diff --git a/EXTERNAL_MODEL_RESULTS.json b/EXTERNAL_MODEL_RESULTS.json index 186951eb128fb7e1ad9f9eb603f08c54942af486..afb47b93076f7ca46d2a729621151ec07b019dfb 100644 --- a/EXTERNAL_MODEL_RESULTS.json +++ b/EXTERNAL_MODEL_RESULTS.json @@ -1,2004 +1,2797 @@ { - "herbert-base-retrieval-v2": { + "distiluse-base-multilingual-cased-v2": { "BitextMining": { "f1": [ { - "Model": "herbert-base-retrieval-v2" + "Model": "distiluse-base-multilingual-cased-v2" } ] }, "Classification": { "accuracy": [ { - "Model": "herbert-base-retrieval-v2", - "AllegroReviews": 34.11, - "CBD": 68.35, - "MassiveIntentClassification (pl)": 65.53, - "MassiveScenarioClassification (pl)": 68.51, - "PAC": 68.4, - "PolEmo2.0-IN": 64.18, - "PolEmo2.0-OUT": 45.73 + "Model": "distiluse-base-multilingual-cased-v2", + "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, + "MasakhaNEWSClassification (fra)": 76.87, + "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 } ] }, "Clustering": { "v_measure": [ { - "Model": "herbert-base-retrieval-v2", - "8TagsClustering": 28.15 + "Model": "distiluse-base-multilingual-cased-v2", + "8TagsClustering": 12.51, + "AlloProfClusteringP2P": 55.95, + "AlloProfClusteringS2S": 35.39, + "ArxivClusteringP2P": 33.59, + "HALClusteringS2S": 18.2, + "MLSUMClusteringP2P": 40.17, + "MLSUMClusteringS2S": 34.65, + "MasakhaNEWSClusteringP2P (fra)": 53.76, + "MasakhaNEWSClusteringS2S (fra)": 32.76 } ] }, "PairClassification": { "ap": [ { - "Model": "herbert-base-retrieval-v2", - "CDSC-E": 63.31, - "PPC": 84.18, - "PSC": 98.87, - "SICK-E-PL": 54.93 + "Model": "distiluse-base-multilingual-cased-v2", + "CDSC-E": 71.83, + "OpusparcusPC (fr)": 92.07, + "PPC": 86.83, + "PSC": 96.35, + "PawsXPairClassification (fr)": 51.08, + "SICK-E-PL": 62.05, + "SprintDuplicateQuestions": 87.15, + "TwitterSemEval2015": 61.67, + "TwitterURLCorpus": 84.02 } ] }, "Reranking": { "map": [ { - "Model": "herbert-base-retrieval-v2" + "Model": "distiluse-base-multilingual-cased-v2", + "AlloprofReranking": 51.77, + "AskUbuntuDupQuestions": 53.75, + "MindSmallReranking": 30.39, + "SciDocsRR": 69.22, + "StackOverflowDupQuestions": 41.92, + "SyntecReranking": 74.78 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "herbert-base-retrieval-v2", - "ArguAna-PL": 41.97, - "DBPedia-PL": 24.07, - "FiQA-PL": 24.25, - "HotpotQA-PL": 43.41, - "MSMARCO-PL": 51.56, - "NFCorpus-PL": 25.95, - "NQ-PL": 35.09, - "Quora-PL": 78.86, - "SCIDOCS-PL": 11.0, - "SciFact-PL": 51.92, - "TRECCOVID-PL": 42.64 + "Model": "distiluse-base-multilingual-cased-v2", + "AlloprofRetrieval": 26.99, + "ArguAna-PL": 36.7, + "BSARDRetrieval": 0.0, + "DBPedia-PL": 12.36, + "FiQA-PL": 8.02, + "HotpotQA-PL": 20.83, + "MSMARCO-PL": 4.57, + "MintakaRetrieval (fr)": 22.55, + "NFCorpus-PL": 16.28, + "NQ-PL": 5.85, + "Quora-PL": 71.95, + "SCIDOCS-PL": 6.5, + "SciFact-PL": 33.03, + "SyntecRetrieval": 65.34, + "TRECCOVID-PL": 16.91, + "XPQARetrieval (fr)": 51.2 } ] }, "STS": { "spearman": [ { - "Model": "herbert-base-retrieval-v2", - "CDSC-R": 86.18, - "SICK-R-PL": 64.67, - "STS22 (pl)": 39.73 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "herbert-base-retrieval-v2" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "herbert-base-retrieval-v2" - } - ] - } - }, - "multilingual-e5-base": { - "BitextMining": { - "f1": [ - { - "Model": "multilingual-e5-base", - "BornholmBitextMining": 46.4 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "multilingual-e5-base", - "AllegroReviews": 40.85, - "AmazonReviewsClassification (fr)": 40.94, - "AngryTweetsClassification": 54.65, - "CBD": 62.66, - "DKHateClassification": 63.53, - "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, - "TNews": 47.06, - "Waimai": 84.42 + "Model": "distiluse-base-multilingual-cased-v2", + "BIOSSES": 78.34, + "CDSC-R": 87.67, + "SICK-R": 75.25, + "SICK-R-PL": 65.53, + "SICKFr": 72.49, + "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, + "STSBenchmarkMultilingualSTS (fr)": 77.49 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "distiluse-base-multilingual-cased-v2", + "SummEvalFr": 28.12 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "distiluse-base-multilingual-cased-v2" + } + ] + } + }, + "USER-base": { + "BitextMining": { + "f1": [ + { + "Model": "USER-base", + "Tatoeba (rus-Cyrl_eng-Latn)": 90.2 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "USER-base", + "GeoreviewClassification (rus-Cyrl)": 47.23, + "HeadlineClassification (rus-Cyrl)": 74.88, + "InappropriatenessClassification (rus-Cyrl)": 61.94, + "KinopoiskClassification (rus-Cyrl)": 55.69, + "MassiveIntentClassification (rus-Cyrl)": 65.57, + "MassiveScenarioClassification (rus-Cyrl)": 68.33, + "RuReviewsClassification (rus-Cyrl)": 66.44, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.55, + "RuSciBenchOECDClassification (rus-Cyrl)": 43.28 } ] }, "Clustering": { "v_measure": [ { - "Model": "multilingual-e5-base", - "8TagsClustering": 24.97, - "AlloProfClusteringP2P": 62.09, - "AlloProfClusteringS2S": 32.98, - "CLSClusteringP2P": 32.41, - "CLSClusteringS2S": 36.99, - "HALClusteringS2S": 22.48, - "MLSUMClusteringP2P": 43.48, - "MLSUMClusteringS2S": 38.53, - "MasakhaNEWSClusteringP2P (fra)": 47.91, - "MasakhaNEWSClusteringS2S (fra)": 51.16, - "ThuNewsClusteringP2P": 40.98, - "ThuNewsClusteringS2S": 52.36 + "Model": "USER-base", + "GeoreviewClusteringP2P (rus-Cyrl)": 64.16, + "MLSUMClusteringP2P (rus-Cyrl)": 48.09, + "MLSUMClusteringS2S (rus-Cyrl)": 45.73, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.38, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.73 } ] }, "PairClassification": { "ap": [ { - "Model": "multilingual-e5-base", - "CDSC-E": 72.67, - "Cmnli": 74.51, - "Ocnli": 59.63, - "OpusparcusPC (fr)": 92.72, - "PPC": 88.01, - "PSC": 99.14, - "PawsX (fr)": 56.93, - "SICK-E-PL": 68.77 + "Model": "USER-base", + "OpusparcusPC (rus-Cyrl)": 91.65, + "TERRa (rus-Cyrl)": 60.02 } ] }, "Reranking": { "map": [ { - "Model": "multilingual-e5-base", - "AlloprofReranking": 58.1, - "CMedQAv1": 65.21, - "CMedQAv2": 66.06, - "MMarcoReranking": 21.76, - "SyntecReranking": 85.43, - "T2Reranking": 64.39 + "Model": "USER-base", + "RuBQReranking (rus-Cyrl)": 64.42 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "multilingual-e5-base", - "AlloprofRetrieval": 36.21, - "ArguAna-PL": 42.81, - "BSARDRetrieval": 0.0, - "CmedqaRetrieval": 27.2, - "CovidRetrieval": 73.45, - "DBPedia-PL": 30.23, - "DuRetrieval": 81.64, - "EcomRetrieval": 54.17, - "FiQA-PL": 25.52, - "HotpotQA-PL": 63.52, - "MMarcoRetrieval": 76.04, - "MSMARCO-PL": 29.52, - "MedicalRetrieval": 48.35, - "MintakaRetrieval (fr)": 23.46, - "NFCorpus-PL": 25.98, - "NQ-PL": 44.8, - "Quora-PL": 81.22, - "SCIDOCS-PL": 12.35, - "SciFact-PL": 62.11, - "SyntecRetrieval": 80.49, - "T2Retrieval": 70.86, - "TRECCOVID-PL": 66.06, - "VideoRetrieval": 61.3, - "XPQARetrieval (fr)": 65.81 + "Model": "USER-base", + "RiaNewsRetrieval (rus-Cyrl)": 77.83, + "RuBQRetrieval (rus-Cyrl)": 56.86 } ] }, "STS": { "spearman": [ { - "Model": "multilingual-e5-base", - "AFQMC": 29.67, - "ATEC": 37.01, - "BQ": 45.45, - "CDSC-R": 90.08, - "LCQMC": 74.15, - "PAWSX": 12.14, - "QBQTC": 28.81, - "SICK-R-PL": 71.23, - "SICKFr": 76.23, - "STS22 (zh)": 65.64, - "STS22 (pl)": 34.07, - "STSB": 79.05, - "STSBenchmarkMultilingualSTS (fr)": 80.62 + "Model": "USER-base", + "RUParaPhraserSTS (rus-Cyrl)": 73.56, + "RuSTSBenchmarkSTS (rus-Cyrl)": 82.26, + "STS22 (rus-Cyrl)": 63.39, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81 } ] }, "Summarization": { "spearman": [ { - "Model": "multilingual-e5-base", - "SummEvalFr": 30.76 + "Model": "USER-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "multilingual-e5-base" + "Model": "USER-base" } ] } }, - "nomic-embed-text-v1.5-512": { + "bert-base-swedish-cased": { "BitextMining": { "f1": [ { - "Model": "nomic-embed-text-v1.5-512" + "Model": "bert-base-swedish-cased", + "BornholmBitextMining": 6.6 } ] }, "Classification": { "accuracy": [ { - "Model": "nomic-embed-text-v1.5-512", - "AmazonCounterfactualClassification (en)": 74.27, - "AmazonPolarityClassification": 91.89, - "AmazonReviewsClassification (en)": 46.97, - "Banking77Classification": 84.15, - "EmotionClassification": 47.73, - "ImdbClassification": 85.47, - "MTOPDomainClassification (en)": 92.62, - "MTOPIntentClassification (en)": 74.27, - "MassiveIntentClassification (en)": 73.07, - "MassiveScenarioClassification (en)": 76.82, - "ToxicConversationsClassification": 71.25, - "TweetSentimentExtractionClassification": 60.4 + "Model": "bert-base-swedish-cased", + "AngryTweetsClassification": 44.58, + "DKHateClassification": 55.53, + "DanishPoliticalCommentsClassification": 28.97, + "LccSentimentClassification": 41.2, + "MassiveIntentClassification (da)": 37.98, + "MassiveIntentClassification (nb)": 35.75, + "MassiveIntentClassification (sv)": 52.75, + "MassiveScenarioClassification (da)": 40.44, + "MassiveScenarioClassification (nb)": 35.76, + "MassiveScenarioClassification (sv)": 56.09, + "NoRecClassification": 43.91, + "NordicLangClassification": 62.45, + "NorwegianParliament": 57.56, + "ScalaDaClassification": 53.53, + "ScalaNbClassification": 53.63 } ] }, "Clustering": { "v_measure": [ { - "Model": "nomic-embed-text-v1.5-512", - "ArxivClusteringP2P": 45.45, - "ArxivClusteringS2S": 36.19, - "BiorxivClusteringP2P": 38.41, - "BiorxivClusteringS2S": 32.28, - "MedrxivClusteringP2P": 34.47, - "MedrxivClusteringS2S": 31.43, - "RedditClustering": 55.9, - "RedditClusteringP2P": 60.58, - "StackExchangeClustering": 62.94, - "StackExchangeClusteringP2P": 33.81, - "TwentyNewsgroupsClustering": 49.36 + "Model": "bert-base-swedish-cased" } ] }, "PairClassification": { "ap": [ { - "Model": "nomic-embed-text-v1.5-512", - "SprintDuplicateQuestions": 92.91, - "TwitterSemEval2015": 74.3, - "TwitterURLCorpus": 86.57 + "Model": "bert-base-swedish-cased" } ] }, "Reranking": { "map": [ { - "Model": "nomic-embed-text-v1.5-512", - "AskUbuntuDupQuestions": 61.6, - "MindSmallReranking": 30.34, - "SciDocsRR": 80.33, - "StackOverflowDupQuestions": 50.32 + "Model": "bert-base-swedish-cased" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nomic-embed-text-v1.5-512", - "ArguAna": 47.45, - "CQADupstackRetrieval": 39.06, - "ClimateFEVER": 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"Classification": { "accuracy": [ { - "Model": "bge-base-zh-v1.5", - "AmazonReviewsClassification (zh)": 40.15, - "IFlyTek": 48.62, - "JDReview": 83.62, - "MassiveIntentClassification (zh-CN)": 67.93, - "MassiveScenarioClassification (zh-CN)": 73.98, - "MultilingualSentiment": 70.67, - "OnlineShopping": 91.26, - "TNews": 51.08, - "Waimai": 85.36 + "Model": "m3e-large", + "AmazonReviewsClassification (zh)": 44.44, + "IFlyTek": 43.96, + "JDReview": 86.92, + "MassiveIntentClassification (zh-CN)": 67.23, + "MassiveScenarioClassification (zh-CN)": 74.88, + "MultilingualSentiment": 72.47, + "OnlineShopping": 89.59, + "TNews": 48.26, + "Waimai": 86.08 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-base-zh-v1.5", - "CLSClusteringP2P": 39.91, - "CLSClusteringS2S": 37.63, - "ThuNewsClusteringP2P": 58.45, - "ThuNewsClusteringS2S": 54.12 + "Model": "m3e-large", + "CLSClusteringP2P": 38.6, + "CLSClusteringS2S": 38.02, + "ThuNewsClusteringP2P": 60.39, + "ThuNewsClusteringS2S": 58.51 } ] }, 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"Model": "bge-large-zh-v1.5", + "CLSClusteringP2P": 41.44, + "CLSClusteringS2S": 38.33, + "ThuNewsClusteringP2P": 59.61, + "ThuNewsClusteringS2S": 56.58 } ] }, "PairClassification": { "ap": [ { - "Model": "nb-bert-large" + "Model": "bge-large-zh-v1.5", + "Cmnli": 85.27, + "Ocnli": 77.94 } ] }, "Reranking": { "map": [ { - "Model": "nb-bert-large" + "Model": "bge-large-zh-v1.5", + "CMedQAv1": 83.45, + "CMedQAv2": 85.44, + "MMarcoReranking": 28.74, + "T2Reranking": 65.74 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nb-bert-large" + "Model": "bge-large-zh-v1.5", + "CmedqaRetrieval": 42.57, + "CovidRetrieval": 73.35, + "DuRetrieval": 86.32, + "EcomRetrieval": 65.33, + "MMarcoRetrieval": 79.23, + "MedicalRetrieval": 59.59, + "T2Retrieval": 83.99, + "VideoRetrieval": 73.32 } ] }, "STS": { "spearman": [ { - "Model": "nb-bert-large" + "Model": "bge-large-zh-v1.5", + "AFQMC": 44.36, + "ATEC": 49.54, + "BQ": 62.94, + "LCQMC": 74.33, + "PAWSX": 33.92, + "QBQTC": 37.29, + "STS22 (zh)": 68.94, + "STSB": 78.7 } ] }, "Summarization": { "spearman": [ { - "Model": "nb-bert-large" + "Model": "bge-large-zh-v1.5" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "nb-bert-large" + "Model": "bge-large-zh-v1.5" } ] } }, - "bge-small-zh-v1.5": { + "universal-sentence-encoder-multilingual-large-3": { "BitextMining": { "f1": [ { - "Model": "bge-small-zh-v1.5" + "Model": "universal-sentence-encoder-multilingual-large-3" } ] }, "Classification": { "accuracy": [ { - "Model": "bge-small-zh-v1.5", - "AmazonReviewsClassification (zh)": 35.91, - "IFlyTek": 45.49, - "JDReview": 80.04, - "MassiveIntentClassification (zh-CN)": 63.95, - "MassiveScenarioClassification (zh-CN)": 70.8, - "MultilingualSentiment": 63.06, - "OnlineShopping": 85.05, - "TNews": 48.15, - "Waimai": 83.18 + "Model": "universal-sentence-encoder-multilingual-large-3", + "AmazonReviewsClassification (fr)": 35.09, + "MTOPDomainClassification (fr)": 88.19, + "MTOPIntentClassification (fr)": 63.64, + "MasakhaNEWSClassification (fra)": 72.04, + "MassiveIntentClassification (fr)": 65.8, + "MassiveScenarioClassification (fr)": 73.47 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-small-zh-v1.5", - "CLSClusteringP2P": 38.14, - "CLSClusteringS2S": 35.14, - "ThuNewsClusteringP2P": 54.22, - "ThuNewsClusteringS2S": 49.22 + "Model": "universal-sentence-encoder-multilingual-large-3", + "AlloProfClusteringP2P": 54.21, + "AlloProfClusteringS2S": 37.95, + "HALClusteringS2S": 18.94, + "MLSUMClusteringP2P": 41.02, + "MLSUMClusteringS2S": 37.97, + "MasakhaNEWSClusteringP2P (fra)": 24.09, + "MasakhaNEWSClusteringS2S (fra)": 40.24 } ] }, "PairClassification": { "ap": [ { - "Model": "bge-small-zh-v1.5", - "Cmnli": 76.24, - "Ocnli": 64.57 + "Model": "universal-sentence-encoder-multilingual-large-3", + "OpusparcusPC (fr)": 93.38, + "PawsXPairClassification (fr)": 53.62 } ] }, "Reranking": { "map": [ { - "Model": "bge-small-zh-v1.5", - "CMedQAv1": 77.4, - "CMedQAv2": 79.86, - "MMarcoReranking": 20.5, - "T2Reranking": 65.9 + "Model": "universal-sentence-encoder-multilingual-large-3", + "AlloprofReranking": 55.39, + "SyntecReranking": 77.13 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-small-zh-v1.5", - "CmedqaRetrieval": 35.11, - "CovidRetrieval": 70.14, - "DuRetrieval": 77.28, - "EcomRetrieval": 55.71, - "MMarcoRetrieval": 63.48, - "MedicalRetrieval": 49.8, - "T2Retrieval": 76.43, - "VideoRetrieval": 66.19 + "Model": "universal-sentence-encoder-multilingual-large-3", + "AlloprofRetrieval": 33.78, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 26.21, + "SyntecRetrieval": 63.69, + "XPQARetrieval (fr)": 65.21 } ] }, "STS": { "spearman": [ { - "Model": "bge-small-zh-v1.5", - "AFQMC": 33.42, - "ATEC": 43.01, - "BQ": 55.22, - "LCQMC": 72.19, - "PAWSX": 9.26, - "QBQTC": 35.29, - "STS22 (zh)": 67.72, - "STSB": 76.73 + "Model": "universal-sentence-encoder-multilingual-large-3", + "SICKFr": 74.39, + "STS22 (fr)": 71.11, + "STSBenchmarkMultilingualSTS (fr)": 78.16 } ] }, "Summarization": { "spearman": [ { - "Model": "bge-small-zh-v1.5" + "Model": "universal-sentence-encoder-multilingual-large-3", + "SummEvalFr": 28.56 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bge-small-zh-v1.5" + "Model": "universal-sentence-encoder-multilingual-large-3" } ] } }, - "LLM2Vec-Meta-Llama-3-supervised": { + "FollowIR-7B": { "BitextMining": { "f1": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised" + "Model": "FollowIR-7B" } ] }, "Classification": { "accuracy": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "AmazonCounterfactualClassification (en)": 79.94, - "AmazonPolarityClassification": 86.07, - "AmazonReviewsClassification (en)": 46.84, - "Banking77Classification": 88.05, - "EmotionClassification": 51.2, - "ImdbClassification": 82.94, - "MTOPDomainClassification (en)": 96.14, - "MTOPIntentClassification (en)": 86.11, - "MassiveIntentClassification (en)": 79.8, - "MassiveScenarioClassification (en)": 81.52, - "ToxicConversationsClassification": 70.59, - "TweetSentimentExtractionClassification": 61.9 + "Model": "FollowIR-7B" } ] }, "Clustering": { "v_measure": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "ArxivClusteringP2P": 44.27, - "ArxivClusteringS2S": 46.85, - "BiorxivClusteringP2P": 32.35, - "BiorxivClusteringS2S": 36.7, - "MedrxivClusteringP2P": 30.71, - "MedrxivClusteringS2S": 32.96, - "RedditClustering": 61.72, - "RedditClusteringP2P": 63.98, - "StackExchangeClustering": 72.74, - "StackExchangeClusteringP2P": 32.26, - "TwentyNewsgroupsClustering": 56.41 + "Model": "FollowIR-7B" } ] }, "PairClassification": { "ap": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "SprintDuplicateQuestions": 95.09, - "TwitterSemEval2015": 81.73, - "TwitterURLCorpus": 86.56 + "Model": "FollowIR-7B" } ] }, "Reranking": { "map": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "AskUbuntuDupQuestions": 65.19, - "MindSmallReranking": 32.67, - "SciDocsRR": 86.05, - "StackOverflowDupQuestions": 54.82 + "Model": "FollowIR-7B" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "ArguAna": 62.78, - "CQADupstackRetrieval": 48.25, - "ClimateFEVER": 34.27, - "DBPedia": 48.34, - "FEVER": 90.2, - "FiQA2018": 55.33, - "HotpotQA": 71.76, - "MSMARCO": 43.24, - "NFCorpus": 41.83, - "NQ": 64.21, - "QuoraRetrieval": 87.16, - "SCIDOCS": 22.96, - "SciFact": 78.22, - "TRECCOVID": 80.34, - "Touche2020": 20.5 + "Model": "FollowIR-7B" } ] }, "STS": { "spearman": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "BIOSSES": 84.92, - "SICK-R": 83.94, - "STS12": 79.27, - "STS13": 84.83, - "STS14": 82.94, - "STS15": 88.09, - "STS16": 86.54, - "STS17 (en-en)": 89.58, - "STS22 (en)": 67.67, - "STSBenchmark": 88.05 + "Model": "FollowIR-7B" } ] }, "Summarization": { "spearman": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "SummEval": 30.94 + "Model": "FollowIR-7B" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised" + "Model": "FollowIR-7B", + "Core17InstructionRetrieval": 16.48, + "News21InstructionRetrieval": 6.26, + "Robust04InstructionRetrieval": 13.72 } ] } }, - "bert-base-swedish-cased": { + "contriever-instruct": { "BitextMining": { "f1": [ { - "Model": "bert-base-swedish-cased", - "BornholmBitextMining": 6.6 + "Model": "contriever-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "bert-base-swedish-cased", - "AngryTweetsClassification": 44.58, - "DKHateClassification": 55.53, - "DanishPoliticalCommentsClassification": 28.97, - "LccSentimentClassification": 41.2, - "MassiveIntentClassification (da)": 37.98, - "MassiveIntentClassification (nb)": 35.75, - "MassiveIntentClassification (sv)": 52.75, - "MassiveScenarioClassification (da)": 40.44, - "MassiveScenarioClassification (nb)": 35.76, - "MassiveScenarioClassification (sv)": 56.09, - "NoRecClassification": 43.91, - "NordicLangClassification": 62.45, - "NorwegianParliament": 57.56, - "ScalaDaClassification": 53.53, - "ScalaNbClassification": 53.63 + "Model": "contriever-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "bert-base-swedish-cased" + "Model": "contriever-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "bert-base-swedish-cased" + "Model": "contriever-instruct" } ] }, "Reranking": { "map": [ { - "Model": "bert-base-swedish-cased" + "Model": "contriever-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bert-base-swedish-cased" + "Model": "contriever-instruct", + "ARCChallenge": 7.63, + "AlphaNLI": 27.09, + "PIQA": 21.73, + "Quail": 4.92, + "RARbCode": 7.12, + "RARbMath": 21.83, + "SIQA": 0.88, + "SpartQA": 10.56, + "TempReasonL1": 1.8, + "TempReasonL2Fact": 22.03, + "TempReasonL2Pure": 0.94, + "TempReasonL3Fact": 20.82, + "TempReasonL3Pure": 7.15, + "WinoGrande": 26.3 } ] }, "STS": { "spearman": [ { - "Model": "bert-base-swedish-cased" + "Model": "contriever-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "bert-base-swedish-cased" + "Model": "contriever-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bert-base-swedish-cased" + "Model": "contriever-instruct" } ] } }, - "tart-dual-contriever-msmarco": { + "sentence-t5-xxl": { "BitextMining": { "f1": [ { - "Model": "tart-dual-contriever-msmarco" + "Model": "sentence-t5-xxl" } ] }, "Classification": { "accuracy": [ { - "Model": "tart-dual-contriever-msmarco" + "Model": "sentence-t5-xxl", + "AmazonCounterfactualClassification (en)": 77.07, + "AmazonPolarityClassification": 92.79, + "AmazonReviewsClassification (en)": 48.93, + "AmazonReviewsClassification (fr)": 46.09, + "Banking77Classification": 82.31, + "EmotionClassification": 48.57, + "ImdbClassification": 90.23, + "MTOPDomainClassification (en)": 92.49, + "MTOPDomainClassification (fr)": 86.2, + "MTOPIntentClassification (en)": 68.33, + "MTOPIntentClassification (fr)": 58.33, + "MasakhaNEWSClassification (fra)": 79.1, + "MassiveIntentClassification (en)": 73.44, + "MassiveIntentClassification (fr)": 65.91, + "MassiveScenarioClassification (en)": 74.82, + "MassiveScenarioClassification (fr)": 68.53, + "ToxicConversationsClassification": 70.04, + "TweetSentimentExtractionClassification": 62.01 } ] }, "Clustering": { "v_measure": [ { - "Model": "tart-dual-contriever-msmarco" + "Model": "sentence-t5-xxl", + "AlloProfClusteringP2P": 60.98, + "AlloProfClusteringS2S": 43.5, + "ArxivClusteringP2P": 42.89, + "ArxivClusteringS2S": 33.47, + "BiorxivClusteringP2P": 36.53, + "BiorxivClusteringS2S": 28.66, + "BlurbsClusteringP2P": 39.91, + "BlurbsClusteringS2S": 15.94, + "HALClusteringS2S": 21.4, + "MLSUMClusteringP2P": 42.24, + "MLSUMClusteringS2S": 35.25, + "MasakhaNEWSClusteringP2P (fra)": 61.15, + "MasakhaNEWSClusteringS2S (fra)": 38.24, + "MedrxivClusteringP2P": 32.09, + "MedrxivClusteringS2S": 26.82, + "RedditClustering": 58.99, + "RedditClusteringP2P": 64.46, + "StackExchangeClustering": 70.78, + "StackExchangeClusteringP2P": 35.25, + "TenKGnadClusteringP2P": 43.43, + "TenKGnadClusteringS2S": 19.69, + "TwentyNewsgroupsClustering": 50.93 } ] }, "PairClassification": { "ap": [ { - "Model": "tart-dual-contriever-msmarco" + "Model": "sentence-t5-xxl", + "OpusparcusPC (fr)": 93.94, + "PawsXPairClassification (fr)": 63.98, + "SprintDuplicateQuestions": 88.89, + "TwitterSemEval2015": 80.28, + "TwitterURLCorpus": 86.01 } ] }, "Reranking": { "map": [ { - "Model": "tart-dual-contriever-msmarco" + "Model": "sentence-t5-xxl", + "AlloprofReranking": 68.36, + "AskUbuntuDupQuestions": 66.16, + "MindSmallReranking": 30.6, + "SciDocsRR": 76.09, + "StackOverflowDupQuestions": 52.85, + "SyntecReranking": 85.15 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "tart-dual-contriever-msmarco" + "Model": "sentence-t5-xxl", + "AlloprofRetrieval": 45.75, + "ArguAna": 39.85, + "BSARDRetrieval": 3.33, + "CQADupstackRetrieval": 44.65, + "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, + "QuoraRetrieval": 85.96, + "SCIDOCS": 17.17, + "SciFact": 55.38, + "SyntecRetrieval": 78.97, + "TRECCOVID": 59.48, + "Touche2020": 21.65, + "XPQARetrieval (fr)": 56.2 } ] }, "STS": { "spearman": [ { - "Model": "tart-dual-contriever-msmarco" + "Model": "sentence-t5-xxl", + "BIOSSES": 80.43, + "SICK-R": 80.47, + "SICKFr": 77.07, + "STS12": 78.85, + "STS13": 88.94, + "STS14": 84.86, + "STS15": 89.32, + "STS16": 84.67, + "STS17 (en-en)": 89.46, + "STS22 (en)": 65.33, + "STS22 (fr)": 76.8, + "STSBenchmark": 84.01, + "STSBenchmarkMultilingualSTS (fr)": 81.24 } ] }, "Summarization": { "spearman": [ { - "Model": "tart-dual-contriever-msmarco" + "Model": "sentence-t5-xxl", + "SummEval": 30.08, + "SummEvalFr": 30.39 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "tart-dual-contriever-msmarco", - "Core17InstructionRetrieval": -3.04, - "News21InstructionRetrieval": -2.98, - "Robust04InstructionRetrieval": -8.98 + "Model": "sentence-t5-xxl" } ] } }, - "electra-small-swedish-cased-discriminator": { + "bge-large-en-v1.5-instruct": { "BitextMining": { "f1": [ { - "Model": "electra-small-swedish-cased-discriminator", - "BornholmBitextMining": 0.85 + "Model": "bge-large-en-v1.5-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "electra-small-swedish-cased-discriminator", - "AngryTweetsClassification": 40.52, - "DKHateClassification": 52.28, - "DanishPoliticalCommentsClassification": 25.17, - "LccSentimentClassification": 36.67, - "MassiveIntentClassification (da)": 6.51, - "MassiveIntentClassification (nb)": 5.66, - "MassiveIntentClassification (sv)": 6.6, - "MassiveScenarioClassification (da)": 11.5, - "MassiveScenarioClassification (nb)": 11.26, - "MassiveScenarioClassification (sv)": 12.16, - "NoRecClassification": 39.72, - "NordicLangClassification": 44.53, - "NorwegianParliament": 52.44, - "ScalaDaClassification": 51.66, - "ScalaNbClassification": 52.41 + "Model": "bge-large-en-v1.5-instruct" } ] }, "Clustering": { 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"spearman": [ { - "Model": "electra-small-swedish-cased-discriminator" + "Model": "bge-large-en-v1.5-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "electra-small-swedish-cased-discriminator" + "Model": "bge-large-en-v1.5-instruct" } ] } }, - "e5-large-v2": { + "voyage-code-2": { "BitextMining": { "f1": [ { - "Model": "e5-large-v2" + "Model": "voyage-code-2" } ] }, "Classification": { "accuracy": [ { - "Model": "e5-large-v2" + "Model": "voyage-code-2", + "AmazonReviewsClassification (fr)": 42.15, + "MTOPDomainClassification (fr)": 87.68, + "MTOPIntentClassification (fr)": 59.44, + "MasakhaNEWSClassification (fra)": 82.13, + "MassiveIntentClassification (fr)": 63.08, + "MassiveScenarioClassification (fr)": 70.15 } ] }, "Clustering": { "v_measure": [ { - "Model": "e5-large-v2" + "Model": "voyage-code-2", + "AlloProfClusteringP2P": 61.63, + "AlloProfClusteringS2S": 50.67, + "HALClusteringS2S": 27.44, + "MLSUMClusteringP2P": 45.23, + "MLSUMClusteringS2S": 41.48, + "MasakhaNEWSClusteringP2P (fra)": 56.59, + "MasakhaNEWSClusteringS2S (fra)": 35.18 } ] }, "PairClassification": { "ap": [ { - "Model": "e5-large-v2" + "Model": "voyage-code-2", + "OpusparcusPC (fr)": 92.87, + "PawsXPairClassification (fr)": 60.83 } ] }, "Reranking": { "map": [ { - "Model": "e5-large-v2" + "Model": "voyage-code-2", + "AlloprofReranking": 70.79, + "SyntecReranking": 86.77 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "e5-large-v2" + "Model": "voyage-code-2", + "AlloprofRetrieval": 52.61, + "BSARDRetrieval": 0.29, + "MintakaRetrieval (fr)": 19.05, + "SyntecRetrieval": 82.77, + "XPQARetrieval (fr)": 71.95 } ] }, "STS": { "spearman": [ { - "Model": "e5-large-v2" + "Model": "voyage-code-2", + "SICKFr": 73.56, + "STS22 (fr)": 79.99, + "STSBenchmarkMultilingualSTS (fr)": 79.02 } ] }, "Summarization": { "spearman": [ { - "Model": "e5-large-v2" + "Model": "voyage-code-2", + "SummEvalFr": 28.34 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "e5-large-v2", - 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"CmedqaRetrieval": 43.47, + "CovidRetrieval": 80.87, + "DBPedia": 48.04, + "DuRetrieval": 86.01, + "EcomRetrieval": 66.46, + "FEVER": 93.35, + "FiQA2018": 55.31, + "HotpotQA": 72.25, + "MMarcoRetrieval": 73.83, + "MSMARCO": 41.68, + "MedicalRetrieval": 61.33, + "NFCorpus": 38.25, + "NQ": 61.79, + "QuoraRetrieval": 89.61, + "SCIDOCS": 27.69, + "SciFact": 75.31, + "T2Retrieval": 83.58, + "TRECCOVID": 72.72, + "Touche2020": 20.3, + "VideoRetrieval": 69.41 } ] }, "STS": { "spearman": [ { - "Model": "Cohere-embed-multilingual-light-v3.0", - "SICKFr": 75.5, - "STS22 (fr)": 82.8, - "STSBenchmarkMultilingualSTS (fr)": 76.48 + "Model": "gte-Qwen1.5-7B-instruct", + "AFQMC": 58.47, + "ATEC": 55.46, + "BIOSSES": 81.12, + "BQ": 77.59, + "LCQMC": 76.29, + "PAWSX": 50.22, + "QBQTC": 31.82, + "SICK-R": 79.15, + "STS12": 76.52, + "STS13": 88.63, + "STS14": 83.32, + "STS15": 87.5, + "STS16": 86.39, + "STS17 (en-en)": 87.79, + "STS22 (en)": 66.4, + "STS22 (zh)": 67.36, + "STSB": 81.37, + "STSBenchmark": 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"text-similarity-curie-001" } ] } }, - "voyage-lite-02-instruct": { + "elser-v2": { "BitextMining": { "f1": [ { - "Model": "voyage-lite-02-instruct" + "Model": "elser-v2" } ] }, "Classification": { "accuracy": [ { - "Model": "voyage-lite-02-instruct", - "AmazonCounterfactualClassification (en)": 88.31, - "AmazonPolarityClassification": 96.32, - "AmazonReviewsClassification (en)": 56.25, - "Banking77Classification": 88.59, - "EmotionClassification": 50.28, - "ImdbClassification": 95.75, - "MTOPDomainClassification (en)": 97.65, - "MTOPIntentClassification (en)": 75.16, - "MassiveIntentClassification (en)": 73.97, - "MassiveScenarioClassification (en)": 83.99, - "ToxicConversationsClassification": 81.75, - "TweetSentimentExtractionClassification": 62.98 + "Model": "elser-v2", + "AmazonCounterfactualClassification (en)": 74.16, + "AmazonPolarityClassification": 61.91, + "AmazonReviewsClassification (en)": 32.06, + "Banking77Classification": 82.05, + "EmotionClassification": 46.65, + 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(sqi-Latn)": 49.12, "MassiveScenarioClassification (mya-Mymr)": 10.06, "MassiveScenarioClassification (ara-Arab)": 27.66, @@ -18590,6 +4976,56 @@ "MassiveScenarioClassification (spa-Latn)": 50.73, "MassiveScenarioClassification (mal-Mlym)": 7.25, "MassiveScenarioClassification (amh-Ethi)": 7.41, + "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 (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, "MultilingualSentiment (cmn-Hans)": 40.52, "NoRecClassification (nob-Latn)": 37.73, "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 54.17, @@ -18597,9 +5033,12 @@ "PAC (pol-Latn)": 59.53, "PolEmo2.0-IN (pol-Latn)": 38.32, "PolEmo2.0-OUT (pol-Latn)": 22.98, + "RuReviewsClassification (rus-Cyrl)": 42.49, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 10.49, + "RuSciBenchOECDClassification (rus-Cyrl)": 8.31, "TNews (cmn-Hans)": 20.37, - "ToxicConversationsClassification": 63.34, - "TweetSentimentExtractionClassification": 54.24, + "ToxicConversationsClassification": 67.47, + "TweetSentimentExtractionClassification": 54.25, "Waimai (cmn-Hans)": 63.48 } ] @@ -18607,1815 +5046,19768 @@ "Clustering": { "v_measure": [ { - "Model": "all-MiniLM-L12-v2", - "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, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 40.5, - "MasakhaNEWSClusteringP2P (eng)": 55.86, - "MasakhaNEWSClusteringP2P (fra-Latn)": 42.72, - "MasakhaNEWSClusteringP2P (hau-Latn)": 26.61, - "MasakhaNEWSClusteringP2P 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+{"index":37,"Rank":74,"Model":"gte-Qwen2-1.5B-instruct-Q4_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":"","HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":""} +{"index":38,"Rank":75,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""} diff --git a/all_data_tasks/18/default.jsonl b/all_data_tasks/18/default.jsonl index 50cef533fc2dd92d864aeb38f42de86e85787b3e..3bc84a29ff18728583f1101a57d5a45a93d3cf93 100644 --- a/all_data_tasks/18/default.jsonl +++ b/all_data_tasks/18/default.jsonl @@ -1,61 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(pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56} -{"index":259,"Rank":260,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24} -{"index":260,"Rank":261,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54} +{"index":10,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99} +{"index":21,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57} +{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"TERRa (rus-Cyrl)":60.6} +{"index":9,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02} +{"index":12,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38} +{"index":3,"Rank":6,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12} +{"index":20,"Rank":7,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56} +{"index":14,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4} +{"index":22,"Rank":9,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81} +{"index":23,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09} +{"index":16,"Rank":11,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71} +{"index":6,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61} +{"index":15,"Rank":13,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14} +{"index":13,"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96} +{"index":11,"Rank":15,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78} +{"index":1,"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48} +{"index":2,"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12} 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{"index":0,"Rank":7,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average (26 datasets)":59.41,"Classification Average (6 datasets)":68.61,"Clustering Average (7 datasets)":44.74,"PairClassification Average (2 datasets)":77.32,"Reranking Average (2 datasets)":80.46,"Retrieval Average (5 datasets)":46.81,"STS Average (3 datasets)":79.56,"Summarization Average (1 datasets)":31.47} -{"index":22,"Rank":8,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":59.09,"Classification Average (6 datasets)":66.74,"Clustering Average (7 datasets)":47.45,"PairClassification Average (2 datasets)":77.01,"Reranking Average (2 datasets)":77.14,"Retrieval Average (5 datasets)":44.99,"STS Average (3 datasets)":80.12,"Summarization Average (1 datasets)":30.16} 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a/boards_data/fr/data_tasks/PairClassification/default.jsonl +++ b/boards_data/fr/data_tasks/PairClassification/default.jsonl @@ -1,61 +1,61 @@ {"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86} -{"index":31,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86} -{"index":35,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86} -{"index":34,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification 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(fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":55.9} diff --git a/boards_data/fr/data_tasks/STS/default.jsonl b/boards_data/fr/data_tasks/STS/default.jsonl index 9929d9f25b16ea5cebcbf6ace3173241f22bd49b..27b9bab04cf818c6d8ec6150197cff0c39cfbf07 100644 --- a/boards_data/fr/data_tasks/STS/default.jsonl +++ b/boards_data/fr/data_tasks/STS/default.jsonl @@ -1,76 +1,76 @@ -{"index":23,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2} -{"index":24,"Rank":2,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81} +{"index":26,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 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(rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43} +{"index":12,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.98,"GeoreviewClusteringP2P (rus-Cyrl)":65.68,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":61.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":52.72} +{"index":10,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93} +{"index":9,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73} +{"index":22,"Rank":4,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, 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+{"index":5,"Rank":8,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41} +{"index":15,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29} +{"index":13,"Rank":10,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78} +{"index":23,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, 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(rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68} +{"index":6,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16} +{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28} +{"index":11,"Rank":17,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31} +{"index":8,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09} +{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12} +{"index":7,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98} +{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67} +{"index":19,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49} +{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19} +{"index":18,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43} diff --git a/boards_data/ru/data_tasks/PairClassification/default.jsonl b/boards_data/ru/data_tasks/PairClassification/default.jsonl index f57357065d1c24c21f29c80e29b3851e7e04860f..32ce06668068035e3fbdf56ea6c3e8cfb94aa286 100644 --- a/boards_data/ru/data_tasks/PairClassification/default.jsonl +++ b/boards_data/ru/data_tasks/PairClassification/default.jsonl @@ -1,25 +1,24 @@ -{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99} -{"index":22,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57} +{"index":10,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99} +{"index":21,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57} {"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million 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-{"index":23,"Rank":10,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81} -{"index":24,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09} -{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71} -{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61} -{"index":16,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14} -{"index":14,"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96} -{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, 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-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4} -{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03} -{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52} +{"index":9,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02} +{"index":12,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38} +{"index":3,"Rank":6,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12} +{"index":20,"Rank":7,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million 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+{"index":13,"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96} +{"index":11,"Rank":15,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78} +{"index":1,"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48} +{"index":2,"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12} +{"index":4,"Rank":18,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97} +{"index":8,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87} +{"index":7,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06} +{"index":5,"Rank":21,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17} +{"index":17,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4} +{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03} +{"index":19,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52} diff --git a/boards_data/ru/data_tasks/Reranking/default.jsonl b/boards_data/ru/data_tasks/Reranking/default.jsonl index a13680a1544cbea89ae4e7364368dbb4f144a64b..6a2ca1a8519df940473cc204ff9dac162fc5a1d5 100644 --- a/boards_data/ru/data_tasks/Reranking/default.jsonl +++ b/boards_data/ru/data_tasks/Reranking/default.jsonl @@ -1,25 +1,24 @@ -{"index":15,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58} -{"index":13,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61} +{"index":14,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58} +{"index":12,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61} {"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.02} -{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08} -{"index":4,"Rank":5,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"RuBQReranking (rus-Cyrl)":72.41} -{"index":14,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01} -{"index":16,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46} -{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65} -{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42} -{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15} 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-{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09} -{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58} -{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65} -{"index":3,"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89} -{"index":18,"Rank":21,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51} -{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44} 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+{"index":6,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83} +{"index":20,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8} +{"index":5,"Rank":15,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81} +{"index":8,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09} +{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58} +{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65} 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a/boards_data/ru/data_tasks/Retrieval/default.jsonl b/boards_data/ru/data_tasks/Retrieval/default.jsonl index ff2d9994beaff05385e7b2f971314548b735ace4..7455b8e44e65976332a7d1c15479f54d9a823b10 100644 --- a/boards_data/ru/data_tasks/Retrieval/default.jsonl +++ b/boards_data/ru/data_tasks/Retrieval/default.jsonl @@ -1,25 +1,24 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98} -{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11} +{"index":12,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98} +{"index":14,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11} {"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21} -{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03} -{"index":16,"Rank":5,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53} -{"index":23,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71} -{"index":10,"Rank":7,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86} -{"index":24,"Rank":8,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73} -{"index":22,"Rank":9,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04} -{"index":21,"Rank":10,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7} -{"index":17,"Rank":11,"Model":"LaBSE<\/a>","Model Size (Million 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-{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63} -{"index":2,"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52} -{"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15} -{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6} -{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, 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fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02} +{"index":6,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03} +{"index":4,"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8} +{"index":8,"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87} +{"index":5,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45} +{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model 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+{"index":18,"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64} +{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84} +{"index":19,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75} diff --git a/boards_data/ru/data_tasks/STS/default.jsonl b/boards_data/ru/data_tasks/STS/default.jsonl index 99047b097fd38eb2341d68b762af2a2446f4f515..0b9caccce0c946f0b7d70e6ed73ff008bb9e3a59 100644 --- a/boards_data/ru/data_tasks/STS/default.jsonl +++ b/boards_data/ru/data_tasks/STS/default.jsonl @@ -1,25 +1,24 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13} -{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35} -{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26} -{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15} +{"index":12,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13} +{"index":10,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35} +{"index":9,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26} +{"index":14,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15} {"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87} -{"index":23,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, 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-{"index":4,"Rank":11,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":73.67,"RUParaPhraserSTS (rus-Cyrl)":71.08,"RuSTSBenchmarkSTS (rus-Cyrl)":76.26} -{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55} -{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32} -{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34} -{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, 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-{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47} -{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16} -{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95} -{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33} -{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, 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+{"index":15,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08} +{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46} +{"index":20,"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55} +{"index":6,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32} +{"index":16,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, 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fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33} +{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56} +{"index":19,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.92,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68} diff --git a/boards_data/se/data_tasks/Classification/default.jsonl b/boards_data/se/data_tasks/Classification/default.jsonl index 842423b532e1f9a09e3f2b841b3b0c74828e2010..24779041695522ff613e40430c9ceb64c0170274 100644 --- a/boards_data/se/data_tasks/Classification/default.jsonl +++ b/boards_data/se/data_tasks/Classification/default.jsonl @@ -1,48 +1,49 @@ {"index":14,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97} {"index":13,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25} -{"index":25,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44} -{"index":31,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million 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-{"index":32,"Rank":7,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79} -{"index":27,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06} -{"index":17,"Rank":9,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95} -{"index":46,"Rank":10,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99} -{"index":19,"Rank":11,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18} -{"index":47,"Rank":12,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33} -{"index":20,"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18} -{"index":21,"Rank":14,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13} -{"index":9,"Rank":15,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, 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