRetrieval": 54.41, "CQADupstackEnglishRetrieval": 49.9, "CQADupstackGamingRetrieval": 61.12, "CQADupstackGisRetrieval": 40.79, "CQADupstackMathematicaRetrieval": 30.63, "CQADupstackPhysicsRetrieval": 46.5, "CQADupstackProgrammersRetrieval": 43.76, "CQADupstackRetrieval": 42.58, "CQADupstackStatsRetrieval": 35.47, "CQADupstackTexRetrieval": 29.38, "CQADupstackUnixRetrieval": 43.47, "CQADupstackWebmastersRetrieval": 40.54, "CQADupstackWordpressRetrieval": 35.05, "ClimateFEVER": 26.86, "DBPedia": 39.97, "FEVER": 79.42, "FiQA2018": 44.91, "HotpotQA": 63.63, "MSMARCO": 37.02, "NFCorpus": 38.33, "NQ": 52.86, "QuoraRetrieval": 88.83, "SCIDOCS": 20.8, "SciFact": 73.37, "TRECCOVID": 77.9, "Touche2020": 24.28}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "BIOSSES": 88.72, "SICK-R": 76.73, "STS12": 73.09, "STS13": 84.92, "STS14": 79.81, "STS15": 88.01, "STS16": 84.41, "STS17 (en-en)": 90.94, "STS22 (en)": 64.96, "STSBenchmark": 84.24}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-small</a>", "SummEval": 31.12}]}}, "text-embedding-3-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "ArxivClusteringP2P": 49.01, "ArxivClusteringS2S": 44.45, "BiorxivClusteringP2P": 38.03, "BiorxivClusteringS2S": 36.53, "MedrxivClusteringP2P": 32.7, "MedrxivClusteringS2S": 31.27, "RedditClustering": 67.84, "RedditClusteringP2P": 67.96, "StackExchangeClustering": 76.26, "StackExchangeClusteringP2P": 36.88, "TwentyNewsgroupsClustering": 58.14}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "AmazonCounterfactualClassification (en)": 78.93, "AmazonPolarityClassification": 92.85, "AmazonReviewsClassification (en)": 48.7, "Banking77Classification": 85.69, "EmotionClassification": 51.58, "ImdbClassification": 87.67, "MTOPDomainClassification (en)": 95.36, "MTOPIntentClassification (en)": 75.07, "MassiveIntentClassification (en)": 74.64, "MassiveScenarioClassification (en)": 79.79, "ToxicConversationsClassification": 72.92, "TweetSentimentExtractionClassification": 62.22}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "SprintDuplicateQuestions": 92.25, "TwitterSemEval2015": 77.13, "TwitterURLCorpus": 87.78}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "AskUbuntuDupQuestions": 65.03, "MindSmallReranking": 29.86, "SciDocsRR": 86.66, "StackOverflowDupQuestions": 55.08}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "ArguAna": 58.05, "CQADupstackAndroidRetrieval": 57.28, "CQADupstackEnglishRetrieval": 55.77, "CQADupstackGamingRetrieval": 65.4, "CQADupstackGisRetrieval": 45.63, "CQADupstackMathematicaRetrieval": 36.99, "CQADupstackPhysicsRetrieval": 52.16, "CQADupstackProgrammersRetrieval": 49.09, "CQADupstackRetrieval": 47.54, "CQADupstackStatsRetrieval": 40.67, "CQADupstackTexRetrieval": 34.56, "CQADupstackUnixRetrieval": 50.02, "CQADupstackWebmastersRetrieval": 45.28, "CQADupstackWordpressRetrieval": 37.57, "ClimateFEVER": 30.27, "DBPedia": 44.76, "FEVER": 87.94, "FiQA2018": 55.0, "HotpotQA": 71.58, "MSMARCO": 40.24, "NFCorpus": 42.07, "NQ": 61.27, "QuoraRetrieval": 89.05, "SCIDOCS": 23.11, "SciFact": 77.77, "TRECCOVID": 79.56, "Touche2020": 23.35}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "BIOSSES": 84.68, "SICK-R": 79.0, "STS12": 72.84, "STS13": 86.1, "STS14": 81.15, "STS15": 88.49, "STS16": 85.08, "STS17 (en-en)": 90.22, "STS22 (en)": 66.14, "STSBenchmark": 83.56}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large</a>", "SummEval": 29.92}]}}, "text-embedding-3-large-256": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "ArxivClusteringP2P": 47.05, "ArxivClusteringS2S": 42.59, "BiorxivClusteringP2P": 35.43, "BiorxivClusteringS2S": 33.86, "MedrxivClusteringP2P": 32.1, "MedrxivClusteringS2S": 31.15, "RedditClustering": 60.18, "RedditClusteringP2P": 64.71, "StackExchangeClustering": 71.23, "StackExchangeClusteringP2P": 35.95, "TwentyNewsgroupsClustering": 54.24}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "AmazonCounterfactualClassification (en)": 73.96, "AmazonPolarityClassification": 91.32, "AmazonReviewsClassification (en)": 46.03, "Banking77Classification": 83.19, "EmotionClassification": 45.8, "ImdbClassification": 85.93, "MTOPDomainClassification (en)": 92.76, "MTOPIntentClassification (en)": 70.45, "MassiveIntentClassification (en)": 71.12, "MassiveScenarioClassification (en)": 75.56, "ToxicConversationsClassification": 68.52, "TweetSentimentExtractionClassification": 58.98}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "SprintDuplicateQuestions": 89.02, "TwitterSemEval2015": 76.56, "TwitterURLCorpus": 87.09}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "AskUbuntuDupQuestions": 64.61, "MindSmallReranking": 29.63, "SciDocsRR": 84.25, "StackOverflowDupQuestions": 53.46}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "ArguAna": 55.6, "CQADupstackAndroidRetrieval": 52.24, "CQADupstackEnglishRetrieval": 50.12, "CQADupstackGamingRetrieval": 60.4, "CQADupstackGisRetrieval": 39.91, "CQADupstackMathematicaRetrieval": 31.82, "CQADupstackPhysicsRetrieval": 46.1, "CQADupstackProgrammersRetrieval": 43.66, "CQADupstackRetrieval": 42.28, "CQADupstackStatsRetrieval": 35.45, "CQADupstackTexRetrieval": 28.97, "CQADupstackUnixRetrieval": 45.28, "CQADupstackWebmastersRetrieval": 39.96, "CQADupstackWordpressRetrieval": 33.43, "ClimateFEVER": 25.8, "DBPedia": 40.8, "FEVER": 84.57, "FiQA2018": 50.33, "HotpotQA": 62.69, "MSMARCO": 37.93, "NFCorpus": 37.94, "NQ": 56.64, "QuoraRetrieval": 88.22, "SCIDOCS": 20.44, "SciFact": 73.1, "TRECCOVID": 76.24, "Touche2020": 22.31}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "BIOSSES": 84.87, "SICK-R": 79.18, "STS12": 71.98, "STS13": 85.52, "STS14": 80.5, "STS15": 87.51, "STS16": 84.48, "STS17 (en-en)": 88.11, "STS22 (en)": 65.92, "STSBenchmark": 82.34}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-embedding-models-and-api-updates\">text-embedding-3-large-256</a>", "SummEval": 29.92}]}}, "text-similarity-ada-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "ArxivClusteringP2P": 41.49, "ArxivClusteringS2S": 28.47, "BiorxivClusteringP2P": 36.86, "BiorxivClusteringS2S": 27.55, "MedrxivClusteringP2P": 31.09, "MedrxivClusteringS2S": 26.5, "RedditClustering": 42.47, "RedditClusteringP2P": 58.1, "StackExchangeClustering": 53.52, "StackExchangeClusteringP2P": 30.43, "TwentyNewsgroupsClustering": 36.26}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "AmazonCounterfactualClassification (en)": 76.4, "AmazonPolarityClassification": 92.83, "AmazonReviewsClassification (en)": 47.45, "Banking77Classification": 68.04, "EmotionClassification": 50.33, "ImdbClassification": 89.38, "MTOPDomainClassification (en)": 89.89, "MTOPIntentClassification (en)": 64.8, "MassiveIntentClassification (en)": 65.17, "MassiveScenarioClassification (en)": 67.67, "ToxicConversationsClassification": 70.0, "TweetSentimentExtractionClassification": 63.35}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "SprintDuplicateQuestions": 77.85, "TwitterSemEval2015": 69.04, "TwitterURLCorpus": 83.69}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "AskUbuntuDupQuestions": 53.49, "MindSmallReranking": 30.71, "SciDocsRR": 71.04, "StackOverflowDupQuestions": 40.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "ArguAna": 39.65, "CQADupstackAndroidRetrieval": 17.62, "CQADupstackEnglishRetrieval": 12.07, "CQADupstackGamingRetrieval": 19.59, "CQADupstackGisRetrieval": 8.01, "CQADupstackMathematicaRetrieval": 4.7, "CQADupstackPhysicsRetrieval": 10.95, "CQADupstackProgrammersRetrieval": 9.41, "CQADupstackRetrieval": 10.17, "CQADupstackStatsRetrieval": 7.15, "CQADupstackTexRetrieval": 4.21, "CQADupstackUnixRetrieval": 9.79, "CQADupstackWebmastersRetrieval": 12.02, "CQADupstackWordpressRetrieval": 6.52, "ClimateFEVER": 2.83, "DBPedia": 3.48, "FEVER": 4.45, "FiQA2018": 7.54, "HotpotQA": 12.6, "MSMARCO": 10.53, "NFCorpus": 20.59, "NQ": 2.02, "QuoraRetrieval": 82.18, "SCIDOCS": 6.28, "SciFact": 45.46, "TRECCOVID": 24.56, "Touche2020": 3.1}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "BIOSSES": 78.04, "SICK-R": 77.48, "STS12": 72.3, "STS13": 81.49, "STS14": 74.74, "STS15": 84.28, "STS16": 82.06, "STS17 (en-en)": 87.08, "STS22 (en)": 64.71, "STSBenchmark": 83.78}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-ada-001</a>", "SummEval": 26.94}]}}, "text-similarity-babbage-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>", "RedditClustering": 45.64, "StackExchangeClustering": 53.01, "TwentyNewsgroupsClustering": 42.01}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>", "SprintDuplicateQuestions": 76.46, "TwitterSemEval2015": 70.85, "TwitterURLCorpus": 85.08}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>", "AskUbuntuDupQuestions": 54.68, "SciDocsRR": 72.78, "StackOverflowDupQuestions": 40.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>", "BIOSSES": 78.12, "SICK-R": 77.02, "STSBenchmark": 84.32}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-babbage-001</a>"}]}}, "text-similarity-curie-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "RedditClustering": 40.79, "StackExchangeClustering": 55.14, "TwentyNewsgroupsClustering": 37.64}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "SprintDuplicateQuestions": 79.85, "TwitterSemEval2015": 69.45, "TwitterURLCorpus": 84.06}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "AskUbuntuDupQuestions": 55.09, "SciDocsRR": 70.93, "StackOverflowDupQuestions": 42.42}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "CQADupstackAndroidRetrieval": 13.05, "CQADupstackEnglishRetrieval": 9.9, "CQADupstackGamingRetrieval": 15.74, "CQADupstackPhysicsRetrieval": 8.23, "CQADupstackWebmastersRetrieval": 8.76, "FiQA2018": 5.14, "NFCorpus": 19.96, "QuoraRetrieval": 83.11, "SciFact": 46.68, "TRECCOVID": 7.61}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>", "BIOSSES": 77.46, "SICK-R": 77.26, "STSBenchmark": 83.02}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-curie-001</a>"}]}}, "text-similarity-davinci-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>", "RedditClustering": 31.78, "StackExchangeClustering": 36.86, "TwentyNewsgroupsClustering": 29.33}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>", "SprintDuplicateQuestions": 69.52, "TwitterSemEval2015": 74.42, "TwitterURLCorpus": 83.75}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>", "AskUbuntuDupQuestions": 53.56, "SciDocsRR": 68.7, "StackOverflowDupQuestions": 39.41}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>", "BIOSSES": 68.95, "SICK-R": 78.72, "STSBenchmark": 84.08}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-similarity-davinci-001</a>"}]}}, "text-search-ada-doc-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>", "TwentyNewsgroupsClustering": 32.92}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-doc-001</a>"}]}}, "text-search-ada-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>", "BiorxivClusteringS2S": 26.05, "MedrxivClusteringS2S": 25.67, "TwentyNewsgroupsClustering": 44.92}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>", "ArguAna": 46.91, "ClimateFEVER": 18.5, "DBPedia": 36.2, "FEVER": 72.1, "FiQA2018": 38.41, "HotpotQA": 59.39, "MSMARCO": 37.94, "NFCorpus": 33.17, "NQ": 42.81, "QuoraRetrieval": 70.57, "SCIDOCS": 14.83, "SciFact": 67.25, "TRECCOVID": 72.43, "Touche2020": 28.68}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-ada-001</a>"}]}}, "text-search-babbage-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-babbage-001</a>"}]}}, "text-search-curie-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>", "ArguAna": 46.98, "CQADupstackAndroidRetrieval": 44.51, "CQADupstackEnglishRetrieval": 47.14, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-curie-001</a>"}]}}, "text-search-davinci-001": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-davinci-001</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-davinci-001</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-davinci-001</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-davinci-001</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-davinci-001</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-davinci-001</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-davinci-001</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/introducing-text-and-code-embeddings\">text-search-davinci-001</a>"}]}}, "titan-embed-text-v1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html\">titan-embed-text-v1</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html\">titan-embed-text-v1</a>"}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html\">titan-embed-text-v1</a>", "AmazonCounterfactualClassification (en)": 61.85, "Banking77Classification": 83.21}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html\">titan-embed-text-v1</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html\">titan-embed-text-v1</a>", "SciDocsRR": 88.87}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html\">titan-embed-text-v1</a>", "ArguAna": 48.83, "FiQA2018": 40.38, "MSMARCO": 35.19, "NQ": 51.08, "SciFact": 73.5, "TRECCOVID": 54.74}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html\">titan-embed-text-v1</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.aws.amazon.com/bedrock/latest/userguide/embeddings.html\">titan-embed-text-v1</a>"}]}}, "unsup-simcse-bert-base-uncased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>", "SprintDuplicateQuestions": 69.41, "TwitterSemEval2015": 60.21, "TwitterURLCorpus": 81.37}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>", "AskUbuntuDupQuestions": 51.57, "MindSmallReranking": 28.62, "SciDocsRR": 66.33, "StackOverflowDupQuestions": 39.35}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>", "ArguAna": 38.34, "CQADupstackAndroidRetrieval": 21.33, "CQADupstackEnglishRetrieval": 17.23, "CQADupstackGamingRetrieval": 25.7, "CQADupstackGisRetrieval": 9.91, "CQADupstackMathematicaRetrieval": 5.94, "CQADupstackPhysicsRetrieval": 18.12, "CQADupstackProgrammersRetrieval": 13.8, "CQADupstackRetrieval": 13.22, "CQADupstackStatsRetrieval": 9.75, "CQADupstackTexRetrieval": 5.42, "CQADupstackUnixRetrieval": 10.98, "CQADupstackWebmastersRetrieval": 13.89, "CQADupstackWordpressRetrieval": 6.61, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/princeton-nlp/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased</a>", "SummEval": 31.15}]}}, "use-cmlm-multilingual": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>", "BlurbsClusteringP2P": 29.63, "BlurbsClusteringS2S": 15.24, "TenKGnadClusteringP2P": 37.1, "TenKGnadClusteringS2S": 25.64}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/use-cmlm-multilingual\">use-cmlm-multilingual</a>"}]}}, "voyage-lite-01-instruct": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "ArxivClusteringP2P": 47.92, "ArxivClusteringS2S": 42.42, "BiorxivClusteringP2P": 38.72, "BiorxivClusteringS2S": 36.6, "MedrxivClusteringP2P": 34.04, "MedrxivClusteringS2S": 32.81, "RedditClustering": 61.56, "RedditClusteringP2P": 65.35, "StackExchangeClustering": 70.16, "StackExchangeClusteringP2P": 38.23, "TwentyNewsgroupsClustering": 53.56}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "AmazonCounterfactualClassification (en)": 71.43, "AmazonPolarityClassification": 96.41, "AmazonReviewsClassification (en)": 57.06, "Banking77Classification": 81.64, "EmotionClassification": 48.29, "ImdbClassification": 95.49, "MTOPDomainClassification (en)": 96.3, "MTOPIntentClassification (en)": 67.93, "MassiveIntentClassification (en)": 71.29, "MassiveScenarioClassification (en)": 76.74, "ToxicConversationsClassification": 75.45, "TweetSentimentExtractionClassification": 59.44}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "SprintDuplicateQuestions": 96.01, "TwitterSemEval2015": 76.87, "TwitterURLCorpus": 86.84}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "AskUbuntuDupQuestions": 65.77, "MindSmallReranking": 31.69, "SciDocsRR": 87.03, "StackOverflowDupQuestions": 54.49}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "ArguAna": 58.73, "CQADupstackAndroidRetrieval": 56.8, "CQADupstackEnglishRetrieval": 50.69, "CQADupstackGamingRetrieval": 63.43, "CQADupstackGisRetrieval": 43.17, "CQADupstackMathematicaRetrieval": 32.56, "CQADupstackPhysicsRetrieval": 50.34, "CQADupstackProgrammersRetrieval": 46.74, "CQADupstackRetrieval": 45.11, "CQADupstackStatsRetrieval": 37.52, "CQADupstackTexRetrieval": 30.58, "CQADupstackUnixRetrieval": 46.31, "CQADupstackWebmastersRetrieval": 47.97, "CQADupstackWordpressRetrieval": 35.17, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-01-instruct</a>", "SummEval": 30.97}]}}, "voyage-lite-02-instruct": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "ArxivClusteringP2P": 51.95, "ArxivClusteringS2S": 42.48, "BiorxivClusteringP2P": 50.15, "BiorxivClusteringS2S": 42.84, "MedrxivClusteringP2P": 47.24, 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href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "SprintDuplicateQuestions": 98.07, "TwitterSemEval2015": 74.44, "TwitterURLCorpus": 88.11}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "AskUbuntuDupQuestions": 63.24, "MindSmallReranking": 31.48, "SciDocsRR": 84.68, "StackOverflowDupQuestions": 53.56}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "ArguAna": 70.28, "CQADupstackAndroidRetrieval": 57.09, "CQADupstackEnglishRetrieval": 52.27, "CQADupstackGamingRetrieval": 60.85, "CQADupstackGisRetrieval": 43.18, "CQADupstackMathematicaRetrieval": 36.15, "CQADupstackPhysicsRetrieval": 51.34, "CQADupstackProgrammersRetrieval": 46.62, "CQADupstackRetrieval": 46.2, "CQADupstackStatsRetrieval": 38.83, "CQADupstackTexRetrieval": 32.51, "CQADupstackUnixRetrieval": 50.73, "CQADupstackWebmastersRetrieval": 47.85, "CQADupstackWordpressRetrieval": 36.95, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-lite-02-instruct</a>", "SummEval": 31.01}]}}, "OpenSearch-text-hybrid": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "CLSClusteringP2P": 41.64, "CLSClusteringS2S": 40.33, "ThuNewsClusteringP2P": 69.28, "ThuNewsClusteringS2S": 63.75}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "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}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "Cmnli": 90.77, "Ocnli": 85.44}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "CMedQAv1": 88.99, "CMedQAv2": 89.6, "MMarcoReranking": 28.12, "T2Reranking": 66.38}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://help.aliyun.com/zh/open-search/vector-search-edition/hybrid-retrieval\">OpenSearch-text-hybrid</a>"}]}}, "Cohere-embed-multilingual-v3.0": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "AlloProfClusteringP2P": 63.53, "AlloProfClusteringS2S": 36.18, "HALClusteringS2S": 19.9, "MLSUMClusteringP2P": 45.08, "MLSUMClusteringS2S": 34.75, "MasakhaNEWSClusteringP2P (fra)": 53.18, "MasakhaNEWSClusteringS2S (fra)": 32.31}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "AmazonReviewsClassification (fr)": 41.89, "MTOPDomainClassification (fr)": 86.23, "MTOPIntentClassification (fr)": 61.07, "MasakhaNEWSClassification (fra)": 83.06, "MassiveIntentClassification (fr)": 62.94, "MassiveScenarioClassification (fr)": 67.29}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 61.26}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "AlloprofReranking": 51.01, "SyntecReranking": 85.72}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "AlloprofRetrieval": 38.36, "BSARDRetrieval": 0.14, "MintakaRetrieval (fr)": 25.44, "SyntecRetrieval": 79.27, "XPQARetrieval (fr)": 58.87}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "SICKFr": 79.23, "STS22 (fr)": 82.76, "STSBenchmarkMultilingualSTS (fr)": 81.84}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0</a>", "SummEvalFr": 31.26}]}}, "Cohere-embed-multilingual-light-v3.0": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "AlloProfClusteringP2P": 61.96, "AlloProfClusteringS2S": 31.36, "HALClusteringS2S": 17.31, "MLSUMClusteringP2P": 42.8, "MLSUMClusteringS2S": 32.72, "MasakhaNEWSClusteringP2P (fra)": 56.81, "MasakhaNEWSClusteringS2S (fra)": 29.41}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "AmazonReviewsClassification (fr)": 38.6, "MTOPDomainClassification (fr)": 80.79, "MTOPIntentClassification (fr)": 50.01, "MasakhaNEWSClassification (fra)": 82.58, "MassiveIntentClassification (fr)": 56.31, "MassiveScenarioClassification (fr)": 59.5}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 57.32}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "AlloprofReranking": 51.6, "SyntecReranking": 88.03}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "AlloprofRetrieval": 35.39, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 23.0, "SyntecRetrieval": 76.88, "XPQARetrieval (fr)": 45.23}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "SICKFr": 75.5, "STS22 (fr)": 82.8, "STSBenchmarkMultilingualSTS (fr)": 76.48}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Cohere/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0</a>", "SummEvalFr": 31.4}]}}, "bert-base-10lang-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "AlloProfClusteringP2P": 53.22, "AlloProfClusteringS2S": 42.92, "HALClusteringS2S": 19.94, "MLSUMClusteringP2P": 40.96, "MLSUMClusteringS2S": 31.87, "MasakhaNEWSClusteringP2P (fra)": 24.23, "MasakhaNEWSClusteringS2S (fra)": 24.46}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "AmazonReviewsClassification (fr)": 29.38, "MTOPDomainClassification (fr)": 63.65, "MTOPIntentClassification (fr)": 37.87, "MasakhaNEWSClassification (fra)": 63.93, "MassiveIntentClassification (fr)": 37.28, "MassiveScenarioClassification (fr)": 44.5}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.4}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "AlloprofReranking": 36.21, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "AlloprofRetrieval": 1.6, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.39}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "SICKFr": 58.76, "STS22 (fr)": 40.31, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-10lang-cased\">bert-base-10lang-cased</a>", "SummEvalFr": 29.06}]}}, "bert-base-15lang-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "AlloProfClusteringP2P": 53.16, "AlloProfClusteringS2S": 43.43, "HALClusteringS2S": 20.26, "MLSUMClusteringP2P": 41.22, "MLSUMClusteringS2S": 31.88, "MasakhaNEWSClusteringP2P (fra)": 24.23, "MasakhaNEWSClusteringS2S (fra)": 24.46}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "AmazonReviewsClassification (fr)": 29.35, "MTOPDomainClassification (fr)": 63.7, "MTOPIntentClassification (fr)": 37.85, "MasakhaNEWSClassification (fra)": 63.89, "MassiveIntentClassification (fr)": 37.28, "MassiveScenarioClassification (fr)": 44.47}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.38}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "AlloprofReranking": 36.21, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "AlloprofRetrieval": 1.61, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.35}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "SICKFr": 58.77, "STS22 (fr)": 40.4, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-15lang-cased\">bert-base-15lang-cased</a>", "SummEvalFr": 29.13}]}}, "bert-base-25lang-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "AlloProfClusteringP2P": 53.49, "AlloProfClusteringS2S": 43.1, "HALClusteringS2S": 19.78, "MLSUMClusteringP2P": 40.73, "MLSUMClusteringS2S": 31.94, "MasakhaNEWSClusteringP2P (fra)": 24.23, "MasakhaNEWSClusteringS2S (fra)": 24.46}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "AmazonReviewsClassification (fr)": 29.39, "MTOPDomainClassification (fr)": 63.63, "MTOPIntentClassification (fr)": 37.86, "MasakhaNEWSClassification (fra)": 63.91, "MassiveIntentClassification (fr)": 37.3, "MassiveScenarioClassification (fr)": 44.47}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.39}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "AlloprofReranking": 36.25, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "AlloprofRetrieval": 1.6, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.46}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "SICKFr": 58.76, "STS22 (fr)": 38.77, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Geotrend/bert-base-25lang-cased\">bert-base-25lang-cased</a>", "SummEvalFr": 28.84}]}}, "bert-base-multilingual-cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>", "AlloProfClusteringP2P": 51.5, "AlloProfClusteringS2S": 43.06, "HALClusteringS2S": 20.81, "MLSUMClusteringP2P": 40.9, "MLSUMClusteringS2S": 31.8, "MasakhaNEWSClusteringP2P (fra)": 24.23, "MasakhaNEWSClusteringS2S (fra)": 24.46}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>", "AmazonReviewsClassification (fr)": 29.39, "MTOPDomainClassification (fr)": 63.61, "MTOPIntentClassification (fr)": 37.84, "MasakhaNEWSClassification (fra)": 64.0, "MassiveIntentClassification (fr)": 37.3, "MassiveScenarioClassification (fr)": 44.47}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.39}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>", "AlloprofReranking": 36.23, "SyntecReranking": 53.25}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>", "AlloprofRetrieval": 1.63, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.55, "SyntecRetrieval": 18.95, "XPQARetrieval (fr)": 18.49}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>", "SICKFr": 58.75, "STS22 (fr)": 39.05, "STSBenchmarkMultilingualSTS (fr)": 52.25}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-cased\">bert-base-multilingual-cased</a>", "SummEvalFr": 28.81}]}}, "bert-base-multilingual-uncased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "AlloProfClusteringP2P": 60.66, "AlloProfClusteringS2S": 35.05, "HALClusteringS2S": 20.9, "MLSUMClusteringP2P": 43.5, "MLSUMClusteringS2S": 30.99, "MasakhaNEWSClusteringP2P (fra)": 49.71, "MasakhaNEWSClusteringS2S (fra)": 42.23}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "AmazonReviewsClassification (fr)": 29.02, "MTOPDomainClassification (fr)": 64.49, "MTOPIntentClassification (fr)": 39.4, "MasakhaNEWSClassification (fra)": 75.69, "MassiveIntentClassification (fr)": 38.01, "MassiveScenarioClassification (fr)": 43.63}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.22}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "AlloprofReranking": 38.85, "SyntecReranking": 66.4}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "AlloprofRetrieval": 5.51, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 2.87, "SyntecRetrieval": 34.95, "XPQARetrieval (fr)": 26.12}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "SICKFr": 58.26, "STS22 (fr)": 56.47, "STSBenchmarkMultilingualSTS (fr)": 54.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/google-bert/bert-base-multilingual-uncased\">bert-base-multilingual-uncased</a>", "SummEvalFr": 30.72}]}}, "e5-mistral-7b-instruct": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "AlloProfClusteringP2P": 61.06, "AlloProfClusteringS2S": 28.12, "HALClusteringS2S": 19.69, "MLSUMClusteringP2P": 45.59, "MLSUMClusteringS2S": 32.0, "MasakhaNEWSClusteringP2P (fra)": 52.47, "MasakhaNEWSClusteringS2S (fra)": 49.2}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "AmazonReviewsClassification (fr)": 36.71, "MTOPDomainClassification (fr)": 74.8, "MTOPIntentClassification (fr)": 53.97, "MasakhaNEWSClassification (fra)": 80.59, "MassiveIntentClassification (fr)": 46.39, "MassiveScenarioClassification (fr)": 53.86}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 63.65}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "AlloprofReranking": 47.36, "SyntecReranking": 77.05}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "AlloprofRetrieval": 16.46, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 3.57, "SyntecRetrieval": 55.9, "XPQARetrieval (fr)": 41.29}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "SICKFr": 64.39, "STS22 (fr)": 69.82, "STSBenchmarkMultilingualSTS (fr)": 61.87}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/e5-mistral-7b-instruct\">e5-mistral-7b-instruct</a>", "SummEvalFr": 32.22}]}}, "flaubert_base_cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "AlloProfClusteringP2P": 52.86, "AlloProfClusteringS2S": 14.46, "HALClusteringS2S": 3.85, "MLSUMClusteringP2P": 39.06, "MLSUMClusteringS2S": 17.13, "MasakhaNEWSClusteringP2P (fra)": 41.61, "MasakhaNEWSClusteringS2S (fra)": 21.26}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "AmazonReviewsClassification (fr)": 24.9, "MTOPDomainClassification (fr)": 25.55, "MTOPIntentClassification (fr)": 9.49, "MasakhaNEWSClassification (fra)": 71.14, "MassiveIntentClassification (fr)": 6.98, "MassiveScenarioClassification (fr)": 11.41}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 51.89}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "AlloprofReranking": 34.81, "SyntecReranking": 55.88}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "AlloprofRetrieval": 1.63, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.58, "SyntecRetrieval": 20.56, "XPQARetrieval (fr)": 6.59}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "SICKFr": 53.86, "STS22 (fr)": 65.37, "STSBenchmarkMultilingualSTS (fr)": 37.14}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_cased\">flaubert_base_cased</a>", "SummEvalFr": 31.26}]}}, "flaubert_base_uncased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "AlloProfClusteringP2P": 43.2, "AlloProfClusteringS2S": 12.94, "HALClusteringS2S": 1.8, "MLSUMClusteringP2P": 33.22, "MLSUMClusteringS2S": 14.9, "MasakhaNEWSClusteringP2P (fra)": 28.49, "MasakhaNEWSClusteringS2S (fra)": 22.58}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "AmazonReviewsClassification (fr)": 23.52, "MTOPDomainClassification (fr)": 27.74, "MTOPIntentClassification (fr)": 8.61, "MasakhaNEWSClassification (fra)": 62.61, "MassiveIntentClassification (fr)": 6.24, "MassiveScenarioClassification (fr)": 10.98}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 52.78}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "AlloprofReranking": 34.55, "SyntecReranking": 57.18}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "AlloprofRetrieval": 1.72, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.51, "SyntecRetrieval": 22.33, "XPQARetrieval (fr)": 9.09}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "SICKFr": 41.9, "STS22 (fr)": 55.15, "STSBenchmarkMultilingualSTS (fr)": 33.41}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_base_uncased\">flaubert_base_uncased</a>", "SummEvalFr": 29.43}]}}, "flaubert_large_cased": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "AlloProfClusteringP2P": 40.85, "AlloProfClusteringS2S": 21.76, "HALClusteringS2S": 5.26, "MLSUMClusteringP2P": 38.09, "MLSUMClusteringS2S": 18.71, "MasakhaNEWSClusteringP2P (fra)": 26.43, "MasakhaNEWSClusteringS2S (fra)": 24.68}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "AmazonReviewsClassification (fr)": 22.45, "MTOPDomainClassification (fr)": 24.27, "MTOPIntentClassification (fr)": 9.79, "MasakhaNEWSClassification (fra)": 55.64, "MassiveIntentClassification (fr)": 16.41, "MassiveScenarioClassification (fr)": 22.72}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 54.14}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "AlloprofReranking": 26.29, "SyntecReranking": 42.8}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "AlloprofRetrieval": 0.58, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.26, "SyntecRetrieval": 1.58, "XPQARetrieval (fr)": 3.69}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "SICKFr": 34.6, "STS22 (fr)": 48.52, "STSBenchmarkMultilingualSTS (fr)": 15.66}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/flaubert/flaubert_large_cased\">flaubert_large_cased</a>", "SummEvalFr": 29.25}]}}, "mistral-embed": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "AlloProfClusteringP2P": 62.01, "AlloProfClusteringS2S": 49.2, "HALClusteringS2S": 26.17, "MLSUMClusteringP2P": 45.28, "MLSUMClusteringS2S": 42.74, "MasakhaNEWSClusteringP2P (fra)": 48.13, "MasakhaNEWSClusteringS2S (fra)": 39.62}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "AmazonReviewsClassification (fr)": 41.59, "MTOPDomainClassification (fr)": 90.05, "MTOPIntentClassification (fr)": 66.09, "MasakhaNEWSClassification (fra)": 81.4, "MassiveIntentClassification (fr)": 62.83, "MassiveScenarioClassification (fr)": 69.71}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 62.02}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "AlloprofReranking": 72.36, "SyntecReranking": 88.57}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "AlloprofRetrieval": 56.84, "BSARDRetrieval": 2.48, "MintakaRetrieval (fr)": 21.73, "SyntecRetrieval": 78.77, "XPQARetrieval (fr)": 74.24}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "SICKFr": 76.21, "STS22 (fr)": 82.74, "STSBenchmarkMultilingualSTS (fr)": 79.72}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.mistral.ai/guides/embeddings\">mistral-embed</a>", "SummEvalFr": 31.47}]}}, "multi-qa-MiniLM-L6-cos-v1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "AlloProfClusteringP2P": 49.13, "AlloProfClusteringS2S": 26.16, "HALClusteringS2S": 12.49, "MLSUMClusteringP2P": 35.15, "MLSUMClusteringS2S": 25.95, "MasakhaNEWSClusteringP2P (fra)": 53.73, "MasakhaNEWSClusteringS2S (fra)": 27.27}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "AmazonReviewsClassification (fr)": 27.05, "MTOPDomainClassification (fr)": 72.97, "MTOPIntentClassification (fr)": 37.18, "MasakhaNEWSClassification (fra)": 75.62, "MassiveIntentClassification (fr)": 42.64, "MassiveScenarioClassification (fr)": 49.92}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 57.36}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "AlloprofReranking": 40.28, "SyntecReranking": 65.08}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "AlloprofRetrieval": 30.23, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 16.31, "SyntecRetrieval": 58.07, "XPQARetrieval (fr)": 48.83}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "SICKFr": 62.11, "STS22 (fr)": 74.62, "STSBenchmarkMultilingualSTS (fr)": 63.85}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1</a>", "SummEvalFr": 27.59}]}}, "sentence-camembert-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-base\">sentence-camembert-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-base\">sentence-camembert-base</a>", "AlloProfClusteringP2P": 59.09, "AlloProfClusteringS2S": 38.92, "HALClusteringS2S": 20.22, "MLSUMClusteringP2P": 35.98, "MLSUMClusteringS2S": 27.05, "MasakhaNEWSClusteringP2P (fra)": 36.03, "MasakhaNEWSClusteringS2S (fra)": 30.77}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-base\">sentence-camembert-base</a>", 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0.0, "MintakaRetrieval (fr)": 13.36, "SyntecRetrieval": 68.62, "XPQARetrieval (fr)": 57.92}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-base\">sentence-camembert-base</a>", "SICKFr": 74.18, "STS22 (fr)": 77.54, "STSBenchmarkMultilingualSTS (fr)": 81.64}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-base\">sentence-camembert-base</a>", "SummEvalFr": 28.77}]}}, "sentence-camembert-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-large\">sentence-camembert-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-large\">sentence-camembert-large</a>", "AlloProfClusteringP2P": 62.69, "AlloProfClusteringS2S": 42.06, "HALClusteringS2S": 23.9, "MLSUMClusteringP2P": 42.04, "MLSUMClusteringS2S": 32.29, "MasakhaNEWSClusteringP2P (fra)": 54.51, "MasakhaNEWSClusteringS2S (fra)": 44.73}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-large\">sentence-camembert-large</a>", "AmazonReviewsClassification (fr)": 37.97, "MTOPDomainClassification (fr)": 85.74, "MTOPIntentClassification (fr)": 58.62, "MasakhaNEWSClassification (fra)": 80.62, "MassiveIntentClassification (fr)": 62.65, "MassiveScenarioClassification (fr)": 69.29}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-large\">sentence-camembert-large</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 59.59}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-large\">sentence-camembert-large</a>", "AlloprofReranking": 57.62, "SyntecReranking": 88.15}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-large\">sentence-camembert-large</a>", "AlloprofRetrieval": 31.62, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 21.87, "SyntecRetrieval": 81.11, "XPQARetrieval (fr)": 65.62}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-large\">sentence-camembert-large</a>", "SICKFr": 77.7, "STS22 (fr)": 81.73, "STSBenchmarkMultilingualSTS (fr)": 85.79}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/dangvantuan/sentence-camembert-large\">sentence-camembert-large</a>", "SummEvalFr": 30.88}]}}, "sentence-croissant-llm-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Wissam42/sentence-croissant-llm-base\">sentence-croissant-llm-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Wissam42/sentence-croissant-llm-base\">sentence-croissant-llm-base</a>", "AlloProfClusteringP2P": 64.12, "AlloProfClusteringS2S": 32.52, "HALClusteringS2S": 23.4, "MLSUMClusteringP2P": 42.94, "MLSUMClusteringS2S": 33.91, "MasakhaNEWSClusteringP2P (fra)": 53.94, "MasakhaNEWSClusteringS2S (fra)": 41.05}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Wissam42/sentence-croissant-llm-base\">sentence-croissant-llm-base</a>", "AmazonReviewsClassification (fr)": 34.79, "MTOPDomainClassification (fr)": 85.52, "MTOPIntentClassification (fr)": 63.12, "MasakhaNEWSClassification (fra)": 79.29, "MassiveIntentClassification (fr)": 59.41, "MassiveScenarioClassification (fr)": 65.29}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Wissam42/sentence-croissant-llm-base\">sentence-croissant-llm-base</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 63.13}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Wissam42/sentence-croissant-llm-base\">sentence-croissant-llm-base</a>", "AlloprofReranking": 53.0, "SyntecReranking": 82.9}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Wissam42/sentence-croissant-llm-base\">sentence-croissant-llm-base</a>", "AlloprofRetrieval": 29.97, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 21.31, "SyntecRetrieval": 74.2, "XPQARetrieval (fr)": 58.57}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Wissam42/sentence-croissant-llm-base\">sentence-croissant-llm-base</a>", "SICKFr": 69.6, "STS22 (fr)": 78.77, "STSBenchmarkMultilingualSTS (fr)": 79.23}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/Wissam42/sentence-croissant-llm-base\">sentence-croissant-llm-base</a>", "SummEvalFr": 29.04}]}}, "silver-retriever-base-v1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/silver-retriever-base-v1\">silver-retriever-base-v1</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/silver-retriever-base-v1\">silver-retriever-base-v1</a>", "8TagsClustering": 31.49}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/silver-retriever-base-v1\">silver-retriever-base-v1</a>", "AllegroReviews": 33.35, "CBD": 68.51, "MassiveIntentClassification (pl)": 66.63, "MassiveScenarioClassification (pl)": 69.97, "PAC": 66.26, "PolEmo2.0-IN": 63.52, "PolEmo2.0-OUT": 44.7}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/silver-retriever-base-v1\">silver-retriever-base-v1</a>", "CDSC-E": 67.35, "PPC": 85.33, "PSC": 98.46, "SICK-E-PL": 58.19}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/silver-retriever-base-v1\">silver-retriever-base-v1</a>"}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/silver-retriever-base-v1\">silver-retriever-base-v1</a>", "ArguAna-PL": 44.12, "DBPedia-PL": 26.32, "FiQA-PL": 24.95, "HotpotQA-PL": 45.13, "MSMARCO-PL": 25.47, "NFCorpus-PL": 28.55, "NQ-PL": 37.9, "Quora-PL": 77.98, "SCIDOCS-PL": 10.9, "SciFact-PL": 54.44, "TRECCOVID-PL": 46.98}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/silver-retriever-base-v1\">silver-retriever-base-v1</a>", "CDSC-R": 89.09, "SICK-R-PL": 67.26, "STS22 (pl)": 38.69}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/ipipan/silver-retriever-base-v1\">silver-retriever-base-v1</a>"}]}}, "text2vec-base-multilingual": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/spaces/mteb/leaderboard\">text2vec-base-multilingual</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/spaces/mteb/leaderboard\">text2vec-base-multilingual</a>", "AlloProfClusteringP2P": 49.11, "AlloProfClusteringS2S": 32.72, "HALClusteringS2S": 16.19, "MLSUMClusteringP2P": 36.19, "MLSUMClusteringS2S": 30.39, "MasakhaNEWSClusteringP2P (fra)": 38.51, "MasakhaNEWSClusteringS2S (fra)": 32.51}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/spaces/mteb/leaderboard\">text2vec-base-multilingual</a>", "AmazonReviewsClassification (fr)": 34.25, "MTOPDomainClassification (fr)": 71.83, "MTOPIntentClassification (fr)": 44.53, "MasakhaNEWSClassification (fra)": 73.84, "MassiveIntentClassification (fr)": 51.93, "MassiveScenarioClassification (fr)": 58.31}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/spaces/mteb/leaderboard\">text2vec-base-multilingual</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 65.57}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/spaces/mteb/leaderboard\">text2vec-base-multilingual</a>", "AlloprofReranking": 51.48, "SyntecReranking": 70.28}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/spaces/mteb/leaderboard\">text2vec-base-multilingual</a>", "AlloprofRetrieval": 18.9, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 14.81, "SyntecRetrieval": 49.69, "XPQARetrieval (fr)": 40.4}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/spaces/mteb/leaderboard\">text2vec-base-multilingual</a>", "SICKFr": 77.25, "STS22 (fr)": 74.1, "STSBenchmarkMultilingualSTS (fr)": 83.48}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/spaces/mteb/leaderboard\">text2vec-base-multilingual</a>", "SummEvalFr": 29.33}]}}, "udever-bloom-1b1": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "AlloProfClusteringP2P": 62.22, "AlloProfClusteringS2S": 27.06, "HALClusteringS2S": 13.86, "MLSUMClusteringP2P": 44.11, "MLSUMClusteringS2S": 30.47, "MasakhaNEWSClusteringP2P (fra)": 40.2, "MasakhaNEWSClusteringS2S (fra)": 27.35}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "AmazonReviewsClassification (fr)": 35.12, "MTOPDomainClassification (fr)": 69.24, "MTOPIntentClassification (fr)": 51.25, "MasakhaNEWSClassification (fra)": 80.83, "MassiveIntentClassification (fr)": 43.21, "MassiveScenarioClassification (fr)": 49.78}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 61.99}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "AlloprofReranking": 39.13, "SyntecReranking": 62.58}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "AlloprofRetrieval": 12.37, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 2.78, "SyntecRetrieval": 40.57, "XPQARetrieval (fr)": 33.82}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "SICKFr": 59.94, "STS22 (fr)": 77.1, "STSBenchmarkMultilingualSTS (fr)": 49.97}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-1b1\">udever-bloom-1b1</a>", "SummEvalFr": 29.48}]}}, "udever-bloom-560m": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "AlloProfClusteringP2P": 53.57, "AlloProfClusteringS2S": 22.13, "HALClusteringS2S": 7.68, "MLSUMClusteringP2P": 36.43, "MLSUMClusteringS2S": 25.26, "MasakhaNEWSClusteringP2P (fra)": 37.57, "MasakhaNEWSClusteringS2S (fra)": 20.58}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "AmazonReviewsClassification (fr)": 26.85, "MTOPDomainClassification (fr)": 34.99, "MTOPIntentClassification (fr)": 15.76, "MasakhaNEWSClassification (fra)": 67.94, "MassiveIntentClassification (fr)": 15.09, "MassiveScenarioClassification (fr)": 21.67}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 59.69}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "AlloprofReranking": 28.75, "SyntecReranking": 50.88}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "AlloprofRetrieval": 1.98, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.48, "SyntecRetrieval": 24.45, "XPQARetrieval (fr)": 12.98}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "SICKFr": 54.54, "STS22 (fr)": 61.35, "STSBenchmarkMultilingualSTS (fr)": 36.78}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/izhx/udever-bloom-560m\">udever-bloom-560m</a>", "SummEvalFr": 23.63}]}}, "universal-sentence-encoder-multilingual-3": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "AlloProfClusteringP2P": 56.9, "AlloProfClusteringS2S": 37.84, "HALClusteringS2S": 18.95, "MLSUMClusteringP2P": 43.9, "MLSUMClusteringS2S": 35.5, "MasakhaNEWSClusteringP2P (fra)": 60.57, "MasakhaNEWSClusteringS2S (fra)": 40.31}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "AmazonReviewsClassification (fr)": 33.51, "MTOPDomainClassification (fr)": 85.5, "MTOPIntentClassification (fr)": 53.98, "MasakhaNEWSClassification (fra)": 82.06, "MassiveIntentClassification (fr)": 61.19, "MassiveScenarioClassification (fr)": 70.22}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 52.39}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "AlloprofReranking": 56.23, "SyntecReranking": 73.85}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "AlloprofRetrieval": 35.27, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 26.12, "SyntecRetrieval": 69.82, "XPQARetrieval (fr)": 59.59}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "SICKFr": 71.37, "STS22 (fr)": 77.91, "STSBenchmarkMultilingualSTS (fr)": 75.48}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3</a>", "SummEvalFr": 28.21}]}}, "universal-sentence-encoder-multilingual-large-3": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "AlloProfClusteringP2P": 54.21, "AlloProfClusteringS2S": 37.95, "HALClusteringS2S": 18.94, "MLSUMClusteringP2P": 41.02, "MLSUMClusteringS2S": 37.97, "MasakhaNEWSClusteringP2P (fra)": 24.09, "MasakhaNEWSClusteringS2S (fra)": 40.24}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "AmazonReviewsClassification (fr)": 35.09, "MTOPDomainClassification (fr)": 88.19, "MTOPIntentClassification (fr)": 63.64, "MasakhaNEWSClassification (fra)": 72.04, "MassiveIntentClassification (fr)": 65.8, "MassiveScenarioClassification (fr)": 73.47}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.62}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "AlloprofReranking": 55.39, "SyntecReranking": 77.13}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "AlloprofRetrieval": 33.78, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 26.21, "SyntecRetrieval": 63.69, "XPQARetrieval (fr)": 65.21}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "SICKFr": 74.39, "STS22 (fr)": 71.11, "STSBenchmarkMultilingualSTS (fr)": 78.16}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/vprelovac/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3</a>", "SummEvalFr": 28.56}]}}, "voyage-2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "AlloProfClusteringP2P": 57.96, "AlloProfClusteringS2S": 41.65, "HALClusteringS2S": 24.84, "MLSUMClusteringP2P": 45.08, "MLSUMClusteringS2S": 38.77, "MasakhaNEWSClusteringP2P (fra)": 48.54, "MasakhaNEWSClusteringS2S (fra)": 36.33}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "AmazonReviewsClassification (fr)": 37.26, "MTOPDomainClassification (fr)": 79.79, "MTOPIntentClassification (fr)": 45.62, "MasakhaNEWSClassification (fra)": 80.19, "MassiveIntentClassification (fr)": 53.7, "MassiveScenarioClassification (fr)": 62.46}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 58.96}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "AlloprofReranking": 63.54, "SyntecReranking": 82.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "AlloprofRetrieval": 45.5, "BSARDRetrieval": 0.15, "MintakaRetrieval (fr)": 15.51, "SyntecRetrieval": 75.83, "XPQARetrieval (fr)": 67.07}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "SICKFr": 68.51, "STS22 (fr)": 70.51, "STSBenchmarkMultilingualSTS (fr)": 76.43}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-2</a>", "SummEvalFr": 30.88}]}}, "voyage-code-2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "AlloProfClusteringP2P": 61.63, "AlloProfClusteringS2S": 50.67, "HALClusteringS2S": 27.44, "MLSUMClusteringP2P": 45.23, "MLSUMClusteringS2S": 41.48, "MasakhaNEWSClusteringP2P (fra)": 56.59, "MasakhaNEWSClusteringS2S (fra)": 35.18}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "AmazonReviewsClassification (fr)": 42.15, "MTOPDomainClassification (fr)": 87.68, "MTOPIntentClassification (fr)": 59.44, "MasakhaNEWSClassification (fra)": 82.13, "MassiveIntentClassification (fr)": 63.08, "MassiveScenarioClassification (fr)": 70.15}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 60.83}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "AlloprofReranking": 70.79, "SyntecReranking": 86.77}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "AlloprofRetrieval": 52.61, "BSARDRetrieval": 0.29, "MintakaRetrieval (fr)": 19.05, "SyntecRetrieval": 82.77, "XPQARetrieval (fr)": 71.95}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "SICKFr": 73.56, "STS22 (fr)": 79.99, "STSBenchmarkMultilingualSTS (fr)": 79.02}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://docs.voyageai.com/embeddings/\">voyage-code-2</a>", "SummEvalFr": 28.34}]}}, "LASER2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://github.com/facebookresearch/LASER\">LASER2</a>", "BUCC (de-en)": 99.21, "BUCC (fr-en)": 98.39, "BUCC (ru-en)": 97.62, "BUCC (zh-en)": 97.7, "Tatoeba (afr-eng)": 92.59, "Tatoeba (amh-eng)": 80.82, "Tatoeba (ang-eng)": 25.22, "Tatoeba (ara-eng)": 90.14, "Tatoeba (arq-eng)": 26.63, "Tatoeba (arz-eng)": 66.16, "Tatoeba (ast-eng)": 76.35, "Tatoeba (awa-eng)": 33.74, "Tatoeba (aze-eng)": 82.41, "Tatoeba (bel-eng)": 79.54, "Tatoeba (ben-eng)": 89.43, "Tatoeba (ber-eng)": 77.63, "Tatoeba (bos-eng)": 95.86, "Tatoeba (bre-eng)": 31.2, "Tatoeba (bul-eng)": 93.57, "Tatoeba (cat-eng)": 95.8, "Tatoeba (cbk-eng)": 77.17, "Tatoeba (ceb-eng)": 9.93, "Tatoeba (ces-eng)": 95.52, "Tatoeba (cha-eng)": 14.86, "Tatoeba (cmn-eng)": 85.62, "Tatoeba (cor-eng)": 4.45, "Tatoeba (csb-eng)": 27.03, "Tatoeba (cym-eng)": 5.85, "Tatoeba (dan-eng)": 95.22, "Tatoeba (deu-eng)": 99.07, "Tatoeba (dsb-eng)": 42.34, "Tatoeba (dtp-eng)": 7.39, "Tatoeba (ell-eng)": 96.2, "Tatoeba (epo-eng)": 96.61, "Tatoeba (est-eng)": 96.43, "Tatoeba (eus-eng)": 93.32, "Tatoeba (fao-eng)": 57.04, "Tatoeba (fin-eng)": 96.98, "Tatoeba (fra-eng)": 94.28, "Tatoeba (fry-eng)": 42.07, "Tatoeba (gla-eng)": 1.52, "Tatoeba (gle-eng)": 4.2, "Tatoeba (glg-eng)": 96.14, "Tatoeba (gsw-eng)": 27.52, "Tatoeba (heb-eng)": 0.0, "Tatoeba (hin-eng)": 95.32, "Tatoeba (hrv-eng)": 96.72, "Tatoeba (hsb-eng)": 45.75, "Tatoeba (hun-eng)": 95.2, "Tatoeba (hye-eng)": 88.72, "Tatoeba (ido-eng)": 80.86, "Tatoeba (ile-eng)": 87.88, "Tatoeba (ina-eng)": 93.93, "Tatoeba (ind-eng)": 92.98, "Tatoeba (isl-eng)": 94.32, "Tatoeba (ita-eng)": 94.32, "Tatoeba (jav-eng)": 9.95, "Tatoeba (jpn-eng)": 93.78, "Tatoeba (kab-eng)": 65.88, "Tatoeba (kat-eng)": 81.16, "Tatoeba (kaz-eng)": 53.3, "Tatoeba (khm-eng)": 74.19, "Tatoeba (kor-eng)": 87.97, "Tatoeba (kur-eng)": 19.09, "Tatoeba (kzj-eng)": 4.46, "Tatoeba (lat-eng)": 64.81, "Tatoeba (lfn-eng)": 63.39, "Tatoeba (lit-eng)": 96.2, "Tatoeba (lvs-eng)": 95.33, "Tatoeba (mal-eng)": 98.16, "Tatoeba (mar-eng)": 92.93, "Tatoeba (max-eng)": 36.96, "Tatoeba (mhr-eng)": 6.86, "Tatoeba (mkd-eng)": 93.63, "Tatoeba (mon-eng)": 3.42, "Tatoeba (nds-eng)": 77.13, "Tatoeba (nld-eng)": 95.35, "Tatoeba (nno-eng)": 72.75, "Tatoeba (nob-eng)": 95.77, "Tatoeba (nov-eng)": 60.02, "Tatoeba (oci-eng)": 58.13, "Tatoeba (orv-eng)": 23.24, "Tatoeba (pam-eng)": 3.24, "Tatoeba (pes-eng)": 93.13, "Tatoeba (pms-eng)": 36.23, "Tatoeba (pol-eng)": 97.32, "Tatoeba (por-eng)": 94.54, "Tatoeba (ron-eng)": 96.52, "Tatoeba (rus-eng)": 92.58, "Tatoeba (slk-eng)": 95.82, "Tatoeba (slv-eng)": 95.4, "Tatoeba (spa-eng)": 97.33, "Tatoeba (sqi-eng)": 97.22, "Tatoeba (srp-eng)": 93.64, "Tatoeba (swe-eng)": 95.31, "Tatoeba (swg-eng)": 33.1, "Tatoeba (swh-eng)": 55.66, "Tatoeba (tam-eng)": 87.32, "Tatoeba (tat-eng)": 34.74, "Tatoeba (tel-eng)": 96.72, "Tatoeba (tgl-eng)": 63.19, "Tatoeba (tha-eng)": 96.38, "Tatoeba (tuk-eng)": 16.35, "Tatoeba (tur-eng)": 98.03, "Tatoeba (tzl-eng)": 36.56, "Tatoeba (uig-eng)": 56.49, "Tatoeba (ukr-eng)": 93.52, "Tatoeba (urd-eng)": 84.23, "Tatoeba (uzb-eng)": 23.2, "Tatoeba (vie-eng)": 96.73, "Tatoeba (war-eng)": 8.25, "Tatoeba (wuu-eng)": 75.09, "Tatoeba (xho-eng)": 4.68, "Tatoeba (yid-eng)": 2.49, "Tatoeba (yue-eng)": 87.75, "Tatoeba (zsm-eng)": 95.41}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://github.com/facebookresearch/LASER\">LASER2</a>", "AlloProfClusteringP2P": 48.45, "AlloProfClusteringS2S": 25.81, "ArxivClusteringP2P": 17.77, "ArxivClusteringS2S": 12.39, "BiorxivClusteringP2P": 12.4, "BiorxivClusteringS2S": 8.83, "HALClusteringS2S": 11.52, "MLSUMClusteringP2P": 34.53, "MLSUMClusteringS2S": 27.35, "MasakhaNEWSClusteringP2P (fra)": 32.04, "MasakhaNEWSClusteringS2S (fra)": 29.77, 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"MTOPDomainClassification (de)": 74.08, "MTOPDomainClassification (en)": 75.36, "MTOPDomainClassification (es)": 73.47, "MTOPDomainClassification (fr)": 72.26, "MTOPDomainClassification (hi)": 72.95, "MTOPDomainClassification (th)": 72.68, "MTOPIntentClassification (de)": 51.62, "MTOPIntentClassification (en)": 49.47, "MTOPIntentClassification (es)": 52.75, "MTOPIntentClassification (fr)": 50.12, "MTOPIntentClassification (hi)": 45.55, "MTOPIntentClassification (th)": 50.07, "MasakhaNEWSClassification (fra)": 65.9, "MassiveIntentClassification (af)": 38.01, "MassiveIntentClassification (am)": 12.7, "MassiveIntentClassification (ar)": 37.16, "MassiveIntentClassification (az)": 19.98, "MassiveIntentClassification (bn)": 42.51, "MassiveIntentClassification (cy)": 17.33, "MassiveIntentClassification (da)": 45.61, "MassiveIntentClassification (de)": 44.79, "MassiveIntentClassification (el)": 46.71, "MassiveIntentClassification (en)": 47.91, "MassiveIntentClassification (es)": 45.44, "MassiveIntentClassification (fa)": 45.01, "MassiveIntentClassification (fi)": 45.94, "MassiveIntentClassification (fr)": 46.13, "MassiveIntentClassification (he)": 42.55, "MassiveIntentClassification (hi)": 40.2, "MassiveIntentClassification (hu)": 42.77, "MassiveIntentClassification (hy)": 28.07, "MassiveIntentClassification (id)": 45.81, "MassiveIntentClassification (is)": 39.86, "MassiveIntentClassification (it)": 48.25, "MassiveIntentClassification (ja)": 45.3, "MassiveIntentClassification (jv)": 24.3, "MassiveIntentClassification (ka)": 22.7, "MassiveIntentClassification (km)": 22.48, "MassiveIntentClassification (kn)": 4.32, "MassiveIntentClassification (ko)": 44.26, "MassiveIntentClassification (lv)": 39.75, "MassiveIntentClassification (ml)": 41.33, "MassiveIntentClassification (mn)": 16.2, "MassiveIntentClassification (ms)": 43.23, "MassiveIntentClassification (my)": 25.37, "MassiveIntentClassification (nb)": 37.74, "MassiveIntentClassification (nl)": 45.0, 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22.58, "MassiveScenarioClassification (da)": 54.87, "MassiveScenarioClassification (de)": 54.34, "MassiveScenarioClassification (el)": 55.47, "MassiveScenarioClassification (en)": 55.92, "MassiveScenarioClassification (es)": 52.77, "MassiveScenarioClassification (fa)": 52.5, "MassiveScenarioClassification (fi)": 52.63, "MassiveScenarioClassification (fr)": 54.32, "MassiveScenarioClassification (he)": 52.41, "MassiveScenarioClassification (hi)": 47.37, "MassiveScenarioClassification (hu)": 53.43, "MassiveScenarioClassification (hy)": 33.57, "MassiveScenarioClassification (id)": 54.38, "MassiveScenarioClassification (is)": 49.78, "MassiveScenarioClassification (it)": 54.84, "MassiveScenarioClassification (ja)": 54.12, "MassiveScenarioClassification (jv)": 32.71, "MassiveScenarioClassification (ka)": 26.92, "MassiveScenarioClassification (km)": 27.23, "MassiveScenarioClassification (kn)": 10.06, "MassiveScenarioClassification (ko)": 52.01, "MassiveScenarioClassification (lv)": 44.82, 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"MassiveScenarioClassification (zh-TW)": 42.32, "ToxicConversationsClassification": 54.05, "TweetSentimentExtractionClassification": 48.73}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://github.com/facebookresearch/LASER\">LASER2</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 69.53, "SprintDuplicateQuestions": 65.54, "TwitterSemEval2015": 59.57, "TwitterURLCorpus": 81.47}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://github.com/facebookresearch/LASER\">LASER2</a>", "AlloprofReranking": 35.29, "AskUbuntuDupQuestions": 48.99, "MindSmallReranking": 24.79, "SciDocsRR": 54.99, "StackOverflowDupQuestions": 36.98, "SyntecReranking": 55.93}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://github.com/facebookresearch/LASER\">LASER2</a>", "AlloprofRetrieval": 3.1, "ArguAna": 12.86, 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"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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/LaBSE\">LaBSE</a>", "SummEval": 31.05, "SummEvalFr": 30.16}]}}, "all-MiniLM-L12-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "AlloProfClusteringP2P": 46.03, "AlloProfClusteringS2S": 31.83, "ArxivClusteringP2P": 46.07, "ArxivClusteringS2S": 37.5, "BiorxivClusteringP2P": 36.99, "BiorxivClusteringS2S": 33.21, "HALClusteringS2S": 19.58, "MLSUMClusteringP2P": 34.35, "MLSUMClusteringS2S": 29.3, "MasakhaNEWSClusteringP2P (fra)": 42.72, "MasakhaNEWSClusteringS2S (fra)": 32.47, "MedrxivClusteringP2P": 34.25, "MedrxivClusteringS2S": 32.24, "RedditClustering": 51.18, "RedditClusteringP2P": 54.8, "StackExchangeClustering": 53.05, "StackExchangeClusteringP2P": 33.13, "TwentyNewsgroupsClustering": 47.47}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "AmazonCounterfactualClassification (de)": 57.1, "AmazonCounterfactualClassification (en)": 65.28, 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"MassiveIntentClassification (ka)": 9.17, "MassiveIntentClassification (km)": 4.99, "MassiveIntentClassification (kn)": 3.08, "MassiveIntentClassification (ko)": 19.97, "MassiveIntentClassification (lv)": 38.61, "MassiveIntentClassification (ml)": 2.85, "MassiveIntentClassification (mn)": 23.25, "MassiveIntentClassification (ms)": 36.21, "MassiveIntentClassification (my)": 4.38, "MassiveIntentClassification (nb)": 41.91, "MassiveIntentClassification (nl)": 41.85, "MassiveIntentClassification (pl)": 37.63, "MassiveIntentClassification (pt)": 45.12, "MassiveIntentClassification (ro)": 41.71, "MassiveIntentClassification (ru)": 26.33, "MassiveIntentClassification (sl)": 38.52, "MassiveIntentClassification (sq)": 41.62, "MassiveIntentClassification (sv)": 40.42, "MassiveIntentClassification (sw)": 35.28, "MassiveIntentClassification (ta)": 13.1, "MassiveIntentClassification (te)": 2.56, "MassiveIntentClassification (th)": 10.54, "MassiveIntentClassification (tl)": 38.56, "MassiveIntentClassification (tr)": 35.9, "MassiveIntentClassification (ur)": 16.18, "MassiveIntentClassification (vi)": 37.38, "MassiveIntentClassification (zh-CN)": 23.74, "MassiveIntentClassification (zh-TW)": 22.39, "MassiveScenarioClassification (af)": 45.71, "MassiveScenarioClassification (am)": 7.41, "MassiveScenarioClassification (ar)": 27.62, "MassiveScenarioClassification (az)": 39.58, "MassiveScenarioClassification (bn)": 18.98, "MassiveScenarioClassification (cy)": 41.4, "MassiveScenarioClassification (da)": 49.47, "MassiveScenarioClassification (de)": 52.07, "MassiveScenarioClassification (el)": 35.51, "MassiveScenarioClassification (en)": 74.58, "MassiveScenarioClassification (es)": 50.74, "MassiveScenarioClassification (fa)": 29.0, "MassiveScenarioClassification (fi)": 45.8, "MassiveScenarioClassification (fr)": 53.76, "MassiveScenarioClassification (he)": 25.68, "MassiveScenarioClassification (hi)": 23.02, "MassiveScenarioClassification (hu)": 44.09, "MassiveScenarioClassification (hy)": 14.83, "MassiveScenarioClassification (id)": 44.35, "MassiveScenarioClassification (is)": 43.08, "MassiveScenarioClassification (it)": 51.71, "MassiveScenarioClassification (ja)": 36.75, "MassiveScenarioClassification (jv)": 44.57, "MassiveScenarioClassification (ka)": 14.84, "MassiveScenarioClassification (km)": 9.75, "MassiveScenarioClassification (kn)": 8.32, "MassiveScenarioClassification (ko)": 25.72, "MassiveScenarioClassification (lv)": 42.75, "MassiveScenarioClassification (ml)": 7.25, "MassiveScenarioClassification (mn)": 29.03, "MassiveScenarioClassification (ms)": 44.65, "MassiveScenarioClassification (my)": 10.07, "MassiveScenarioClassification (nb)": 47.36, "MassiveScenarioClassification (nl)": 49.15, "MassiveScenarioClassification (pl)": 44.72, "MassiveScenarioClassification (pt)": 53.0, "MassiveScenarioClassification (ro)": 49.97, "MassiveScenarioClassification (ru)": 28.75, "MassiveScenarioClassification (sl)": 42.26, "MassiveScenarioClassification (sq)": 49.14, "MassiveScenarioClassification (sv)": 46.83, "MassiveScenarioClassification (sw)": 43.18, "MassiveScenarioClassification (ta)": 19.38, "MassiveScenarioClassification (te)": 7.74, "MassiveScenarioClassification (th)": 18.32, "MassiveScenarioClassification (tl)": 48.31, "MassiveScenarioClassification (tr)": 41.79, "MassiveScenarioClassification (ur)": 24.46, "MassiveScenarioClassification (vi)": 40.94, "MassiveScenarioClassification (zh-CN)": 33.18, "MassiveScenarioClassification (zh-TW)": 31.16, "ToxicConversationsClassification": 67.47, "TweetSentimentExtractionClassification": 54.25}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 55.53, "SprintDuplicateQuestions": 92.45, "TwitterSemEval2015": 70.02, "TwitterURLCorpus": 84.77}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "AlloprofReranking": 45.73, "AskUbuntuDupQuestions": 64.06, "MindSmallReranking": 31.02, "SciDocsRR": 87.2, "StackOverflowDupQuestions": 51.47, "SyntecReranking": 68.33}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2\">all-MiniLM-L12-v2</a>", "AlloprofRetrieval": 33.2, "ArguAna": 47.13, "BSARDRetrieval": 0.0, "CQADupstackAndroidRetrieval": 54.12, "CQADupstackEnglishRetrieval": 49.85, "CQADupstackGamingRetrieval": 56.86, "CQADupstackGisRetrieval": 41.41, "CQADupstackMathematicaRetrieval": 31.86, "CQADupstackPhysicsRetrieval": 46.81, "CQADupstackProgrammersRetrieval": 41.33, "CQADupstackRetrieval": 42.53, "CQADupstackStatsRetrieval": 37.82, "CQADupstackTexRetrieval": 31.66, 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"AmazonCounterfactualClassification (en)": 64.15, "AmazonPolarityClassification": 62.58, "AmazonReviewsClassification (en)": 31.79, "AngryTweetsClassification": 42.49, "Banking77Classification": 79.75, "DKHateClassification": 55.05, "DalajClassification": 49.9, "DanishPoliticalCommentsClassification": 26.96, "EmotionClassification": 38.43, "ImdbClassification": 60.66, "LccSentimentClassification": 38.47, "MTOPDomainClassification (en)": 91.56, "MTOPIntentClassification (en)": 62.18, "MasakhaNEWSClassification (fra)": 74.05, "MassiveIntentClassification (en)": 67.4, "MassiveIntentClassification (da)": 40.99, "MassiveIntentClassification (nb)": 39.34, "MassiveIntentClassification (sv)": 38.1, "MassiveScenarioClassification (en)": 75.76, "MassiveScenarioClassification (da)": 47.01, "MassiveScenarioClassification (nb)": 44.67, "MassiveScenarioClassification (sv)": 42.93, "NoRecClassification": 40.02, "NordicLangClassification": 54.71, "NorwegianParliament": 54.8, "ScalaDaClassification": 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href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "AlloprofRetrieval": 28.41, "ArguAna": 50.17, "BSARDRetrieval": 0.0, "CQADupstackAndroidRetrieval": 53.83, "CQADupstackEnglishRetrieval": 47.78, "CQADupstackGamingRetrieval": 56.92, "CQADupstackGisRetrieval": 41.31, "CQADupstackMathematicaRetrieval": 29.29, "CQADupstackPhysicsRetrieval": 46.98, "CQADupstackProgrammersRetrieval": 38.97, "CQADupstackRetrieval": 41.32, "CQADupstackStatsRetrieval": 35.38, "CQADupstackTexRetrieval": 30.52, "CQADupstackUnixRetrieval": 41.31, "CQADupstackWebmastersRetrieval": 40.47, "CQADupstackWordpressRetrieval": 33.15, "ClimateFEVER": 20.27, "DBPedia": 32.33, "FEVER": 51.93, "FiQA2018": 36.87, "HotpotQA": 46.51, "MSMARCO": 36.54, "MintakaRetrieval (fr)": 9.19, "NFCorpus": 31.59, "NQ": 43.87, "QuoraRetrieval": 87.56, "SCIDOCS": 21.64, "SciFact": 64.51, "SyntecRetrieval": 60.15, "TRECCOVID": 47.25, "Touche2020": 16.9, "XPQARetrieval (fr)": 51.79}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\">all-MiniLM-L6-v2</a>", "BIOSSES": 81.64, "SICK-R": 77.58, "SICKFr": 62.48, "STS12": 72.37, "STS13": 80.6, "STS14": 75.59, "STS15": 85.39, "STS16": 78.99, "STS17 (ar-ar)": 50.89, "STS17 (en-ar)": -4.28, "STS17 (en-de)": 35.82, "STS17 (en-en)": 87.59, "STS17 (en-tr)": 4.5, "STS17 (es-en)": 16.31, "STS17 (es-es)": 76.12, "STS17 (fr-en)": 37.09, "STS17 (it-en)": 24.45, "STS17 (ko-ko)": 43.39, "STS17 (nl-en)": 29.0, "STS22 (ar)": 22.64, "STS22 (de)": 31.04, "STS22 (de-en)": 44.04, "STS22 (de-fr)": 30.07, "STS22 (de-pl)": 4.93, "STS22 (en)": 67.21, "STS22 (es)": 54.78, "STS22 (es-en)": 53.42, "STS22 (es-it)": 44.27, "STS22 (fr)": 77.0, "STS22 (fr-pl)": 50.71, "STS22 (it)": 60.4, "STS22 (pl)": 26.77, "STS22 (pl-en)": 32.8, "STS22 (ru)": 14.72, "STS22 (tr)": 33.69, "STS22 (zh)": 44.93, "STS22 (zh-en)": 41.64, "STSBenchmark": 82.03, 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"MasakhaNEWSClusteringS2S (fra)": 51.16, "ThuNewsClusteringP2P": 40.98, "ThuNewsClusteringS2S": 52.36}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "AllegroReviews": 40.85, "AmazonReviewsClassification (fr)": 40.94, "AngryTweetsClassification": 54.65, "CBD": 62.66, "DKHateClassification": 63.53, "DalajClassification": 49.86, "DanishPoliticalCommentsClassification": 36.69, "IFlyTek": 44.93, "JDReview": 76.21, "LccSentimentClassification": 59.67, "MTOPDomainClassification (fr)": 84.79, "MTOPIntentClassification (fr)": 55.51, "MasakhaNEWSClassification (fra)": 79.69, "MassiveIntentClassification (da)": 60.16, "MassiveIntentClassification (nb)": 59.83, "MassiveIntentClassification (sv)": 61.78, "MassiveIntentClassification (pl)": 61.04, "MassiveScenarioClassification (da)": 67.46, "MassiveScenarioClassification (nb)": 66.18, "MassiveScenarioClassification (sv)": 69.15, "MassiveScenarioClassification (pl)": 66.11, "MultilingualSentiment": 65.28, "NoRecClassification": 57.58, "NordicLangClassification": 75.94, "NorwegianParliament": 59.94, "OnlineShopping": 88.4, "PAC": 70.87, "PolEmo2.0-IN": 67.66, "PolEmo2.0-OUT": 43.91, "ScalaDaClassification": 50.79, "ScalaNbClassification": 50.32, "ScalaSvClassification": 50.42, "SweRecClassification": 78.73, "TNews": 47.06, "Waimai": 84.42}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "CDSC-E": 72.67, "Cmnli": 74.51, "Ocnli": 59.63, "OpusparcusPC (fr)": 100.0, "PPC": 88.01, "PSC": 99.14, "PawsX (fr)": 56.93, "SICK-E-PL": 68.77}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "AlloprofReranking": 58.1, "CMedQAv1": 65.21, "CMedQAv2": 66.06, "MMarcoReranking": 21.76, "SyntecReranking": 85.43, "T2Reranking": 64.39}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "AlloprofRetrieval": 36.21, "ArguAna-PL": 42.81, "BSARDRetrieval": 0.0, "CmedqaRetrieval": 27.2, "CovidRetrieval": 73.45, "DBPedia-PL": 30.23, "DuRetrieval": 81.64, "EcomRetrieval": 54.17, "FiQA-PL": 25.52, "HotpotQA-PL": 63.52, "MMarcoRetrieval": 76.04, "MSMARCO-PL": 29.52, "MedicalRetrieval": 48.35, "MintakaRetrieval (fr)": 23.46, "NFCorpus-PL": 25.98, "NQ-PL": 44.8, "Quora-PL": 81.22, "SCIDOCS-PL": 12.35, "SciFact-PL": 62.11, "SyntecRetrieval": 80.49, "T2Retrieval": 70.86, "TRECCOVID-PL": 66.06, "VideoRetrieval": 61.3, "XPQARetrieval (fr)": 65.81}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "AFQMC": 29.67, "ATEC": 37.01, "BQ": 45.45, "CDSC-R": 90.08, "LCQMC": 74.15, "PAWSX": 12.14, "QBQTC": 28.81, "SICK-R-PL": 71.23, "SICKFr": 76.23, "STS22 (zh)": 65.64, "STS22 (pl)": 34.07, "STSB": 79.05, "STSBenchmarkMultilingualSTS (fr)": 80.62}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-base\">multilingual-e5-base</a>", "SummEvalFr": 30.76}]}}, "multilingual-e5-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "BornholmBitextMining": 44.16}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "8TagsClustering": 33.88, "AlloProfClusteringP2P": 62.99, "AlloProfClusteringS2S": 32.26, "CLSClusteringP2P": 40.68, "CLSClusteringS2S": 38.59, "HALClusteringS2S": 22.44, "MLSUMClusteringP2P": 44.04, "MLSUMClusteringS2S": 37.65, "MasakhaNEWSClusteringP2P (fra)": 40.94, "MasakhaNEWSClusteringS2S (fra)": 30.56, "ThuNewsClusteringP2P": 58.05, "ThuNewsClusteringS2S": 55.59}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "AllegroReviews": 41.14, "AmazonReviewsClassification (fr)": 41.91, "AngryTweetsClassification": 54.95, "CBD": 69.9, "DKHateClassification": 66.02, "DalajClassification": 50.01, "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 (da)": 67.46, "MassiveScenarioClassification (nb)": 66.18, "MassiveScenarioClassification (sv)": 69.15, "MassiveScenarioClassification (pl)": 69.82, "MultilingualSentiment": 68.58, "NoRecClassification": 62.76, "NordicLangClassification": 82.29, "NorwegianParliament": 60.36, "OnlineShopping": 90.81, "PAC": 70.37, "PolEmo2.0-IN": 77.06, "PolEmo2.0-OUT": 53.38, "ScalaDaClassification": 50.77, "ScalaNbClassification": 50.44, "ScalaSvClassification": 50.6, "SweRecClassification": 80.71, "TNews": 48.38, "Waimai": 85.02}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "CDSC-E": 74.47, "Cmnli": 78.18, "Ocnli": 61.6, "OpusparcusPC (fr)": 100.0, "PPC": 92.18, "PSC": 99.39, "PawsX (fr)": 58.5, "SICK-E-PL": 75.96}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "AlloprofReranking": 57.37, "CMedQAv1": 68.25, "CMedQAv2": 68.56, "MMarcoReranking": 21.34, "SyntecReranking": 86.9, "T2Reranking": 65.83}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "AlloprofRetrieval": 38.15, "ArguAna-PL": 53.02, "BSARDRetrieval": 0.27, "CmedqaRetrieval": 28.67, "CovidRetrieval": 75.51, "DBPedia-PL": 35.82, "DuRetrieval": 85.32, "EcomRetrieval": 54.75, "FiQA-PL": 33.0, "HotpotQA-PL": 67.41, "MMarcoRetrieval": 79.2, "MSMARCO-PL": 33.38, "MedicalRetrieval": 51.44, "MintakaRetrieval (fr)": 25.2, "NFCorpus-PL": 30.24, "NQ-PL": 52.79, "Quora-PL": 83.65, "SCIDOCS-PL": 13.81, "SciFact-PL": 65.66, "SyntecRetrieval": 81.07, "T2Retrieval": 76.11, "TRECCOVID-PL": 70.03, "VideoRetrieval": 58.25, "XPQARetrieval (fr)": 66.15}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-large\">multilingual-e5-large</a>", "SummEvalFr": 30.92}]}}, "multilingual-e5-small": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "BornholmBitextMining": 43.89}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "AllegroReviews": 37.42, "AmazonReviewsClassification (fr)": 39.68, "AngryTweetsClassification": 53.57, "CBD": 63.25, "DKHateClassification": 60.73, "DalajClassification": 50.17, "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, "ScalaSvClassification": 50.26, "SweRecClassification": 75.6, "TNews": 48.38, "Waimai": 83.9}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "CDSC-E": 69.7, "Cmnli": 72.12, "Ocnli": 60.77, "OpusparcusPC (fr)": 100.0, "PPC": 86.72, "PSC": 99.24, "PawsX (fr)": 55.68, "SICK-E-PL": 66.34}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "AlloprofReranking": 56.17, "CMedQAv1": 63.44, "CMedQAv2": 62.41, "MMarcoReranking": 24.33, "SyntecReranking": 86.7, "T2Reranking": 65.24}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/intfloat/multilingual-e5-small\">multilingual-e5-small</a>", "SummEvalFr": 31.85}]}}, "paraphrase-multilingual-MiniLM-L12-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "BUCC (de-en)": 97.11, "BUCC (fr-en)": 94.99, "BUCC (ru-en)": 95.06, "BUCC (zh-en)": 95.63, "Tatoeba (afr-eng)": 58.22, "Tatoeba (amh-eng)": 36.21, "Tatoeba (ang-eng)": 10.24, "Tatoeba (ara-eng)": 87.93, "Tatoeba (arq-eng)": 18.6, "Tatoeba (arz-eng)": 51.26, "Tatoeba (ast-eng)": 62.17, "Tatoeba (awa-eng)": 33.43, "Tatoeba (aze-eng)": 62.1, "Tatoeba (bel-eng)": 67.73, "Tatoeba (ben-eng)": 36.48, "Tatoeba (ber-eng)": 4.43, "Tatoeba (bos-eng)": 93.27, "Tatoeba (bre-eng)": 5.56, "Tatoeba (bul-eng)": 92.65, "Tatoeba (cat-eng)": 94.42, "Tatoeba (cbk-eng)": 55.37, "Tatoeba (ceb-eng)": 8.05, "Tatoeba (ces-eng)": 95.12, "Tatoeba (cha-eng)": 15.98, "Tatoeba (cmn-eng)": 94.93, "Tatoeba (cor-eng)": 3.42, "Tatoeba (csb-eng)": 21.56, "Tatoeba (cym-eng)": 13.25, "Tatoeba (dan-eng)": 94.8, "Tatoeba (deu-eng)": 97.02, "Tatoeba (dsb-eng)": 33.43, "Tatoeba (dtp-eng)": 5.69, "Tatoeba (ell-eng)": 95.43, "Tatoeba (epo-eng)": 41.73, "Tatoeba (est-eng)": 97.33, "Tatoeba (eus-eng)": 23.18, "Tatoeba (fao-eng)": 27.51, "Tatoeba (fin-eng)": 93.1, "Tatoeba (fra-eng)": 91.72, "Tatoeba (fry-eng)": 31.13, "Tatoeba (gla-eng)": 3.61, "Tatoeba (gle-eng)": 11.62, "Tatoeba (glg-eng)": 94.0, "Tatoeba (gsw-eng)": 25.74, "Tatoeba (heb-eng)": 86.88, "Tatoeba (hin-eng)": 97.62, "Tatoeba (hrv-eng)": 95.98, "Tatoeba (hsb-eng)": 36.1, "Tatoeba (hun-eng)": 91.58, "Tatoeba (hye-eng)": 93.28, "Tatoeba (ido-eng)": 40.25, "Tatoeba (ile-eng)": 57.71, "Tatoeba (ina-eng)": 79.13, "Tatoeba (ind-eng)": 92.74, "Tatoeba (isl-eng)": 24.07, "Tatoeba (ita-eng)": 93.05, "Tatoeba (jav-eng)": 17.04, "Tatoeba (jpn-eng)": 90.41, "Tatoeba (kab-eng)": 1.16, "Tatoeba (kat-eng)": 95.44, "Tatoeba (kaz-eng)": 34.89, "Tatoeba (khm-eng)": 32.11, "Tatoeba (kor-eng)": 92.52, "Tatoeba (kur-eng)": 46.94, "Tatoeba (kzj-eng)": 6.24, "Tatoeba (lat-eng)": 19.47, "Tatoeba (lfn-eng)": 47.02, "Tatoeba (lit-eng)": 93.16, "Tatoeba (lvs-eng)": 97.87, "Tatoeba (mal-eng)": 32.2, "Tatoeba (mar-eng)": 92.38, "Tatoeba (max-eng)": 45.25, "Tatoeba (mhr-eng)": 6.89, "Tatoeba (mkd-eng)": 91.0, "Tatoeba (mon-eng)": 95.04, "Tatoeba (nds-eng)": 32.16, "Tatoeba (nld-eng)": 94.58, "Tatoeba (nno-eng)": 76.34, "Tatoeba (nob-eng)": 97.73, "Tatoeba (nov-eng)": 47.99, "Tatoeba (oci-eng)": 38.57, "Tatoeba (orv-eng)": 15.1, "Tatoeba (pam-eng)": 5.41, "Tatoeba (pes-eng)": 92.59, "Tatoeba (pms-eng)": 30.7, "Tatoeba (pol-eng)": 94.28, "Tatoeba (por-eng)": 92.13, "Tatoeba (ron-eng)": 95.3, "Tatoeba (rus-eng)": 91.87, "Tatoeba (slk-eng)": 95.15, "Tatoeba (slv-eng)": 96.92, "Tatoeba (spa-eng)": 95.42, "Tatoeba (sqi-eng)": 98.17, "Tatoeba (srp-eng)": 92.24, "Tatoeba (swe-eng)": 94.42, "Tatoeba (swg-eng)": 26.31, "Tatoeba (swh-eng)": 14.48, "Tatoeba (tam-eng)": 24.64, "Tatoeba (tat-eng)": 10.25, "Tatoeba (tel-eng)": 36.4, "Tatoeba (tgl-eng)": 13.09, "Tatoeba (tha-eng)": 96.72, "Tatoeba (tuk-eng)": 15.16, "Tatoeba (tur-eng)": 95.08, "Tatoeba (tzl-eng)": 25.46, "Tatoeba (uig-eng)": 24.39, "Tatoeba (ukr-eng)": 92.82, "Tatoeba (urd-eng)": 94.57, "Tatoeba (uzb-eng)": 17.14, "Tatoeba (vie-eng)": 95.12, "Tatoeba (war-eng)": 7.25, "Tatoeba (wuu-eng)": 76.0, "Tatoeba (xho-eng)": 4.52, "Tatoeba (yid-eng)": 14.38, "Tatoeba (yue-eng)": 71.45, "Tatoeba (zsm-eng)": 95.31}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "8TagsClustering": 23.24, "AlloProfClusteringP2P": 56.06, "AlloProfClusteringS2S": 42.16, "ArxivClusteringP2P": 38.33, "ArxivClusteringS2S": 31.55, "BiorxivClusteringP2P": 33.49, "BiorxivClusteringS2S": 29.44, "BlurbsClusteringP2P": 32.46, "BlurbsClusteringS2S": 14.33, "HALClusteringS2S": 23.21, "MLSUMClusteringP2P": 39.97, "MLSUMClusteringS2S": 36.55, "MasakhaNEWSClusteringP2P (fra)": 36.58, "MasakhaNEWSClusteringS2S (fra)": 33.9, "MedrxivClusteringP2P": 31.52, "MedrxivClusteringS2S": 30.87, "RedditClustering": 42.02, "RedditClusteringP2P": 50.73, "StackExchangeClustering": 49.6, "StackExchangeClusteringP2P": 31.69, "TenKGnadClusteringP2P": 36.13, "TenKGnadClusteringS2S": 22.26, "TwentyNewsgroupsClustering": 39.28}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "AllegroReviews": 30.88, "AmazonCounterfactualClassification (de)": 68.35, "AmazonCounterfactualClassification (en)": 71.57, "AmazonCounterfactualClassification (en-ext)": 69.99, "AmazonCounterfactualClassification (ja)": 63.45, "AmazonPolarityClassification": 69.21, "AmazonReviewsClassification (de)": 35.91, "AmazonReviewsClassification (en)": 35.11, "AmazonReviewsClassification (es)": 37.49, "AmazonReviewsClassification (fr)": 35.3, "AmazonReviewsClassification (ja)": 33.24, "AmazonReviewsClassification (zh)": 35.26, "Banking77Classification": 79.77, "CBD": 57.68, "EmotionClassification": 42.37, "ImdbClassification": 60.46, "MTOPDomainClassification (de)": 79.2, "MTOPDomainClassification (en)": 87.06, "MTOPDomainClassification (es)": 83.04, "MTOPDomainClassification (fr)": 78.63, "MTOPDomainClassification (hi)": 81.36, "MTOPDomainClassification (th)": 79.99, "MTOPIntentClassification (de)": 54.23, "MTOPIntentClassification (en)": 65.52, "MTOPIntentClassification (es)": 60.28, "MTOPIntentClassification (fr)": 54.05, "MTOPIntentClassification (hi)": 59.9, "MTOPIntentClassification (th)": 61.96, "MasakhaNEWSClassification (fra)": 76.09, "MassiveIntentClassification (pl)": 59.43, "MassiveScenarioClassification (pl)": 65.04, "PAC": 65.76, "PolEmo2.0-IN": 57.76, "PolEmo2.0-OUT": 28.7, "ToxicConversationsClassification": 66.07, "TweetSentimentExtractionClassification": 56.12}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "CDSC-E": 72.22, "OpusparcusPC (fr)": 100.0, "PPC": 91.8, "PSC": 97.14, "PawsX (fr)": 56.94, "SICK-E-PL": 71.94, "SprintDuplicateQuestions": 89.46, "TwitterSemEval2015": 62.06, "TwitterURLCorpus": 83.83}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "AlloprofReranking": 49.01, "AskUbuntuDupQuestions": 60.49, "MindSmallReranking": 30.37, "SciDocsRR": 77.78, "StackOverflowDupQuestions": 45.85, "SyntecReranking": 75.03}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "AlloprofRetrieval": 26.63, "ArguAna": 44.88, "ArguAna-PL": 37.83, "BSARDRetrieval": 0.0, "CQADupstackAndroidRetrieval": 40.65, "CQADupstackEnglishRetrieval": 35.66, "CQADupstackGamingRetrieval": 44.33, "CQADupstackGisRetrieval": 28.04, "CQADupstackMathematicaRetrieval": 21.44, "CQADupstackPhysicsRetrieval": 34.74, "CQADupstackProgrammersRetrieval": 32.58, "CQADupstackRetrieval": 30.7, "CQADupstackStatsRetrieval": 24.64, "CQADupstackTexRetrieval": 20.5, "CQADupstackUnixRetrieval": 32.17, "CQADupstackWebmastersRetrieval": 30.7, "CQADupstackWordpressRetrieval": 23.02, "ClimateFEVER": 18.49, "DBPedia": 22.63, "DBPedia-PL": 18.0, "FEVER": 52.66, "FiQA-PL": 12.49, "FiQA2018": 20.33, "HotpotQA": 30.01, "HotpotQA-PL": 22.76, "MSMARCO": 23.72, "MSMARCO-PL": 10.39, "MintakaRetrieval (fr)": 21.53, "NFCorpus": 23.45, "NFCorpus-PL": 17.16, "NQ": 29.8, "NQ-PL": 12.56, "Quora-PL": 77.18, "QuoraRetrieval": 86.55, "SCIDOCS": 0.03, "SCIDOCS-PL": 10.26, "SciFact": 48.37, "SciFact-PL": 40.24, "SyntecRetrieval": 65.54, "TRECCOVID": 39.12, "TRECCOVID-PL": 34.38, "Touche2020": 16.06, "XPQARetrieval (fr)": 42.51}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "BIOSSES": 74.18, "CDSC-R": 88.98, "SICK-R": 79.61, "SICK-R-PL": 68.77, "SICKFr": 75.1, "STS12": 76.02, "STS13": 80.7, "STS14": 78.85, "STS15": 85.84, "STS16": 81.05, "STS17 (ar-ar)": 79.16, "STS17 (en-ar)": 81.22, "STS17 (en-de)": 84.22, "STS17 (en-en)": 86.87, "STS17 (en-tr)": 76.74, "STS17 (es-en)": 84.44, "STS17 (es-es)": 85.56, "STS17 (fr-en)": 76.59, "STS17 (it-en)": 82.35, "STS17 (ko-ko)": 77.03, "STS17 (nl-en)": 81.71, "STS22 (pl)": 33.73, "STSBenchmark": 84.42, "STSBenchmarkMultilingualSTS (fr)": 79.9}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2</a>", "SummEval": 30.67, "SummEvalFr": 29.2}]}}, "paraphrase-multilingual-mpnet-base-v2": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "BUCC (de-en)": 98.59, "BUCC (fr-en)": 96.89, "BUCC (ru-en)": 96.44, "BUCC (zh-en)": 97.56, "Tatoeba (afr-eng)": 72.96, "Tatoeba (amh-eng)": 53.49, "Tatoeba (ang-eng)": 16.72, "Tatoeba (ara-eng)": 90.19, "Tatoeba (arq-eng)": 19.84, "Tatoeba (arz-eng)": 55.69, "Tatoeba (ast-eng)": 70.08, "Tatoeba (awa-eng)": 42.83, "Tatoeba (aze-eng)": 76.36, "Tatoeba (bel-eng)": 79.94, "Tatoeba (ben-eng)": 64.9, "Tatoeba (ber-eng)": 4.88, "Tatoeba (bos-eng)": 94.02, "Tatoeba (bre-eng)": 6.42, "Tatoeba (bul-eng)": 93.52, "Tatoeba (cat-eng)": 96.05, "Tatoeba (cbk-eng)": 58.68, "Tatoeba (ceb-eng)": 7.39, "Tatoeba (ces-eng)": 95.73, "Tatoeba (cha-eng)": 12.59, "Tatoeba (cmn-eng)": 95.83, "Tatoeba (cor-eng)": 3.53, "Tatoeba (csb-eng)": 23.73, "Tatoeba (cym-eng)": 22.31, "Tatoeba (dan-eng)": 96.17, "Tatoeba (deu-eng)": 97.73, "Tatoeba (dsb-eng)": 36.85, "Tatoeba (dtp-eng)": 5.03, "Tatoeba (ell-eng)": 94.93, "Tatoeba (epo-eng)": 55.12, "Tatoeba (est-eng)": 98.4, "Tatoeba (eus-eng)": 31.33, "Tatoeba (fao-eng)": 38.24, "Tatoeba (fin-eng)": 95.92, "Tatoeba (fra-eng)": 93.12, "Tatoeba (fry-eng)": 43.54, "Tatoeba (gla-eng)": 4.72, "Tatoeba (gle-eng)": 16.85, "Tatoeba (glg-eng)": 95.32, "Tatoeba (gsw-eng)": 25.12, "Tatoeba (heb-eng)": 88.26, "Tatoeba (hin-eng)": 97.75, "Tatoeba (hrv-eng)": 97.0, "Tatoeba (hsb-eng)": 44.32, "Tatoeba (hun-eng)": 94.18, "Tatoeba (hye-eng)": 94.38, "Tatoeba (ido-eng)": 43.91, "Tatoeba (ile-eng)": 60.36, "Tatoeba (ina-eng)": 84.32, "Tatoeba (ind-eng)": 93.5, "Tatoeba (isl-eng)": 59.25, "Tatoeba (ita-eng)": 93.76, "Tatoeba (jav-eng)": 23.39, "Tatoeba (jpn-eng)": 92.51, "Tatoeba (kab-eng)": 1.41, "Tatoeba (kat-eng)": 95.46, "Tatoeba (kaz-eng)": 61.49, "Tatoeba (khm-eng)": 58.8, "Tatoeba (kor-eng)": 93.07, "Tatoeba (kur-eng)": 61.44, "Tatoeba (kzj-eng)": 5.88, "Tatoeba (lat-eng)": 24.25, "Tatoeba (lfn-eng)": 49.56, "Tatoeba (lit-eng)": 95.37, "Tatoeba (lvs-eng)": 97.53, "Tatoeba (mal-eng)": 88.46, "Tatoeba (mar-eng)": 93.83, "Tatoeba (max-eng)": 48.77, "Tatoeba (mhr-eng)": 7.57, "Tatoeba (mkd-eng)": 93.02, "Tatoeba (mon-eng)": 96.14, "Tatoeba (nds-eng)": 38.88, "Tatoeba (nld-eng)": 95.5, "Tatoeba (nno-eng)": 81.41, "Tatoeba (nob-eng)": 98.53, "Tatoeba (nov-eng)": 50.23, "Tatoeba (oci-eng)": 43.49, "Tatoeba (orv-eng)": 23.77, "Tatoeba (pam-eng)": 5.39, "Tatoeba (pes-eng)": 93.47, "Tatoeba (pms-eng)": 34.19, "Tatoeba (pol-eng)": 96.95, "Tatoeba (por-eng)": 93.02, "Tatoeba (ron-eng)": 96.43, "Tatoeba (rus-eng)": 92.92, "Tatoeba (slk-eng)": 96.62, "Tatoeba (slv-eng)": 97.08, "Tatoeba (spa-eng)": 97.0, "Tatoeba (sqi-eng)": 98.57, "Tatoeba (srp-eng)": 94.12, "Tatoeba (swe-eng)": 95.45, "Tatoeba (swg-eng)": 22.8, "Tatoeba (swh-eng)": 16.02, "Tatoeba (tam-eng)": 73.6, "Tatoeba (tat-eng)": 10.89, "Tatoeba (tel-eng)": 79.73, "Tatoeba (tgl-eng)": 17.67, "Tatoeba (tha-eng)": 95.99, "Tatoeba (tuk-eng)": 14.91, "Tatoeba (tur-eng)": 96.17, "Tatoeba (tzl-eng)": 34.21, "Tatoeba (uig-eng)": 48.35, "Tatoeba (ukr-eng)": 92.67, "Tatoeba (urd-eng)": 95.12, "Tatoeba (uzb-eng)": 23.19, "Tatoeba (vie-eng)": 97.23, "Tatoeba (war-eng)": 7.42, "Tatoeba (wuu-eng)": 78.25, "Tatoeba (xho-eng)": 6.53, "Tatoeba (yid-eng)": 30.73, "Tatoeba (yue-eng)": 77.58, "Tatoeba (zsm-eng)": 95.8}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "8TagsClustering": 25.62, "AlloProfClusteringP2P": 54.49, "AlloProfClusteringS2S": 44.79, "ArxivClusteringP2P": 37.78, "ArxivClusteringS2S": 31.68, "BiorxivClusteringP2P": 33.09, "BiorxivClusteringS2S": 29.6, "BlurbsClusteringP2P": 34.38, "BlurbsClusteringS2S": 15.81, "HALClusteringS2S": 23.97, "MLSUMClusteringP2P": 40.55, "MLSUMClusteringS2S": 37.53, "MasakhaNEWSClusteringP2P (fra)": 41.57, "MasakhaNEWSClusteringS2S (fra)": 30.88, "MedrxivClusteringP2P": 31.96, "MedrxivClusteringS2S": 31.7, "RedditClustering": 45.24, "RedditClusteringP2P": 51.31, "StackExchangeClustering": 52.98, "StackExchangeClusteringP2P": 32.94, "TenKGnadClusteringP2P": 35.96, "TenKGnadClusteringS2S": 22.0, "TwentyNewsgroupsClustering": 44.1}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "AllegroReviews": 33.86, "AmazonCounterfactualClassification (de)": 69.95, "AmazonCounterfactualClassification (en)": 75.81, "AmazonCounterfactualClassification (en-ext)": 76.23, "AmazonCounterfactualClassification (ja)": 69.79, "AmazonPolarityClassification": 76.41, "AmazonReviewsClassification (de)": 39.52, "AmazonReviewsClassification (en)": 38.51, "AmazonReviewsClassification (es)": 39.99, "AmazonReviewsClassification (fr)": 39.0, "AmazonReviewsClassification (ja)": 36.64, "AmazonReviewsClassification (zh)": 37.74, "Banking77Classification": 81.07, "CBD": 65.0, "EmotionClassification": 45.83, "ImdbClassification": 64.57, "MTOPDomainClassification (de)": 85.73, "MTOPDomainClassification (en)": 89.24, "MTOPDomainClassification (es)": 86.96, "MTOPDomainClassification (fr)": 81.21, "MTOPDomainClassification (hi)": 84.76, "MTOPDomainClassification (th)": 82.51, "MTOPIntentClassification (de)": 61.27, "MTOPIntentClassification (en)": 68.69, "MTOPIntentClassification (es)": 66.59, "MTOPIntentClassification (fr)": 59.76, "MTOPIntentClassification (hi)": 62.37, "MTOPIntentClassification (th)": 64.8, "MasakhaNEWSClassification (fra)": 78.1, "MassiveIntentClassification (pl)": 64.29, "MassiveScenarioClassification (pl)": 68.98, "PAC": 63.76, "PolEmo2.0-IN": 62.78, "PolEmo2.0-OUT": 19.98, "ToxicConversationsClassification": 71.02, "TweetSentimentExtractionClassification": 59.03}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "CDSC-E": 75.76, "OpusparcusPC (fr)": 100.0, "PPC": 93.67, "PSC": 98.26, "PawsX (fr)": 58.14, "SICK-E-PL": 77.22, "SprintDuplicateQuestions": 90.55, "TwitterSemEval2015": 66.75, "TwitterURLCorpus": 85.14}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "AlloprofReranking": 54.34, "AskUbuntuDupQuestions": 60.16, "MindSmallReranking": 30.15, "SciDocsRR": 78.09, "StackOverflowDupQuestions": 46.79, "SyntecReranking": 83.23}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "AlloprofRetrieval": 30.8, "ArguAna": 48.91, "ArguAna-PL": 42.62, "BSARDRetrieval": 0.0, "CQADupstackAndroidRetrieval": 42.78, "CQADupstackEnglishRetrieval": 35.83, "CQADupstackGamingRetrieval": 44.84, "CQADupstackGisRetrieval": 27.33, "CQADupstackMathematicaRetrieval": 22.91, "CQADupstackPhysicsRetrieval": 34.89, "CQADupstackProgrammersRetrieval": 34.46, "CQADupstackRetrieval": 31.32, "CQADupstackStatsRetrieval": 24.95, "CQADupstackTexRetrieval": 20.61, "CQADupstackUnixRetrieval": 31.5, "CQADupstackWebmastersRetrieval": 30.66, "CQADupstackWordpressRetrieval": 25.01, "ClimateFEVER": 15.27, "DBPedia": 26.22, "DBPedia-PL": 20.18, "FEVER": 56.76, "FiQA-PL": 14.68, "FiQA2018": 22.96, "HotpotQA": 37.03, "HotpotQA-PL": 29.36, "MSMARCO": 26.6, "MSMARCO-PL": 12.45, "MintakaRetrieval (fr)": 24.45, "NFCorpus": 25.49, "NFCorpus-PL": 18.53, "NQ": 33.6, "NQ-PL": 15.64, "Quora-PL": 79.18, "QuoraRetrieval": 86.4, "SCIDOCS": 13.97, "SCIDOCS-PL": 11.18, "SciFact": 50.3, "SciFact-PL": 41.53, "SyntecRetrieval": 76.0, "TRECCOVID": 37.87, "TRECCOVID-PL": 35.38, "Touche2020": 17.4, "XPQARetrieval (fr)": 46.22}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "BIOSSES": 76.27, "CDSC-R": 88.8, "SICK-R": 79.62, "SICK-R-PL": 73.13, "SICKFr": 75.56, "STS12": 77.9, "STS13": 85.11, "STS14": 80.81, "STS15": 87.48, "STS16": 83.2, "STS17 (ar-ar)": 79.1, "STS17 (en-ar)": 80.85, "STS17 (en-de)": 83.28, "STS17 (en-en)": 86.99, "STS17 (en-tr)": 74.9, "STS17 (es-en)": 86.11, "STS17 (es-es)": 85.14, "STS17 (fr-en)": 81.17, "STS17 (it-en)": 84.24, "STS17 (ko-ko)": 83.41, "STS17 (nl-en)": 82.51, "STS22 (pl)": 33.64, "STSBenchmark": 86.82, "STSBenchmarkMultilingualSTS (fr)": 84.69}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2</a>", "SummEval": 31.57, "SummEvalFr": 29.47}]}}, "sentence-t5-base": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-base\">sentence-t5-base</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-base\">sentence-t5-base</a>", "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}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-base\">sentence-t5-base</a>", "AmazonCounterfactualClassification (de)": 69.98, "AmazonCounterfactualClassification (en)": 75.82, "AmazonCounterfactualClassification (en-ext)": 76.81, "AmazonCounterfactualClassification (ja)": 46.05, "AmazonPolarityClassification": 85.12, "AmazonReviewsClassification (de)": 37.9, "AmazonReviewsClassification (en)": 44.94, "AmazonReviewsClassification (es)": 37.33, "AmazonReviewsClassification (fr)": 37.35, "AmazonReviewsClassification (ja)": 22.29, "AmazonReviewsClassification (zh)": 21.53, "Banking77Classification": 76.48, "EmotionClassification": 51.35, "ImdbClassification": 77.34, "MTOPDomainClassification (de)": 76.98, "MTOPDomainClassification (en)": 90.34, "MTOPDomainClassification (es)": 73.61, "MTOPDomainClassification (fr)": 75.03, "MTOPDomainClassification (hi)": 21.4, "MTOPDomainClassification (th)": 16.21, "MTOPIntentClassification (de)": 44.43, "MTOPIntentClassification (en)": 63.32, "MTOPIntentClassification (es)": 42.03, "MTOPIntentClassification (fr)": 43.85, "MTOPIntentClassification (hi)": 3.8, "MTOPIntentClassification (th)": 5.21, "MasakhaNEWSClassification (fra)": 81.21, "MassiveIntentClassification (af)": 34.32, "MassiveIntentClassification (am)": 2.38, "MassiveIntentClassification (ar)": 4.53, "MassiveIntentClassification (az)": 31.76, "MassiveIntentClassification (bn)": 2.58, "MassiveIntentClassification (cy)": 28.94, "MassiveIntentClassification (da)": 38.82, "MassiveIntentClassification (de)": 45.23, "MassiveIntentClassification (el)": 10.05, "MassiveIntentClassification (en)": 69.74, "MassiveIntentClassification (es)": 45.32, "MassiveIntentClassification (fa)": 3.58, "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, 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style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-large\">sentence-t5-large</a>", "AlloprofRetrieval": 34.52, "ArguAna": 39.27, "BSARDRetrieval": 0.0, "CQADupstackAndroidRetrieval": 50.35, "CQADupstackEnglishRetrieval": 42.09, "CQADupstackGamingRetrieval": 58.4, "CQADupstackGisRetrieval": 35.38, "CQADupstackMathematicaRetrieval": 27.69, "CQADupstackPhysicsRetrieval": 41.91, "CQADupstackProgrammersRetrieval": 44.15, "CQADupstackRetrieval": 38.96, "CQADupstackStatsRetrieval": 32.4, "CQADupstackTexRetrieval": 26.19, "CQADupstackUnixRetrieval": 39.83, "CQADupstackWebmastersRetrieval": 40.97, "CQADupstackWordpressRetrieval": 28.17, "ClimateFEVER": 11.36, "DBPedia": 31.55, "FEVER": 36.21, "FiQA2018": 43.55, "HotpotQA": 33.95, "MSMARCO": 23.96, "MintakaRetrieval (fr)": 23.92, "NFCorpus": 31.1, "NQ": 42.02, "QuoraRetrieval": 85.73, "SCIDOCS": 15.38, "SciFact": 49.91, "SyntecRetrieval": 71.05, "TRECCOVID": 46.11, "Touche2020": 21.63, 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"Tatoeba (slv-eng)": 13.49, "Tatoeba (spa-eng)": 89.18, "Tatoeba (sqi-eng)": 14.66, "Tatoeba (srp-eng)": 13.24, "Tatoeba (swe-eng)": 60.67, "Tatoeba (swg-eng)": 34.76, "Tatoeba (swh-eng)": 8.07, "Tatoeba (tam-eng)": 0.36, "Tatoeba (tat-eng)": 1.46, "Tatoeba (tel-eng)": 0.67, "Tatoeba (tgl-eng)": 25.22, "Tatoeba (tha-eng)": 1.58, "Tatoeba (tuk-eng)": 4.99, "Tatoeba (tur-eng)": 7.72, "Tatoeba (tzl-eng)": 38.49, "Tatoeba (uig-eng)": 0.87, "Tatoeba (ukr-eng)": 9.12, "Tatoeba (urd-eng)": 0.0, "Tatoeba (uzb-eng)": 5.48, "Tatoeba (vie-eng)": 8.45, "Tatoeba (war-eng)": 13.75, "Tatoeba (wuu-eng)": 1.44, "Tatoeba (xho-eng)": 9.15, "Tatoeba (yid-eng)": 0.28, "Tatoeba (yue-eng)": 0.98, "Tatoeba (zsm-eng)": 35.71}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "AlloProfClusteringP2P": 60.37, "AlloProfClusteringS2S": 40.76, "ArxivClusteringP2P": 41.62, "ArxivClusteringS2S": 31.17, "BiorxivClusteringP2P": 36.43, "BiorxivClusteringS2S": 26.47, "HALClusteringS2S": 20.28, "MLSUMClusteringP2P": 41.61, "MLSUMClusteringS2S": 33.6, "MasakhaNEWSClusteringP2P (fra)": 62.82, "MasakhaNEWSClusteringS2S (fra)": 31.74, "MedrxivClusteringP2P": 32.3, "MedrxivClusteringS2S": 26.93, "RedditClustering": 57.03, "RedditClusteringP2P": 62.34, "StackExchangeClustering": 67.13, "StackExchangeClusteringP2P": 34.79, "TwentyNewsgroupsClustering": 49.53}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "AmazonCounterfactualClassification (de)": 67.01, "AmazonCounterfactualClassification (en)": 76.01, "AmazonCounterfactualClassification (en-ext)": 77.29, "AmazonCounterfactualClassification (ja)": 45.61, "AmazonPolarityClassification": 93.17, "AmazonReviewsClassification (de)": 44.05, "AmazonReviewsClassification (en)": 48.18, "AmazonReviewsClassification (es)": 45.01, "AmazonReviewsClassification (fr)": 43.52, "AmazonReviewsClassification (ja)": 22.23, "AmazonReviewsClassification (zh)": 21.88, "Banking77Classification": 80.88, "EmotionClassification": 51.95, "ImdbClassification": 87.54, "MTOPDomainClassification (de)": 83.28, "MTOPDomainClassification (en)": 90.73, "MTOPDomainClassification (es)": 85.32, "MTOPDomainClassification (fr)": 85.14, "MTOPDomainClassification (hi)": 20.85, "MTOPDomainClassification (th)": 15.62, "MTOPIntentClassification (de)": 54.65, "MTOPIntentClassification (en)": 68.15, "MTOPIntentClassification (es)": 57.38, "MTOPIntentClassification (fr)": 54.39, "MTOPIntentClassification (hi)": 3.28, "MTOPIntentClassification (th)": 5.08, "MasakhaNEWSClassification (fra)": 80.09, "MassiveIntentClassification (af)": 40.17, "MassiveIntentClassification (am)": 2.18, "MassiveIntentClassification (ar)": 4.18, "MassiveIntentClassification (az)": 30.02, "MassiveIntentClassification (bn)": 2.6, "MassiveIntentClassification (cy)": 29.15, "MassiveIntentClassification (da)": 47.69, "MassiveIntentClassification (de)": 57.43, "MassiveIntentClassification (el)": 9.96, "MassiveIntentClassification (en)": 72.09, "MassiveIntentClassification (es)": 57.97, "MassiveIntentClassification (fa)": 3.6, "MassiveIntentClassification (fi)": 34.02, "MassiveIntentClassification (fr)": 60.99, "MassiveIntentClassification (he)": 2.51, "MassiveIntentClassification (hi)": 3.02, "MassiveIntentClassification (hu)": 31.66, "MassiveIntentClassification (hy)": 3.32, "MassiveIntentClassification (id)": 41.53, "MassiveIntentClassification (is)": 30.25, "MassiveIntentClassification (it)": 56.57, "MassiveIntentClassification (ja)": 3.5, "MassiveIntentClassification (jv)": 31.67, "MassiveIntentClassification (ka)": 2.79, "MassiveIntentClassification (km)": 5.43, "MassiveIntentClassification (kn)": 2.79, "MassiveIntentClassification (ko)": 2.67, "MassiveIntentClassification (lv)": 34.25, "MassiveIntentClassification (ml)": 2.98, "MassiveIntentClassification (mn)": 20.99, "MassiveIntentClassification (ms)": 37.43, "MassiveIntentClassification (my)": 4.02, "MassiveIntentClassification (nb)": 45.91, "MassiveIntentClassification (nl)": 50.51, "MassiveIntentClassification (pl)": 43.95, "MassiveIntentClassification (pt)": 57.95, "MassiveIntentClassification (ro)": 49.37, "MassiveIntentClassification (ru)": 33.46, "MassiveIntentClassification (sl)": 36.33, "MassiveIntentClassification (sq)": 37.65, "MassiveIntentClassification (sv)": 46.35, "MassiveIntentClassification (sw)": 30.6, "MassiveIntentClassification (ta)": 1.79, "MassiveIntentClassification (te)": 2.26, "MassiveIntentClassification (th)": 4.02, "MassiveIntentClassification (tl)": 38.92, "MassiveIntentClassification (tr)": 32.05, "MassiveIntentClassification (ur)": 2.7, "MassiveIntentClassification (vi)": 21.47, "MassiveIntentClassification (zh-CN)": 0.59, "MassiveIntentClassification (zh-TW)": 3.24, "MassiveScenarioClassification (af)": 50.81, "MassiveScenarioClassification (am)": 6.95, "MassiveScenarioClassification (ar)": 12.32, "MassiveScenarioClassification (az)": 38.79, "MassiveScenarioClassification (bn)": 8.0, "MassiveScenarioClassification (cy)": 33.91, "MassiveScenarioClassification (da)": 55.79, "MassiveScenarioClassification (de)": 65.33, "MassiveScenarioClassification (el)": 16.89, "MassiveScenarioClassification (en)": 73.26, "MassiveScenarioClassification (es)": 62.52, "MassiveScenarioClassification (fa)": 6.08, "MassiveScenarioClassification (fi)": 43.34, "MassiveScenarioClassification (fr)": 66.42, "MassiveScenarioClassification (he)": 7.55, "MassiveScenarioClassification (hi)": 7.44, "MassiveScenarioClassification (hu)": 40.85, "MassiveScenarioClassification (hy)": 9.25, "MassiveScenarioClassification (id)": 51.92, "MassiveScenarioClassification (is)": 40.09, "MassiveScenarioClassification (it)": 62.94, "MassiveScenarioClassification (ja)": 7.9, "MassiveScenarioClassification (jv)": 41.33, "MassiveScenarioClassification (ka)": 7.76, "MassiveScenarioClassification (km)": 9.19, "MassiveScenarioClassification (kn)": 8.36, "MassiveScenarioClassification (ko)": 6.13, "MassiveScenarioClassification (lv)": 40.7, "MassiveScenarioClassification (ml)": 6.98, "MassiveScenarioClassification (mn)": 27.0, "MassiveScenarioClassification (ms)": 46.9, "MassiveScenarioClassification (my)": 9.55, "MassiveScenarioClassification (nb)": 53.43, "MassiveScenarioClassification (nl)": 59.65, "MassiveScenarioClassification (pl)": 49.87, "MassiveScenarioClassification (pt)": 62.18, "MassiveScenarioClassification (ro)": 58.22, "MassiveScenarioClassification (ru)": 40.73, "MassiveScenarioClassification (sl)": 43.66, "MassiveScenarioClassification (sq)": 49.25, "MassiveScenarioClassification (sv)": 57.17, "MassiveScenarioClassification (sw)": 40.55, "MassiveScenarioClassification (ta)": 7.46, "MassiveScenarioClassification (te)": 7.03, "MassiveScenarioClassification (th)": 8.52, "MassiveScenarioClassification (tl)": 51.74, "MassiveScenarioClassification (tr)": 43.01, "MassiveScenarioClassification (ur)": 9.61, "MassiveScenarioClassification (vi)": 28.91, "MassiveScenarioClassification (zh-CN)": 5.86, "MassiveScenarioClassification (zh-TW)": 7.14, "ToxicConversationsClassification": 70.95, "TweetSentimentExtractionClassification": 61.21}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 62.52, "SprintDuplicateQuestions": 91.44, "TwitterSemEval2015": 80.89, "TwitterURLCorpus": 85.86}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "AlloprofReranking": 63.3, "AskUbuntuDupQuestions": 62.86, "MindSmallReranking": 29.77, "SciDocsRR": 75.16, "StackOverflowDupQuestions": 51.05, "SyntecReranking": 83.07}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "AlloprofRetrieval": 40.38, "ArguAna": 39.4, "BSARDRetrieval": 0.14, "CQADupstackAndroidRetrieval": 51.12, "CQADupstackEnglishRetrieval": 44.77, "CQADupstackGamingRetrieval": 59.93, "CQADupstackGisRetrieval": 37.32, "CQADupstackMathematicaRetrieval": 30.63, "CQADupstackPhysicsRetrieval": 43.57, "CQADupstackProgrammersRetrieval": 45.58, "CQADupstackRetrieval": 40.78, "CQADupstackStatsRetrieval": 32.66, "CQADupstackTexRetrieval": 27.69, "CQADupstackUnixRetrieval": 41.81, "CQADupstackWebmastersRetrieval": 42.31, "CQADupstackWordpressRetrieval": 31.93, "ClimateFEVER": 10.61, "DBPedia": 33.65, "FEVER": 36.12, "FiQA2018": 44.71, "HotpotQA": 37.17, "MSMARCO": 25.17, "MintakaRetrieval (fr)": 31.54, "NFCorpus": 33.18, "NQ": 46.29, "QuoraRetrieval": 85.85, "SCIDOCS": 15.97, "SciFact": 50.91, "SyntecRetrieval": 74.24, "TRECCOVID": 54.77, "Touche2020": 22.51, "XPQARetrieval (fr)": 52.14}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "BIOSSES": 73.12, "SICK-R": 79.98, "SICKFr": 75.08, "STS12": 79.02, "STS13": 88.8, "STS14": 84.33, "STS15": 88.89, "STS16": 85.31, "STS17 (ar-ar)": 11.13, "STS17 (en-ar)": -3.93, "STS17 (en-de)": 79.04, "STS17 (en-en)": 88.91, "STS17 (en-tr)": 13.61, "STS17 (es-en)": 71.72, "STS17 (es-es)": 83.42, "STS17 (fr-en)": 71.38, "STS17 (it-en)": 69.5, "STS17 (ko-ko)": 9.61, "STS17 (nl-en)": 66.12, "STS22 (ar)": 29.6, "STS22 (de)": 47.72, "STS22 (de-en)": 49.64, "STS22 (de-fr)": 62.21, "STS22 (de-pl)": 34.34, "STS22 (en)": 64.32, "STS22 (es)": 58.16, "STS22 (es-en)": 69.15, "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": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xl\">sentence-t5-xl</a>", "SummEval": 29.91, "SummEvalFr": 31.59}]}}, "sentence-t5-xxl": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "AlloProfClusteringP2P": 60.98, "AlloProfClusteringS2S": 43.5, "ArxivClusteringP2P": 42.89, "ArxivClusteringS2S": 33.47, "BiorxivClusteringP2P": 36.53, "BiorxivClusteringS2S": 28.66, "BlurbsClusteringP2P": 39.91, "BlurbsClusteringS2S": 15.94, "HALClusteringS2S": 21.4, "MLSUMClusteringP2P": 42.24, "MLSUMClusteringS2S": 35.25, "MasakhaNEWSClusteringP2P (fra)": 61.15, "MasakhaNEWSClusteringS2S (fra)": 38.24, "MedrxivClusteringP2P": 32.09, "MedrxivClusteringS2S": 26.82, "RedditClustering": 58.99, "RedditClusteringP2P": 64.46, "StackExchangeClustering": 70.78, "StackExchangeClusteringP2P": 35.25, "TenKGnadClusteringP2P": 43.43, "TenKGnadClusteringS2S": 19.69, "TwentyNewsgroupsClustering": 50.93}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "AmazonCounterfactualClassification (en)": 77.07, "AmazonPolarityClassification": 92.79, "AmazonReviewsClassification (en)": 48.93, "Banking77Classification": 82.31, "EmotionClassification": 48.57, "ImdbClassification": 90.23, "MTOPDomainClassification (en)": 92.49, "MTOPIntentClassification (en)": 68.33, "MasakhaNEWSClassification (fra)": 79.1, "MassiveIntentClassification (en)": 73.44, "MassiveScenarioClassification (en)": 74.82, "ToxicConversationsClassification": 70.04, "TweetSentimentExtractionClassification": 62.01}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 63.98, "SprintDuplicateQuestions": 88.89, "TwitterSemEval2015": 80.28, "TwitterURLCorpus": 86.01}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "AlloprofReranking": 68.36, "AskUbuntuDupQuestions": 66.16, "MindSmallReranking": 30.6, "SciDocsRR": 76.09, "StackOverflowDupQuestions": 52.85, "SyntecReranking": 85.15}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/sentence-transformers/sentence-t5-xxl\">sentence-t5-xxl</a>", "AlloprofRetrieval": 45.75, "ArguAna": 39.85, "BSARDRetrieval": 3.33, "CQADupstackAndroidRetrieval": 55.07, "CQADupstackEnglishRetrieval": 49.42, "CQADupstackGamingRetrieval": 63.46, "CQADupstackGisRetrieval": 41.55, "CQADupstackMathematicaRetrieval": 33.79, "CQADupstackPhysicsRetrieval": 47.72, "CQADupstackProgrammersRetrieval": 47.93, "CQADupstackRetrieval": 44.65, "CQADupstackStatsRetrieval": 36.23, "CQADupstackTexRetrieval": 32.1, "CQADupstackUnixRetrieval": 46.61, "CQADupstackWebmastersRetrieval": 45.67, "CQADupstackWordpressRetrieval": 36.31, "ClimateFEVER": 14.63, "DBPedia": 39.19, "FEVER": 51.2, "FiQA2018": 46.68, "HotpotQA": 42.14, "MSMARCO": 27.67, "MintakaRetrieval (fr)": 34.93, "NFCorpus": 35.08, "NQ": 52.87, 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href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "AlloProfClusteringP2P": 64.83, "AlloProfClusteringS2S": 53.52, "ArxivClusteringP2P": 45.01, "ArxivClusteringS2S": 36.85, "BiorxivClusteringP2P": 36.66, "BiorxivClusteringS2S": 34.21, "CLSClusteringP2P": 38.26, "CLSClusteringS2S": 35.91, "HALClusteringS2S": 26.18, "MLSUMClusteringP2P": 44.59, "MLSUMClusteringS2S": 41.67, "MasakhaNEWSClusteringP2P (fra)": 68.35, "MasakhaNEWSClusteringS2S (fra)": 48.58, "MedrxivClusteringP2P": 32.6, "MedrxivClusteringS2S": 30.8, "RedditClustering": 61.42, "RedditClusteringP2P": 64.13, "StackExchangeClustering": 72.22, "StackExchangeClusteringP2P": 38.49, "ThuNewsClusteringP2P": 58.71, "ThuNewsClusteringS2S": 49.86, "TwentyNewsgroupsClustering": 52.56}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "AmazonCounterfactualClassification (en)": 75.94, "AmazonPolarityClassification": 86.72, "AmazonReviewsClassification (zh)": 38.3, "AmazonReviewsClassification (en)": 44.78, "Banking77Classification": 80.66, "EmotionClassification": 48.74, "IFlyTek": 44.62, "ImdbClassification": 77.98, "JDReview": 74.6, "MTOPDomainClassification (en)": 92.13, "MTOPIntentClassification (en)": 64.68, "MasakhaNEWSClassification (fra)": 81.52, "MassiveIntentClassification (zh-CN)": 64.81, "MassiveIntentClassification (en)": 70.15, "MassiveScenarioClassification (zh-CN)": 71.4, "MassiveScenarioClassification (en)": 75.33, "MultilingualSentiment": 67.99, "OnlineShopping": 88.94, "TNews": 45.77, "ToxicConversationsClassification": 72.29, "TweetSentimentExtractionClassification": 61.81, "Waimai": 82.37}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "Cmnli": 76.03, "Ocnli": 63.08, "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 60.16, "SprintDuplicateQuestions": 92.17, "TwitterSemEval2015": 75.28, "TwitterURLCorpus": 87.22}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", "AskUbuntuDupQuestions": 62.05, "CMedQAv1": 63.08, "CMedQAv2": 64.02, "MMarcoReranking": 23.39, "MindSmallReranking": 31.45, "SciDocsRR": 81.22, "StackOverflowDupQuestions": 50.54, "SyntecReranking": 89.87, "T2Reranking": 66.65}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://openai.com/blog/new-and-improved-embedding-model\">text-embedding-ada-002</a>", 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target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "BornholmBitextMining": 4.42}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "AlloProfClusteringP2P": 52.24, "AlloProfClusteringS2S": 20.37, "HALClusteringS2S": 8.68, "MLSUMClusteringP2P": 40.44, "MLSUMClusteringS2S": 24.14, "MasakhaNEWSClusteringP2P (fra)": 29.29, "MasakhaNEWSClusteringS2S (fra)": 23.76}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "AmazonReviewsClassification (fr)": 26.75, "AngryTweetsClassification": 52.41, "DKHateClassification": 56.78, "DalajClassification": 51.16, "DanishPoliticalCommentsClassification": 34.03, "LccSentimentClassification": 52.27, "MTOPDomainClassification (fr)": 43.83, "MTOPIntentClassification (fr)": 19.38, "MasakhaNEWSClassification (fra)": 60.5, "MassiveIntentClassification (da)": 41.06, "MassiveIntentClassification (nb)": 40.46, "MassiveIntentClassification (sv)": 45.12, "MassiveScenarioClassification (da)": 43.91, "MassiveScenarioClassification (nb)": 44.83, "MassiveScenarioClassification (sv)": 47.35, "NoRecClassification": 46.28, "NordicLangClassification": 79.39, "NorwegianParliament": 56.75, "ScalaDaClassification": 57.3, "ScalaNbClassification": 58.33, "ScalaSvClassification": 59.99, "SweRecClassification": 66.2}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 51.35}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "AlloprofReranking": 25.58, "SyntecReranking": 43.75}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "AlloprofRetrieval": 0.16, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.88, "SyntecRetrieval": 3.33, "XPQARetrieval (fr)": 11.65}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "SICKFr": 48.62, "STS22 (fr)": 56.72, "STSBenchmarkMultilingualSTS (fr)": 46.23}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-base\">xlm-roberta-base</a>", "SummEvalFr": 29.14}]}}, "xlm-roberta-large": {"BitextMining": {"f1": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>"}]}, "Clustering": {"v_measure": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>", "AlloProfClusteringP2P": 56.54, "AlloProfClusteringS2S": 21.18, "BlurbsClusteringP2P": 29.84, "BlurbsClusteringS2S": 7.29, "HALClusteringS2S": 5.94, "MLSUMClusteringP2P": 42.67, "MLSUMClusteringS2S": 18.5, "MasakhaNEWSClusteringP2P (fra)": 34.02, "MasakhaNEWSClusteringS2S (fra)": 21.52, "TenKGnadClusteringP2P": 32.46, "TenKGnadClusteringS2S": 6.16}]}, "Classification": {"accuracy": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>", "AmazonReviewsClassification (fr)": 26.62, "MTOPDomainClassification (fr)": 36.77, "MTOPIntentClassification (fr)": 15.37, "MasakhaNEWSClassification (fra)": 65.76, "MassiveIntentClassification (fr)": 15.82, "MassiveScenarioClassification (fr)": 23.92}]}, "PairClassification": {"cos_sim_ap": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>", "OpusparcusPC (fr)": 100.0, "PawsX (fr)": 53.38}]}, "Reranking": {"map": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>", "AlloprofReranking": 28.62, "SyntecReranking": 49.4}]}, "Retrieval": {"ndcg_at_10": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>", "AlloprofRetrieval": 0.52, "BSARDRetrieval": 0.0, "MintakaRetrieval (fr)": 0.9, "SyntecRetrieval": 6.6, "XPQARetrieval (fr)": 12.7}]}, "STS": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>", "SICKFr": 50.01, "STS22 (fr)": 55.49, "STSBenchmarkMultilingualSTS (fr)": 42.32}]}, "Summarization": {"cos_sim_spearman": [{"Model": "<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https://huggingface.co/xlm-roberta-large\">xlm-roberta-large</a>", "SummEvalFr": 28.89}]}}}
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