diff --git "a/EXTERNAL_MODEL_RESULTS.json" "b/EXTERNAL_MODEL_RESULTS.json"
--- "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": 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
+ "Model": "bert-base-swedish-cased"
}
]
},
"STS": {
"spearman": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "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
+ "Model": "bert-base-swedish-cased"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "SummEval": 30.47
+ "Model": "bert-base-swedish-cased"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "nomic-embed-text-v1.5-512"
+ "Model": "bert-base-swedish-cased"
}
]
}
},
- "bge-base-zh-v1.5": {
+ "m3e-large": {
"BitextMining": {
"f1": [
{
- "Model": "bge-base-zh-v1.5"
+ "Model": "m3e-large"
}
]
},
"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
}
]
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"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
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-base-zh-v1.5",
- "Cmnli": 84.1,
- "Ocnli": 75.41
+ "Model": "m3e-large",
+ "Cmnli": 69.27,
+ "Ocnli": 59.33
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-base-zh-v1.5",
- "CMedQAv1": 80.47,
- "CMedQAv2": 84.88,
- "MMarcoReranking": 29.74,
- "T2Reranking": 66.49
+ "Model": "m3e-large",
+ "CMedQAv1": 77.76,
+ "CMedQAv2": 78.27,
+ "MMarcoReranking": 16.46,
+ "T2Reranking": 66.13
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-base-zh-v1.5",
- "CmedqaRetrieval": 41.61,
- "CovidRetrieval": 74.7,
- "DuRetrieval": 85.07,
- "EcomRetrieval": 64.25,
- "MMarcoRetrieval": 77.69,
- "MedicalRetrieval": 56.51,
- "T2Retrieval": 83.71,
- "VideoRetrieval": 72.35
+ "Model": "m3e-large",
+ "CmedqaRetrieval": 30.73,
+ "CovidRetrieval": 61.33,
+ "DuRetrieval": 74.69,
+ "EcomRetrieval": 45.18,
+ "MMarcoRetrieval": 61.06,
+ "MedicalRetrieval": 48.66,
+ "T2Retrieval": 72.36,
+ "VideoRetrieval": 44.02
}
]
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"STS": {
"spearman": [
{
- "Model": "bge-base-zh-v1.5",
- "AFQMC": 42.4,
- "ATEC": 48.17,
- "BQ": 61.78,
- "LCQMC": 74.45,
- "PAWSX": 20.4,
- "QBQTC": 36.22,
- "STS22 (zh)": 68.01,
- "STSB": 78.31
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+ "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
}
]
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"Summarization": {
"spearman": [
{
- "Model": "bge-base-zh-v1.5"
+ "Model": "m3e-large"
}
]
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"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-base-zh-v1.5"
+ "Model": "m3e-large"
}
]
}
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- "bert-base-15lang-cased": {
+ "contriever-base-msmarco": {
"BitextMining": {
"f1": [
{
- "Model": "bert-base-15lang-cased"
+ "Model": "contriever-base-msmarco"
}
]
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"Classification": {
"accuracy": [
{
- "Model": "bert-base-15lang-cased",
- "AmazonReviewsClassification (fr)": 29.35,
- "MTOPDomainClassification (fr)": 63.7,
- "MTOPIntentClassification (fr)": 37.85,
- "MasakhaNEWSClassification (fra)": 63.89,
- "MassiveIntentClassification (fr)": 37.28,
- "MassiveScenarioClassification (fr)": 44.47
+ "Model": "contriever-base-msmarco",
+ "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
}
]
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"Clustering": {
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{
- "Model": "bert-base-15lang-cased",
- "AlloProfClusteringP2P": 53.16,
- "AlloProfClusteringS2S": 43.43,
- "HALClusteringS2S": 20.26,
- "MLSUMClusteringP2P": 41.22,
- "MLSUMClusteringS2S": 31.88,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
+ "Model": "contriever-base-msmarco",
+ "ArxivClusteringP2P": 42.61,
+ "ArxivClusteringS2S": 32.32,
+ "BiorxivClusteringP2P": 34.97,
+ "BiorxivClusteringS2S": 29.08,
+ "MedrxivClusteringP2P": 31.19,
+ "MedrxivClusteringS2S": 27.27,
+ "RedditClustering": 54.89,
+ "RedditClusteringP2P": 57.58,
+ "StackExchangeClustering": 63.15,
+ "StackExchangeClusteringP2P": 32.25,
+ "TwentyNewsgroupsClustering": 46.82
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bert-base-15lang-cased",
- "OpusparcusPC (fr)": 86.78,
- "PawsX (fr)": 53.38
+ "Model": "contriever-base-msmarco",
+ "SprintDuplicateQuestions": 95.55,
+ "TwitterSemEval2015": 66.85,
+ "TwitterURLCorpus": 85.21
}
]
},
"Reranking": {
"map": [
{
- "Model": "bert-base-15lang-cased",
- "AlloprofReranking": 36.21,
- "SyntecReranking": 53.25
+ "Model": "contriever-base-msmarco",
+ "AskUbuntuDupQuestions": 56.69,
+ "MindSmallReranking": 31.58,
+ "SciDocsRR": 76.51,
+ "StackOverflowDupQuestions": 47.78
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bert-base-15lang-cased",
- "AlloprofRetrieval": 1.61,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 3.55,
- "SyntecRetrieval": 18.95,
- "XPQARetrieval (fr)": 18.35
+ "Model": "contriever-base-msmarco",
+ "ArguAna": 48.32,
+ "CQADupstackRetrieval": 33.67,
+ "ClimateFEVER": 24.79,
+ "DBPedia": 38.1,
+ "FEVER": 59.29,
+ "FiQA2018": 27.42,
+ "HotpotQA": 56.81,
+ "MSMARCO": 36.77,
+ "NFCorpus": 31.32,
+ "NQ": 41.83,
+ "QuoraRetrieval": 86.72,
+ "SCIDOCS": 17.12,
+ "SciFact": 65.51,
+ "TRECCOVID": 44.77,
+ "Touche2020": 15.79
}
]
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"STS": {
"spearman": [
{
- "Model": "bert-base-15lang-cased",
- "SICKFr": 58.77,
- "STS22 (fr)": 40.4,
- "STSBenchmarkMultilingualSTS (fr)": 52.25
+ "Model": "contriever-base-msmarco",
+ "BIOSSES": 83.32,
+ "SICK-R": 70.2,
+ "STS12": 64.34,
+ "STS13": 80.03,
+ "STS14": 74.51,
+ "STS15": 83.3,
+ "STS16": 79.67,
+ "STS17 (en-en)": 86.32,
+ "STS22 (en)": 64.64,
+ "STSBenchmark": 78.81
}
]
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"Summarization": {
"spearman": [
{
- "Model": "bert-base-15lang-cased",
- "SummEvalFr": 29.13
+ "Model": "contriever-base-msmarco",
+ "SummEval": 30.36
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bert-base-15lang-cased"
+ "Model": "contriever-base-msmarco",
+ "Core17InstructionRetrieval": -2.48,
+ "News21InstructionRetrieval": -2.83,
+ "Robust04InstructionRetrieval": -6.12
}
]
}
},
- "paraphrase-multilingual-MiniLM-L12-v2": {
+ "msmarco-bert-co-condensor": {
"BitextMining": {
"f1": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "BUCC (de-en)": 97.11,
- "BUCC (fr-en)": 94.99,
- "BUCC (ru-en)": 95.06,
- "BUCC (zh-en)": 95.63,
- "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
+ "Model": "msmarco-bert-co-condensor"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "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,
- "MassiveIntentClassification (fr)": 57.52,
- "MassiveScenarioClassification (pl)": 65.04,
- "MassiveScenarioClassification (fr)": 64.52,
- "PAC": 65.76,
- "PolEmo2.0-IN": 57.76,
- "PolEmo2.0-OUT": 28.7,
- "ToxicConversationsClassification": 66.07,
- "TweetSentimentExtractionClassification": 56.12
+ "Model": "msmarco-bert-co-condensor",
+ "AmazonCounterfactualClassification (en)": 64.06,
+ "AmazonPolarityClassification": 66.88,
+ "AmazonReviewsClassification (en)": 34.85,
+ "Banking77Classification": 82.35,
+ "EmotionClassification": 41.91,
+ "ImdbClassification": 60.17,
+ "MTOPDomainClassification (en)": 91.34,
+ "MTOPIntentClassification (en)": 71.07,
+ "MassiveIntentClassification (en)": 70.4,
+ "MassiveScenarioClassification (en)": 73.73,
+ "ToxicConversationsClassification": 64.01,
+ "TweetSentimentExtractionClassification": 55.74
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "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
+ "Model": "msmarco-bert-co-condensor",
+ "ArxivClusteringP2P": 36.94,
+ "ArxivClusteringS2S": 29.03,
+ "BiorxivClusteringP2P": 32.35,
+ "BiorxivClusteringS2S": 28.16,
+ "MedrxivClusteringP2P": 30.23,
+ "MedrxivClusteringS2S": 27.01,
+ "RedditClustering": 48.04,
+ "RedditClusteringP2P": 53.53,
+ "StackExchangeClustering": 59.54,
+ "StackExchangeClusteringP2P": 30.48,
+ "TwentyNewsgroupsClustering": 38.68
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "CDSC-E": 72.22,
- "OpusparcusPC (fr)": 92.01,
- "PPC": 91.8,
- "PSC": 97.14,
- "PawsX (fr)": 56.94,
- "SICK-E-PL": 71.94,
- "SprintDuplicateQuestions": 89.46,
- "TwitterSemEval2015": 62.06,
- "TwitterURLCorpus": 83.83
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+ "SprintDuplicateQuestions": 96.09,
+ "TwitterSemEval2015": 65.95,
+ "TwitterURLCorpus": 83.17
}
]
},
"Reranking": {
"map": [
{
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- "AlloprofReranking": 49.01,
- "AskUbuntuDupQuestions": 60.49,
- "MindSmallReranking": 30.37,
- "SciDocsRR": 77.78,
- "StackOverflowDupQuestions": 45.85,
- "SyntecReranking": 75.03
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+ "MindSmallReranking": 27.13,
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- "AlloprofRetrieval": 26.63,
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- "ArguAna-PL": 37.83,
- "BSARDRetrieval": 0.0,
- "CQADupstackRetrieval": 30.7,
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- "FEVER": 52.66,
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- "FiQA2018": 20.33,
- "HotpotQA": 30.01,
- "HotpotQA-PL": 22.76,
- "MSMARCO": 23.72,
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- "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
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+ "ArguAna": 45.15,
+ "CQADupstackRetrieval": 27.72,
+ "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,
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+ "SciFact": 52.31,
+ "TRECCOVID": 40.54,
+ "Touche2020": 8.57
}
]
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"STS": {
"spearman": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "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,
- "STS22 (fr)": 70.55,
- "STSBenchmark": 84.42,
- "STSBenchmarkMultilingualSTS (fr)": 79.9
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+ "BIOSSES": 77.32,
+ "SICK-R": 72.0,
+ "STS12": 68.19,
+ "STS13": 80.4,
+ "STS14": 74.02,
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+ "STS16": 79.78,
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}
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"Summarization": {
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- "SummEval": 30.67,
- "SummEvalFr": 29.2
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+ "SummEval": 29.5
}
]
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"InstructionRetrieval": {
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+ "Model": "msmarco-bert-co-condensor"
}
]
}
},
- "nb-bert-large": {
+ "bge-large-zh-v1.5": {
"BitextMining": {
"f1": [
{
- "Model": "nb-bert-large",
- "BornholmBitextMining": 4.53
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}
]
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"Classification": {
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- "AngryTweetsClassification": 52.14,
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- "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
+ "Model": "bge-large-zh-v1.5",
+ "AmazonReviewsClassification (zh)": 41.38,
+ "IFlyTek": 48.74,
+ "JDReview": 85.14,
+ "MassiveIntentClassification (zh-CN)": 68.84,
+ "MassiveScenarioClassification (zh-CN)": 74.7,
+ "MultilingualSentiment": 72.97,
+ "OnlineShopping": 91.43,
+ "TNews": 52.1,
+ "Waimai": 86.9
}
]
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"Clustering": {
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+ "Model": "bge-large-zh-v1.5",
+ "CLSClusteringP2P": 41.44,
+ "CLSClusteringS2S": 38.33,
+ "ThuNewsClusteringP2P": 59.61,
+ "ThuNewsClusteringS2S": 56.58
}
]
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"PairClassification": {
"ap": [
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+ "Model": "bge-large-zh-v1.5",
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+ "Ocnli": 77.94
}
]
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{
- "Model": "nb-bert-large"
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+ "CMedQAv2": 85.44,
+ "MMarcoReranking": 28.74,
+ "T2Reranking": 65.74
}
]
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"Retrieval": {
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+ "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
}
]
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"STS": {
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+ "Model": "bge-large-zh-v1.5",
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+ "ATEC": 49.54,
+ "BQ": 62.94,
+ "LCQMC": 74.33,
+ "PAWSX": 33.92,
+ "QBQTC": 37.29,
+ "STS22 (zh)": 68.94,
+ "STSB": 78.7
}
]
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"Summarization": {
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}
]
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"InstructionRetrieval": {
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- "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"
}
]
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"Classification": {
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- "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
}
]
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"Clustering": {
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- "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": [
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- "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": [
{
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- "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": [
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- "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
}
]
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"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
}
]
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"STS": {
"spearman": [
{
- "Model": "tart-dual-contriever-msmarco"
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+ "STS12": 78.85,
+ "STS13": 88.94,
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+ "STS17 (en-en)": 89.46,
+ "STS22 (en)": 65.33,
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}
]
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"Summarization": {
"spearman": [
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}
]
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"InstructionRetrieval": {
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- "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
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}
]
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"Classification": {
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- "LccSentimentClassification": 36.67,
- "MassiveIntentClassification (da)": 6.51,
- "MassiveIntentClassification (nb)": 5.66,
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- "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"
}
]
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"Clustering": {
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{
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}
]
},
"PairClassification": {
"ap": [
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- "Model": "electra-small-swedish-cased-discriminator"
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}
]
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"Reranking": {
"map": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "bge-large-en-v1.5-instruct"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "bge-large-en-v1.5-instruct",
+ "ARCChallenge": 8.86,
+ "AlphaNLI": 0.86,
+ "HellaSwag": 26.24,
+ "PIQA": 23.26,
+ "Quail": 2.72,
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+ "RARbMath": 49.82,
+ "SIQA": 0.59,
+ "SpartQA": 2.34,
+ "TempReasonL1": 1.17,
+ "TempReasonL2Fact": 21.19,
+ "TempReasonL2Pure": 2.1,
+ "TempReasonL3Fact": 17.59,
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+ "WinoGrande": 10.31
}
]
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"STS": {
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- "Model": "electra-small-swedish-cased-discriminator"
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}
]
},
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{
- "Model": "electra-small-swedish-cased-discriminator"
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}
]
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"InstructionRetrieval": {
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{
- "Model": "electra-small-swedish-cased-discriminator"
+ "Model": "bge-large-en-v1.5-instruct"
}
]
}
},
- "e5-large-v2": {
+ "voyage-code-2": {
"BitextMining": {
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{
- "Model": "e5-large-v2"
+ "Model": "voyage-code-2"
}
]
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"Classification": {
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+ "Model": "voyage-code-2",
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+ "MTOPDomainClassification (fr)": 87.68,
+ "MTOPIntentClassification (fr)": 59.44,
+ "MasakhaNEWSClassification (fra)": 82.13,
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+ "MassiveScenarioClassification (fr)": 70.15
}
]
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"Clustering": {
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+ "HALClusteringS2S": 27.44,
+ "MLSUMClusteringP2P": 45.23,
+ "MLSUMClusteringS2S": 41.48,
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+ "MasakhaNEWSClusteringS2S (fra)": 35.18
}
]
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"PairClassification": {
"ap": [
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- "Model": "e5-large-v2"
+ "Model": "voyage-code-2",
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+ "PawsXPairClassification (fr)": 60.83
}
]
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"Reranking": {
"map": [
{
- "Model": "e5-large-v2"
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+ "SyntecReranking": 86.77
}
]
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"Retrieval": {
"ndcg_at_10": [
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+ "MintakaRetrieval (fr)": 19.05,
+ "SyntecRetrieval": 82.77,
+ "XPQARetrieval (fr)": 71.95
}
]
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"STS": {
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}
]
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"Summarization": {
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"InstructionRetrieval": {
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- "Core17InstructionRetrieval": 0.12,
- "News21InstructionRetrieval": 0.87,
- "Robust04InstructionRetrieval": -4.16
+ "Model": "voyage-code-2"
}
]
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},
- "Cohere-embed-multilingual-light-v3.0": {
+ "gte-Qwen1.5-7B-instruct": {
"BitextMining": {
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{
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}
]
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- "MasakhaNEWSClassification (fra)": 82.58,
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- "MassiveScenarioClassification (fr)": 59.5
- }
- ]
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- "MLSUMClusteringS2S": 32.72,
- "MasakhaNEWSClusteringP2P (fra)": 56.81,
- "MasakhaNEWSClusteringS2S (fra)": 29.41
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "AmazonCounterfactualClassification (en)": 83.16,
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+ "IFlyTek": 53.77,
+ "ImdbClassification": 95.58,
+ "JDReview": 88.2,
+ "MTOPDomainClassification (en)": 95.75,
+ "MTOPIntentClassification (en)": 84.26,
+ "MassiveIntentClassification (zh-CN)": 76.25,
+ "MassiveIntentClassification (en)": 78.47,
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+ "MassiveScenarioClassification (zh-CN)": 77.26,
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+ "TNews": 51.24,
+ "ToxicConversationsClassification": 78.75,
+ "TweetSentimentExtractionClassification": 66.0,
+ "Waimai": 88.63
+ }
+ ]
+ },
+ "Clustering": {
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+ "Model": "gte-Qwen1.5-7B-instruct",
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+ "ArxivClusteringS2S": 51.45,
+ "BiorxivClusteringP2P": 49.01,
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+ "MedrxivClusteringP2P": 44.37,
+ "MedrxivClusteringS2S": 42.0,
+ "RedditClustering": 73.37,
+ "RedditClusteringP2P": 72.51,
+ "StackExchangeClustering": 79.07,
+ "StackExchangeClusteringP2P": 49.57,
+ "ThuNewsClusteringP2P": 87.43,
+ "ThuNewsClusteringS2S": 87.9,
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}
]
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"PairClassification": {
"ap": [
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- "OpusparcusPC (fr)": 90.92,
- "PawsX (fr)": 57.32
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+ "Cmnli": 91.81,
+ "Ocnli": 85.22,
+ "SprintDuplicateQuestions": 95.99,
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}
]
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- "AlloprofReranking": 51.6,
- "SyntecReranking": 88.03
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+ "AskUbuntuDupQuestions": 66.0,
+ "CMedQAv1": 86.37,
+ "CMedQAv2": 87.41,
+ "MindSmallReranking": 32.71,
+ "SciDocsRR": 87.89,
+ "StackOverflowDupQuestions": 53.93,
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}
]
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"Retrieval": {
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- "AlloprofRetrieval": 35.39,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 23.0,
- "SyntecRetrieval": 76.88,
- "XPQARetrieval (fr)": 45.23
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "ArguAna": 62.65,
+ "BrightRetrieval (stackoverflow)": 19.85,
+ "BrightRetrieval (earth_science)": 36.22,
+ "BrightRetrieval (leetcode)": 25.46,
+ "BrightRetrieval (theoremqa_questions)": 26.97,
+ "BrightRetrieval (economics)": 17.72,
+ "BrightRetrieval (robotics)": 13.47,
+ "BrightRetrieval (pony)": 9.79,
+ "BrightRetrieval (aops)": 14.36,
+ "BrightRetrieval (psychology)": 24.61,
+ "BrightRetrieval (theoremqa_theorems)": 26.66,
+ "BrightRetrieval (biology)": 30.92,
+ "BrightRetrieval (sustainable_living)": 14.93,
+ "CQADupstackRetrieval": 40.64,
+ "ClimateFEVER": 44.0,
+ "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": 87.35
}
]
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"Summarization": {
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- "Model": "Cohere-embed-multilingual-light-v3.0",
- "SummEvalFr": 31.4
+ "Model": "gte-Qwen1.5-7B-instruct",
+ "SummEval": 31.46
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "Cohere-embed-multilingual-light-v3.0"
+ "Model": "gte-Qwen1.5-7B-instruct"
}
]
}
},
- "mistral-7b-instruct-v0.2": {
+ "text-similarity-curie-001": {
"BitextMining": {
"f1": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-similarity-curie-001"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-similarity-curie-001"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-similarity-curie-001",
+ "RedditClustering": 40.79,
+ "StackExchangeClustering": 55.14,
+ "TwentyNewsgroupsClustering": 37.64
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-similarity-curie-001",
+ "SprintDuplicateQuestions": 79.85,
+ "TwitterSemEval2015": 69.45,
+ "TwitterURLCorpus": 84.06
}
]
},
"Reranking": {
"map": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-similarity-curie-001",
+ "AskUbuntuDupQuestions": 55.09,
+ "SciDocsRR": 70.93,
+ "StackOverflowDupQuestions": 42.42
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-similarity-curie-001",
+ "FiQA2018": 5.14,
+ "NFCorpus": 19.96,
+ "QuoraRetrieval": 83.11,
+ "SciFact": 46.68,
+ "TRECCOVID": 7.61
}
]
},
"STS": {
"spearman": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-similarity-curie-001",
+ "BIOSSES": 77.46,
+ "SICK-R": 77.26,
+ "STSBenchmark": 83.02
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "text-similarity-curie-001"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "mistral-7b-instruct-v0.2",
- "Core17InstructionRetrieval": 13.03,
- "News21InstructionRetrieval": 4.81,
- "Robust04InstructionRetrieval": 12.61
+ "Model": "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,
+ "ImdbClassification": 65.02,
+ "MTOPDomainClassification (en)": 93.17,
+ "MTOPIntentClassification (en)": 71.1,
+ "MassiveIntentClassification (en)": 68.48,
+ "MassiveScenarioClassification (en)": 74.98,
+ "ToxicConversationsClassification": 68.15,
+ "TweetSentimentExtractionClassification": 53.57
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "voyage-lite-02-instruct",
- "ArxivClusteringP2P": 51.95,
- "ArxivClusteringS2S": 42.48,
- "BiorxivClusteringP2P": 50.15,
- "BiorxivClusteringS2S": 42.84,
- "MedrxivClusteringP2P": 47.24,
- "MedrxivClusteringS2S": 43.48,
- "RedditClustering": 63.73,
- "RedditClusteringP2P": 64.09,
- "StackExchangeClustering": 70.71,
- "StackExchangeClusteringP2P": 40.34,
- "TwentyNewsgroupsClustering": 59.56
+ "Model": "elser-v2",
+ "ArxivClusteringP2P": 35.27,
+ "ArxivClusteringS2S": 23.18,
+ "BiorxivClusteringP2P": 31.13,
+ "BiorxivClusteringS2S": 26.78,
+ "MedrxivClusteringP2P": 24.65,
+ "MedrxivClusteringS2S": 24.21,
+ "RedditClustering": 38.74,
+ "RedditClusteringP2P": 51.92,
+ "StackExchangeClustering": 42.7,
+ "StackExchangeClusteringP2P": 28.7,
+ "TwentyNewsgroupsClustering": 27.82
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "voyage-lite-02-instruct",
- "SprintDuplicateQuestions": 98.07,
- "TwitterSemEval2015": 74.44,
- "TwitterURLCorpus": 88.11
+ "Model": "elser-v2",
+ "SprintDuplicateQuestions": 94.53,
+ "TwitterSemEval2015": 64.41,
+ "TwitterURLCorpus": 85.01
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-lite-02-instruct",
- "AskUbuntuDupQuestions": 63.24,
- "MindSmallReranking": 31.48,
- "SciDocsRR": 84.68,
- "StackOverflowDupQuestions": 53.56
+ "Model": "elser-v2",
+ "AskUbuntuDupQuestions": 58.31,
+ "MindSmallReranking": 30.75,
+ "SciDocsRR": 75.62,
+ "StackOverflowDupQuestions": 48.4
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "voyage-lite-02-instruct",
- "ArguAna": 70.28,
- "CQADupstackRetrieval": 46.2,
- "ClimateFEVER": 31.95,
- "DBPedia": 39.79,
- "FEVER": 91.35,
- "FiQA2018": 52.51,
- "HotpotQA": 75.51,
- "MSMARCO": 37.93,
- "NFCorpus": 43.7,
- "NQ": 64.26,
- "QuoraRetrieval": 87.62,
- "SCIDOCS": 20.24,
- "SciFact": 79.91,
- "TRECCOVID": 81.02,
- "Touche2020": 26.8
+ "Model": "elser-v2",
+ "ArguAna": 55.98,
+ "CQADupstackRetrieval": 34.27,
+ "ClimateFEVER": 27.08,
+ "DBPedia": 42.7,
+ "FEVER": 78.55,
+ "FiQA2018": 41.57,
+ "HotpotQA": 67.01,
+ "MSMARCO": 38.9,
+ "NFCorpus": 36.66,
+ "NQ": 55.84,
+ "QuoraRetrieval": 84.69,
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+ "SciFact": 71.8,
+ "TRECCOVID": 72.72,
+ "Touche2020": 26.27
}
]
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"STS": {
"spearman": [
{
- "Model": "voyage-lite-02-instruct",
- "BIOSSES": 89.7,
- "SICK-R": 78.44,
- "STS12": 86.46,
- "STS13": 87.76,
- "STS14": 86.6,
- "STS15": 90.1,
- "STS16": 86.39,
- "STS17 (en-en)": 86.98,
- "STS22 (en)": 76.89,
- "STSBenchmark": 88.56
+ "Model": "elser-v2",
+ "BIOSSES": 83.79,
+ "SICK-R": 68.78,
+ "STS12": 64.81,
+ "STS13": 80.1,
+ "STS14": 74.96,
+ "STS15": 83.7,
+ "STS16": 80.55,
+ "STS17 (en-en)": 85.74,
+ "STS22 (en)": 67.5,
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]
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"Summarization": {
"spearman": [
{
- "Model": "voyage-lite-02-instruct",
- "SummEval": 31.01
+ "Model": "elser-v2",
+ "SummEval": 31.03
}
]
},
"InstructionRetrieval": {
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{
- "Model": "voyage-lite-02-instruct"
+ "Model": "elser-v2"
}
]
}
},
- "text-search-babbage-001": {
+ "flaubert_base_uncased": {
"BitextMining": {
"f1": [
{
- "Model": "text-search-babbage-001"
+ "Model": "flaubert_base_uncased"
}
]
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"Classification": {
"accuracy": [
{
- "Model": "text-search-babbage-001"
+ "Model": "flaubert_base_uncased",
+ "AmazonReviewsClassification (fr)": 23.52,
+ "MTOPDomainClassification (fr)": 27.74,
+ "MTOPIntentClassification (fr)": 8.61,
+ "MasakhaNEWSClassification (fra)": 62.61,
+ "MassiveIntentClassification (fr)": 6.24,
+ "MassiveScenarioClassification (fr)": 10.98
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "text-search-babbage-001"
+ "Model": "flaubert_base_uncased",
+ "AlloProfClusteringP2P": 43.2,
+ "AlloProfClusteringS2S": 12.94,
+ "HALClusteringS2S": 1.8,
+ "MLSUMClusteringP2P": 33.22,
+ "MLSUMClusteringS2S": 14.9,
+ "MasakhaNEWSClusteringP2P (fra)": 28.49,
+ "MasakhaNEWSClusteringS2S (fra)": 22.58
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text-search-babbage-001"
+ "Model": "flaubert_base_uncased",
+ "OpusparcusPC (fr)": 82.0,
+ "PawsXPairClassification (fr)": 52.78
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-search-babbage-001"
+ "Model": "flaubert_base_uncased",
+ "AlloprofReranking": 34.55,
+ "SyntecReranking": 57.18
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text-search-babbage-001",
- "ArguAna": 49.2,
- "ClimateFEVER": 19.9,
- "FEVER": 77.0,
- "FiQA2018": 42.2,
- "HotpotQA": 63.1,
- "NFCorpus": 36.7,
- "QuoraRetrieval": 69.7,
- "SciFact": 70.4,
- "TRECCOVID": 58.5,
- "Touche2020": 29.7
+ "Model": "flaubert_base_uncased",
+ "AlloprofRetrieval": 1.72,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 0.51,
+ "SyntecRetrieval": 22.33,
+ "XPQARetrieval (fr)": 9.09
}
]
},
"STS": {
"spearman": [
{
- "Model": "text-search-babbage-001"
+ "Model": "flaubert_base_uncased",
+ "SICKFr": 41.9,
+ "STS22 (fr)": 55.15,
+ "STSBenchmarkMultilingualSTS (fr)": 33.41
}
]
},
"Summarization": {
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{
- "Model": "text-search-babbage-001"
+ "Model": "flaubert_base_uncased",
+ "SummEvalFr": 29.43
}
]
},
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{
- "Model": "text-search-babbage-001"
+ "Model": "flaubert_base_uncased"
}
]
}
},
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]
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+ "AngryTweetsClassification (dan-Latn)": 56.28,
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}
]
},
"Clustering": {
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+ "PSC (pol-Latn)": 99.14,
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+ "PawsXPairClassification (fra-Latn)": 56.01,
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+ "PawsXPairClassification (kor-Hang)": 51.01,
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+ "SICK-E-PL (pol-Latn)": 68.76,
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}
]
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{
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+ "AlloprofReranking": 58.1,
+ "AskUbuntuDupQuestions": 59.28,
+ "CMedQAv1": 65.21,
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+ "MindSmallReranking": 29.28,
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+ "SciDocsRR": 81.81,
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+ "T2Reranking": 64.39
}
]
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{
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+ "Model": "multilingual-e5-base",
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+ "ARCChallenge": 9.61,
+ "AlloprofRetrieval (fra-Latn)": 34.45,
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+ "ArguAna-PL (pol-Latn)": 42.86,
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+ "CmedqaRetrieval (cmn-Hans)": 27.2,
+ "CmedqaRetrieval": 27.2,
+ "CovidRetrieval (cmn-Hans)": 73.48,
+ "CovidRetrieval": 73.45,
+ "DBPedia-PL": 30.23,
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+ "GerDaLIRSmall (deu-Latn)": 15.3,
+ "HellaSwag": 24.79,
+ "HotpotQA-PL": 63.52,
+ "LEMBNarrativeQARetrieval": 23.6,
+ "LEMBNeedleRetrieval": 32.0,
+ "LEMBPasskeyRetrieval": 38.25,
+ "LEMBQMSumRetrieval": 25.16,
+ "LEMBSummScreenFDRetrieval": 68.21,
+ "LEMBWikimQARetrieval": 56.04,
+ "LeCaRDv2 (zho-Hans)": 59.0,
+ "LegalBenchConsumerContractsQA": 69.02,
+ "LegalBenchCorporateLobbying": 88.97,
+ "LegalQuAD (deu-Latn)": 47.85,
+ "LegalSummarization": 61.69,
+ "MMarcoRetrieval (cmn-Hans)": 76.01,
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+ "MedicalRetrieval (cmn-Hans)": 48.33,
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+ "MintakaRetrieval (ara-Arab)": 23.06,
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+ "MintakaRetrieval (spa-Latn)": 29.88,
+ "MintakaRetrieval (fra-Latn)": 30.96,
+ "MintakaRetrieval (hin-Deva)": 22.68,
+ "MintakaRetrieval (ita-Latn)": 29.77,
+ "MintakaRetrieval (jpn-Hira)": 22.98,
+ "MintakaRetrieval (por-Latn)": 30.62,
+ "MintakaRetrieval (fr)": 23.46,
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+ "NFCorpus-PL": 25.98,
+ "NQ-PL": 44.8,
+ "PIQA": 25.09,
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+ "Quora-PL": 81.22,
+ "RARbCode": 52.16,
+ "RARbMath": 65.35,
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+ "RuBQRetrieval (rus-Cyrl)": 69.58,
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+ "SCIDOCS-PL": 12.35,
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+ "T2Retrieval (cmn-Hans)": 70.77,
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+ "TRECCOVID-PL (pol-Latn)": 65.94,
+ "TRECCOVID-PL": 66.06,
+ "TempReasonL1": 0.72,
+ "TempReasonL2Fact": 38.76,
+ "TempReasonL2Pure": 1.63,
+ "TempReasonL3Fact": 35.85,
+ "TempReasonL3Pure": 7.11,
+ "Touche2020": 21.5,
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+ "VideoRetrieval": 61.3,
+ "WinoGrande": 56.18,
+ "XPQARetrieval (ara-Arab_ara-Arab)": 39.97,
+ "XPQARetrieval (eng-Latn_ara-Arab)": 17.23,
+ "XPQARetrieval (ara-Arab_eng-Latn)": 34.35,
+ "XPQARetrieval (deu-Latn_deu-Latn)": 72.11,
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+ "XPQARetrieval (deu-Latn_eng-Latn)": 61.46,
+ "XPQARetrieval (spa-Latn_spa-Latn)": 58.35,
+ "XPQARetrieval (eng-Latn_spa-Latn)": 25.27,
+ "XPQARetrieval (spa-Latn_eng-Latn)": 51.07,
+ "XPQARetrieval (fra-Latn_fra-Latn)": 59.56,
+ "XPQARetrieval (eng-Latn_fra-Latn)": 23.69,
+ "XPQARetrieval (fra-Latn_eng-Latn)": 53.9,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 70.56,
+ "XPQARetrieval (eng-Latn_hin-Deva)": 27.57,
+ "XPQARetrieval (hin-Deva_eng-Latn)": 63.68,
+ "XPQARetrieval (ita-Latn_ita-Latn)": 70.38,
+ "XPQARetrieval (eng-Latn_ita-Latn)": 26.06,
+ "XPQARetrieval (ita-Latn_eng-Latn)": 56.2,
+ "XPQARetrieval (jpn-Hira_jpn-Hira)": 71.97,
+ "XPQARetrieval (eng-Latn_jpn-Hira)": 17.63,
+ "XPQARetrieval (jpn-Hira_eng-Latn)": 61.03,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 36.12,
+ "XPQARetrieval (eng-Latn_kor-Hang)": 20.27,
+ "XPQARetrieval (kor-Hang_eng-Latn)": 29.26,
+ "XPQARetrieval (pol-Latn_pol-Latn)": 48.1,
+ "XPQARetrieval (eng-Latn_pol-Latn)": 19.48,
+ "XPQARetrieval (pol-Latn_eng-Latn)": 40.18,
+ "XPQARetrieval (por-Latn_por-Latn)": 44.76,
+ "XPQARetrieval (eng-Latn_por-Latn)": 17.66,
+ "XPQARetrieval (por-Latn_eng-Latn)": 40.52,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 35.25,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 12.64,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 26.73,
+ "XPQARetrieval (cmn-Hans_cmn-Hans)": 67.06,
+ "XPQARetrieval (eng-Latn_cmn-Hans)": 12.72,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 53.53,
+ "XPQARetrieval (fr)": 65.81
}
]
},
"STS": {
"spearman": [
{
- "Model": "gottbert-base"
+ "Model": "multilingual-e5-base",
+ "AFQMC (cmn-Hans)": 29.66,
+ "AFQMC": 29.67,
+ "ATEC (cmn-Hans)": 37.01,
+ "ATEC": 37.01,
+ "BIOSSES": 85.05,
+ "BQ (cmn-Hans)": 45.45,
+ "BQ": 45.45,
+ "CDSC-R (pol-Latn)": 90.09,
+ "CDSC-R": 90.08,
+ "LCQMC (cmn-Hans)": 74.15,
+ "LCQMC": 74.15,
+ "PAWSX (cmn-Hans)": 12.13,
+ "PAWSX": 12.14,
+ "QBQTC": 28.81,
+ "RUParaPhraserSTS (rus-Cyrl)": 70.17,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 79.64,
+ "SICK-R": 78.51,
+ "SICK-R-PL (pol-Latn)": 71.23,
+ "SICK-R-PL": 71.23,
+ "SICKFr (fra-Latn)": 75.76,
+ "SICKFr": 76.23,
+ "STS12": 76.7,
+ "STS13": 78.02,
+ "STS14": 76.6,
+ "STS15": 88.16,
+ "STS16": 84.28,
+ "STS17 (fra-Latn_eng-Latn)": 80.18,
+ "STS17 (ita-Latn_eng-Latn)": 80.16,
+ "STS17 (eng-Latn_ara-Arab)": 71.27,
+ "STS17 (kor-Hang)": 79.95,
+ "STS17 (eng-Latn_tur-Latn)": 63.3,
+ "STS17 (spa-Latn_eng-Latn)": 76.56,
+ "STS17 (spa-Latn)": 86.74,
+ "STS17 (en-en)": 87.84,
+ "STS17 (ara-Arab)": 74.48,
+ "STS17 (nld-Latn_eng-Latn)": 79.29,
+ "STS17 (eng-Latn_deu-Latn)": 82.08,
+ "STS22 (fra-Latn)": 75.04,
+ "STS22 (ara-Arab)": 57.82,
+ "STS22 (en)": 62.26,
+ "STS22 (spa-Latn)": 66.67,
+ "STS22 (fra-Latn_pol-Latn)": 73.25,
+ "STS22 (ita-Latn)": 77.76,
+ "STS22 (pol-Latn_eng-Latn)": 70.37,
+ "STS22 (tur-Latn)": 63.71,
+ "STS22 (rus-Cyrl)": 60.67,
+ "STS22 (deu-Latn)": 55.95,
+ "STS22 (deu-Latn_fra-Latn)": 59.68,
+ "STS22 (spa-Latn_eng-Latn)": 74.0,
+ "STS22 (cmn-Hans_eng-Latn)": 69.8,
+ "STS22 (pol-Latn)": 34.08,
+ "STS22 (spa-Latn_ita-Latn)": 66.43,
+ "STS22 (cmn-Hans)": 65.63,
+ "STS22 (deu-Latn_pol-Latn)": 39.35,
+ "STS22 (deu-Latn_eng-Latn)": 54.89,
+ "STS22 (zh)": 65.64,
+ "STS22 (pl)": 34.07,
+ "STSB (cmn-Hans)": 79.04,
+ "STSB": 79.05,
+ "STSBenchmark": 85.64,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75,
+ "STSBenchmarkMultilingualSTS (en)": 85.64,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 67.16,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09,
+ "STSBenchmarkMultilingualSTS (fr)": 80.62
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "gottbert-base"
+ "Model": "multilingual-e5-base",
+ "SummEval": 30.23,
+ "SummEvalFr (fra-Latn)": 32.96,
+ "SummEvalFr": 30.76
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "gottbert-base"
+ "Model": "multilingual-e5-base"
}
]
}
},
- "OpenSearch-text-hybrid": {
+ "nomic-embed-text-v1.5-128": {
"BitextMining": {
"f1": [
{
- "Model": "OpenSearch-text-hybrid"
+ "Model": "nomic-embed-text-v1.5-128"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "OpenSearch-text-hybrid",
- "AmazonReviewsClassification (zh)": 46.18,
- "IFlyTek": 51.8,
- "JDReview": 86.02,
- "MassiveIntentClassification (zh-CN)": 73.85,
- "MassiveScenarioClassification (zh-CN)": 77.13,
- "MultilingualSentiment": 76.35,
- "OnlineShopping": 93.2,
- "TNews": 53.06,
- "Waimai": 88.1
+ "Model": "nomic-embed-text-v1.5-128",
+ "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
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "OpenSearch-text-hybrid",
- "CLSClusteringP2P": 41.64,
- "CLSClusteringS2S": 40.33,
- "ThuNewsClusteringP2P": 69.28,
- "ThuNewsClusteringS2S": 63.75
+ "Model": "nomic-embed-text-v1.5-128",
+ "ArxivClusteringP2P": 43.87,
+ "ArxivClusteringS2S": 34.57,
+ "BiorxivClusteringP2P": 36.79,
+ "BiorxivClusteringS2S": 30.68,
+ "MedrxivClusteringP2P": 34.09,
+ "MedrxivClusteringS2S": 31.3,
+ "RedditClustering": 53.31,
+ "RedditClusteringP2P": 58.96,
+ "StackExchangeClustering": 59.92,
+ "StackExchangeClusteringP2P": 33.88,
+ "TwentyNewsgroupsClustering": 47.29
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "OpenSearch-text-hybrid",
- "Cmnli": 90.77,
- "Ocnli": 85.44
+ "Model": "nomic-embed-text-v1.5-128",
+ "SprintDuplicateQuestions": 91.45,
+ "TwitterSemEval2015": 73.23,
+ "TwitterURLCorpus": 85.93
}
]
},
"Reranking": {
"map": [
{
- "Model": "OpenSearch-text-hybrid",
- "CMedQAv1": 88.99,
- "CMedQAv2": 89.6,
- "MMarcoReranking": 28.12,
- "T2Reranking": 66.38
+ "Model": "nomic-embed-text-v1.5-128",
+ "AskUbuntuDupQuestions": 61.16,
+ "MindSmallReranking": 30.02,
+ "SciDocsRR": 78.05,
+ "StackOverflowDupQuestions": 49.0
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "OpenSearch-text-hybrid",
- "CmedqaRetrieval": 46.56,
- "CovidRetrieval": 84.03,
- "DuRetrieval": 87.85,
- "EcomRetrieval": 68.79,
- "MMarcoRetrieval": 79.93,
- "MedicalRetrieval": 65.92,
- "T2Retrieval": 86.76,
- "VideoRetrieval": 75.43
+ "Model": "nomic-embed-text-v1.5-128",
+ "ArguAna": 43.4,
+ "CQADupstackRetrieval": 34.67,
+ "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": {
"spearman": [
{
- "Model": "OpenSearch-text-hybrid",
- "AFQMC": 59.11,
- "ATEC": 58.19,
- "BQ": 71.07,
- "LCQMC": 78.27,
- "PAWSX": 44.98,
- "QBQTC": 38.69,
- "STS22 (zh)": 66.53,
- "STSB": 82.8
+ "Model": "nomic-embed-text-v1.5-128",
+ "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": {
"spearman": [
{
- "Model": "OpenSearch-text-hybrid"
+ "Model": "nomic-embed-text-v1.5-128",
+ "SummEval": 29.59
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "OpenSearch-text-hybrid"
+ "Model": "nomic-embed-text-v1.5-128"
+ }
+ ]
+ }
+ },
+ "SFR-Embedding-Mistral": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "SFR-Embedding-Mistral"
+ }
+ ]
+ },
+ "Classification": {
+ "accuracy": [
+ {
+ "Model": "SFR-Embedding-Mistral"
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "SFR-Embedding-Mistral"
+ }
+ ]
+ },
+ "PairClassification": {
+ "ap": [
+ {
+ "Model": "SFR-Embedding-Mistral"
+ }
+ ]
+ },
+ "Reranking": {
+ "map": [
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+ "Model": "SFR-Embedding-Mistral"
+ }
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+ },
+ "Retrieval": {
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+ "BrightRetrieval (economics)": 17.84,
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+ "BrightRetrieval (psychology)": 18.97,
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+ "BrightRetrieval (leetcode)": 27.35,
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+ "BrightRetrieval (earth_science)": 26.63,
+ "BrightRetrieval (robotics)": 16.7
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+ "Model": "SFR-Embedding-Mistral"
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+ "Model": "SFR-Embedding-Mistral"
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+ "Model": "SFR-Embedding-Mistral"
}
]
}
@@ -2128,16192 +2921,1831 @@
]
}
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+ "XPQARetrieval (fra-Latn_eng-Latn)": 43.08,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 52.09,
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+ "XPQARetrieval (jpn-Hira_eng-Latn)": 44.93,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 21.34,
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+ "XPQARetrieval (eng-Latn_por-Latn)": 19.76,
+ "XPQARetrieval (por-Latn_eng-Latn)": 34.2,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 6.36,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 5.36,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 9.03,
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+ "XPQARetrieval (fr)": 42.51
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+ ]
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+ "STS17 (eng-Latn_tur-Latn)": 76.74,
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+ "STS17 (en-ar)": 81.22,
+ "STS17 (en-de)": 84.22,
+ "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 (ara-Arab)": 46.2,
+ "STS22 (spa-Latn_eng-Latn)": 67.33,
+ "STS22 (cmn-Hans)": 58.75,
+ "STS22 (fra-Latn)": 70.55,
+ "STS22 (en)": 62.07,
+ "STS22 (deu-Latn)": 44.64,
+ "STS22 (pol-Latn)": 33.74,
+ "STS22 (rus-Cyrl)": 57.08,
+ "STS22 (pol-Latn_eng-Latn)": 69.02,
+ "STS22 (deu-Latn_eng-Latn)": 52.65,
+ "STS22 (cmn-Hans_eng-Latn)": 65.71,
+ "STS22 (tur-Latn)": 53.39,
+ "STS22 (spa-Latn)": 56.56,
+ "STS22 (deu-Latn_pol-Latn)": 44.22,
+ "STS22 (spa-Latn_ita-Latn)": 47.67,
+ "STS22 (deu-Latn_fra-Latn)": 51.73,
+ "STS22 (fra-Latn_pol-Latn)": 50.71,
+ "STS22 (ita-Latn)": 55.22,
+ "STS22 (pl)": 33.73,
+ "STS22 (fr)": 70.55,
+ "STSB (cmn-Hans)": 78.91,
+ "STSBenchmark": 84.42,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 81.1,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 79.9,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 80.47,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.32,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 80.39,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 78.29,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 80.16,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 78.87,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 79.54,
+ "STSBenchmarkMultilingualSTS (en)": 84.42,
+ "STSBenchmarkMultilingualSTS (fr)": 79.9
+ }
+ ]
+ },
+ "Summarization": {
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+ "SummEval": 30.67,
+ "SummEvalFr (fra-Latn)": 29.2,
+ "SummEvalFr": 29.2
+ }
+ ]
+ },
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- "Model": "gtr-t5-base"
+ "Model": "paraphrase-multilingual-MiniLM-L12-v2"
}
]
}
},
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{
- "Model": "nb-bert-base",
- "BornholmBitextMining": 9.88
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}
]
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{
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- "DKHateClassification": 61.73,
- "DanishPoliticalCommentsClassification": 34.84,
- "LccSentimentClassification": 51.4,
- "MassiveIntentClassification (da)": 56.69,
- "MassiveIntentClassification (nb)": 60.67,
- "MassiveIntentClassification (sv)": 53.89,
- "MassiveScenarioClassification (da)": 61.93,
- "MassiveScenarioClassification (nb)": 67.31,
- "MassiveScenarioClassification (sv)": 55.37,
- "NoRecClassification": 51.32,
- "NordicLangClassification": 84.69,
- "NorwegianParliament": 57.41,
- "ScalaDaClassification": 57.99,
- "ScalaNbClassification": 62.25
+ "Model": "bge-m3-instruct"
}
]
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"Clustering": {
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{
- "Model": "nb-bert-base"
+ "Model": "bge-m3-instruct"
}
]
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"PairClassification": {
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- "Model": "nb-bert-base"
+ "Model": "bge-m3-instruct"
}
]
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- "Model": "nb-bert-base"
+ "Model": "bge-m3-instruct"
}
]
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"Retrieval": {
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+ "Model": "bge-m3-instruct",
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+ "AlphaNLI": 24.69,
+ "HellaSwag": 25.55,
+ "PIQA": 19.03,
+ "Quail": 7.08,
+ "RARbCode": 39.58,
+ "RARbMath": 64.51,
+ "SIQA": 4.77,
+ "SpartQA": 7.0,
+ "TempReasonL1": 0.8,
+ "TempReasonL2Fact": 34.99,
+ "TempReasonL2Pure": 0.62,
+ "TempReasonL3Fact": 32.47,
+ "TempReasonL3Pure": 7.01,
+ "WinoGrande": 35.33
}
]
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"STS": {
"spearman": [
{
- "Model": "nb-bert-base"
+ "Model": "bge-m3-instruct"
}
]
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"Summarization": {
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- "Model": "nb-bert-base"
+ "Model": "bge-m3-instruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "nb-bert-base"
+ "Model": "bge-m3-instruct"
}
]
}
},
- "voyage-2": {
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"BitextMining": {
"f1": [
{
- "Model": "voyage-2"
+ "Model": "text-embedding-ada-002-instruct"
}
]
},
"Classification": {
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- "AmazonReviewsClassification (fr)": 37.26,
- "MTOPDomainClassification (fr)": 79.79,
- "MTOPIntentClassification (fr)": 45.62,
- "MasakhaNEWSClassification (fra)": 80.19,
- "MassiveIntentClassification (fr)": 53.7,
- "MassiveScenarioClassification (fr)": 62.46
+ "Model": "text-embedding-ada-002-instruct"
}
]
},
"Clustering": {
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{
- "Model": "voyage-2",
- "AlloProfClusteringP2P": 57.96,
- "AlloProfClusteringS2S": 41.65,
- "HALClusteringS2S": 24.84,
- "MLSUMClusteringP2P": 45.08,
- "MLSUMClusteringS2S": 38.77,
- "MasakhaNEWSClusteringP2P (fra)": 48.54,
- "MasakhaNEWSClusteringS2S (fra)": 36.33
+ "Model": "text-embedding-ada-002-instruct"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "voyage-2",
- "OpusparcusPC (fr)": 89.76,
- "PawsX (fr)": 58.96
+ "Model": "text-embedding-ada-002-instruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-2",
- "AlloprofReranking": 63.54,
- "SyntecReranking": 82.65
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}
]
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"Retrieval": {
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- "Model": "voyage-2",
- "AlloprofRetrieval": 45.5,
- "BSARDRetrieval": 0.15,
- "MintakaRetrieval (fr)": 15.51,
- "SyntecRetrieval": 75.83,
- "XPQARetrieval (fr)": 67.07
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+ "ARCChallenge": 11.85,
+ "AlphaNLI": 10.62,
+ "HellaSwag": 24.8,
+ "PIQA": 23.87,
+ "Quail": 5.79,
+ "RARbCode": 82.36,
+ "RARbMath": 67.26,
+ "SIQA": 2.64,
+ "SpartQA": 4.75,
+ "TempReasonL1": 1.44,
+ "TempReasonL2Fact": 19.38,
+ "TempReasonL2Pure": 2.43,
+ "TempReasonL3Fact": 17.58,
+ "TempReasonL3Pure": 7.31,
+ "WinoGrande": 11.36
}
]
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"STS": {
"spearman": [
{
- "Model": "voyage-2",
- "SICKFr": 68.51,
- "STS22 (fr)": 70.51,
- "STSBenchmarkMultilingualSTS (fr)": 76.43
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}
]
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"Summarization": {
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- "Model": "voyage-2",
- "SummEvalFr": 30.88
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{
- "Model": "voyage-2"
+ "Model": "text-embedding-ada-002-instruct"
}
]
}
},
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- "Model": "text-search-ada-001"
+ "Model": "silver-retriever-base-v1"
}
]
},
"Classification": {
"accuracy": [
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+ "CBD": 68.51,
+ "MassiveIntentClassification (pl)": 66.63,
+ "MassiveScenarioClassification (pl)": 69.97,
+ "PAC": 66.26,
+ "PolEmo2.0-IN": 63.52,
+ "PolEmo2.0-OUT": 44.7
}
]
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- "Model": "text-search-ada-001",
- "BiorxivClusteringS2S": 26.05,
- "MedrxivClusteringS2S": 25.67,
- "TwentyNewsgroupsClustering": 44.92
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+ "8TagsClustering": 31.49
}
]
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"PairClassification": {
"ap": [
{
- "Model": "text-search-ada-001"
+ "Model": "silver-retriever-base-v1",
+ "CDSC-E": 67.35,
+ "PPC": 85.33,
+ "PSC": 98.46,
+ "SICK-E-PL": 58.19
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]
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"Reranking": {
"map": [
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- "Model": "text-search-ada-001"
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- "ArguAna": 46.91,
- "ClimateFEVER": 18.5,
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- "FiQA2018": 38.41,
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- "MSMARCO": 37.94,
- "NFCorpus": 33.17,
- "NQ": 42.81,
- "QuoraRetrieval": 70.57,
- "SCIDOCS": 14.83,
- "SciFact": 67.25,
- "TRECCOVID": 72.43,
- "Touche2020": 28.68
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+ "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
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"STS": {
"spearman": [
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}
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}
]
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{
- "Model": "text-search-ada-001"
+ "Model": "silver-retriever-base-v1"
}
]
}
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- "Tatoeba (yue-eng)": 1.31,
- "Tatoeba (zsm-eng)": 29.74
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}
]
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"Classification": {
"accuracy": [
{
- "Model": "gtr-t5-xl",
- "AmazonCounterfactualClassification (de)": 59.79,
- "AmazonCounterfactualClassification (en)": 68.6,
- "AmazonCounterfactualClassification (en-ext)": 69.03,
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- "AmazonReviewsClassification (de)": 35.06,
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- "AmazonReviewsClassification (es)": 37.18,
- "AmazonReviewsClassification (fr)": 35.48,
- "AmazonReviewsClassification (ja)": 22.24,
- "AmazonReviewsClassification (zh)": 21.89,
- "Banking77Classification": 82.22,
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- "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,
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- "MassiveIntentClassification (az)": 35.05,
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- "MassiveIntentClassification (cy)": 36.19,
- "MassiveIntentClassification (da)": 48.42,
- "MassiveIntentClassification (de)": 55.49,
- "MassiveIntentClassification (el)": 10.14,
- "MassiveIntentClassification (en)": 70.23,
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- "MassiveIntentClassification (fa)": 3.54,
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- "MassiveIntentClassification (fr)": 57.67,
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- "MassiveIntentClassification (hu)": 34.22,
- "MassiveIntentClassification (hy)": 3.01,
- "MassiveIntentClassification (id)": 46.54,
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- "MassiveIntentClassification (it)": 54.13,
- "MassiveIntentClassification (ja)": 4.27,
- "MassiveIntentClassification (jv)": 36.97,
- "MassiveIntentClassification (ka)": 2.72,
- "MassiveIntentClassification (km)": 5.35,
- "MassiveIntentClassification (kn)": 3.17,
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- "MassiveIntentClassification (lv)": 36.32,
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- "MassiveIntentClassification (nl)": 49.53,
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- "MassiveIntentClassification (ru)": 36.58,
- "MassiveIntentClassification (sl)": 39.44,
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- "MassiveIntentClassification (tl)": 43.12,
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- "MassiveIntentClassification (ur)": 3.0,
- "MassiveIntentClassification (vi)": 30.01,
- "MassiveIntentClassification (zh-CN)": 1.72,
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- "MassiveScenarioClassification (af)": 52.54,
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- "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,
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- "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
- }
- ]
- },
- "Clustering": {
- "v_measure": [
+ "Model": "unsup-simcse-bert-base-uncased",
+ "AmazonCounterfactualClassification (en)": 67.09,
+ "AmazonPolarityClassification": 74.48,
+ "AmazonReviewsClassification (en)": 33.85,
+ "Banking77Classification": 73.55,
+ "EmotionClassification": 42.22,
+ "ImdbClassification": 69.63,
+ "MTOPDomainClassification (en)": 81.71,
+ "MTOPIntentClassification (en)": 59.23,
+ "MassiveIntentClassification (en)": 59.84,
+ "MassiveScenarioClassification (en)": 66.25,
+ "ToxicConversationsClassification": 68.82,
+ "TweetSentimentExtractionClassification": 53.36
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
{
- "Model": "gtr-t5-xl",
- "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
+ "Model": "unsup-simcse-bert-base-uncased",
+ "ArxivClusteringP2P": 32.61,
+ "ArxivClusteringS2S": 24.68,
+ "BiorxivClusteringP2P": 24.9,
+ "BiorxivClusteringS2S": 19.55,
+ "MedrxivClusteringP2P": 23.6,
+ "MedrxivClusteringS2S": 21.97,
+ "RedditClustering": 32.18,
+ "RedditClusteringP2P": 45.14,
+ "StackExchangeClustering": 43.07,
+ "StackExchangeClusteringP2P": 28.5,
+ "TwentyNewsgroupsClustering": 23.21
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "gtr-t5-xl",
- "SprintDuplicateQuestions": 95.45,
- "TwitterSemEval2015": 77.81,
- "TwitterURLCorpus": 85.14
+ "Model": "unsup-simcse-bert-base-uncased",
+ "SprintDuplicateQuestions": 69.41,
+ "TwitterSemEval2015": 60.21,
+ "TwitterURLCorpus": 81.37
}
]
},
"Reranking": {
"map": [
{
- "Model": "gtr-t5-xl",
- "AskUbuntuDupQuestions": 63.08,
- "MindSmallReranking": 31.5,
- "SciDocsRR": 76.49,
- "StackOverflowDupQuestions": 52.79
+ "Model": "unsup-simcse-bert-base-uncased",
+ "AskUbuntuDupQuestions": 51.57,
+ "MindSmallReranking": 28.62,
+ "SciDocsRR": 66.33,
+ "StackOverflowDupQuestions": 39.35
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "gtr-t5-xl",
- "ArguAna": 52.81,
- "CQADupstackRetrieval": 37.35,
- "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
+ "Model": "unsup-simcse-bert-base-uncased",
+ "ArguAna": 38.34,
+ "CQADupstackRetrieval": 13.22,
+ "ClimateFEVER": 11.8,
+ "DBPedia": 15.04,
+ "FEVER": 21.06,
+ "FiQA2018": 9.84,
+ "HotpotQA": 19.75,
+ "MSMARCO": 9.35,
+ "NFCorpus": 9.88,
+ "NQ": 11.69,
+ "QuoraRetrieval": 78.03,
+ "SCIDOCS": 5.5,
+ "SciFact": 25.72,
+ "TRECCOVID": 26.2,
+ "Touche2020": 8.9
}
]
},
"STS": {
"spearman": [
{
- "Model": "gtr-t5-xl",
- "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
+ "Model": "unsup-simcse-bert-base-uncased",
+ "BIOSSES": 72.31,
+ "SICK-R": 72.24,
+ "STS12": 66.05,
+ "STS13": 81.49,
+ "STS14": 73.61,
+ "STS15": 79.72,
+ "STS16": 78.12,
+ "STS17 (en-en)": 83.58,
+ "STS22 (en)": 59.65,
+ "STSBenchmark": 76.52
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "gtr-t5-xl",
- "SummEval": 30.21
+ "Model": "unsup-simcse-bert-base-uncased",
+ "SummEval": 31.15
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "gtr-t5-xl"
+ "Model": "unsup-simcse-bert-base-uncased"
}
]
}
},
- "LLM2Vec-Meta-Llama-3-unsupervised": {
+ "voyage-large-2-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised"
+ "Model": "voyage-large-2-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "AmazonCounterfactualClassification (en)": 75.7,
- "AmazonPolarityClassification": 80.68,
- "AmazonReviewsClassification (en)": 40.0,
- "Banking77Classification": 84.77,
- "EmotionClassification": 47.08,
- "ImdbClassification": 75.19,
- "MTOPDomainClassification (en)": 94.47,
- "MTOPIntentClassification (en)": 81.09,
- "MassiveIntentClassification (en)": 75.01,
- "MassiveScenarioClassification (en)": 79.16,
- "ToxicConversationsClassification": 71.85,
- "TweetSentimentExtractionClassification": 57.61
+ "Model": "voyage-large-2-instruct",
+ "AmazonCounterfactualClassification (en)": 77.6,
+ "AmazonPolarityClassification": 96.58,
+ "AmazonReviewsClassification (en)": 50.77,
+ "Banking77Classification": 86.96,
+ "EmotionClassification": 59.81,
+ "ImdbClassification": 96.13,
+ "MTOPDomainClassification (en)": 98.86,
+ "MTOPIntentClassification (en)": 86.97,
+ "MassiveIntentClassification (en)": 81.08,
+ "MassiveScenarioClassification (en)": 87.95,
+ "ToxicConversationsClassification": 83.58,
+ "TweetSentimentExtractionClassification": 71.55
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "ArxivClusteringP2P": 49.22,
- "ArxivClusteringS2S": 41.71,
- "BiorxivClusteringP2P": 38.39,
- "BiorxivClusteringS2S": 31.31,
- "MedrxivClusteringP2P": 31.47,
- "MedrxivClusteringS2S": 27.87,
- "RedditClustering": 43.67,
- "RedditClusteringP2P": 61.67,
- "StackExchangeClustering": 68.2,
- "StackExchangeClusteringP2P": 36.36,
- "TwentyNewsgroupsClustering": 32.01
+ "Model": "voyage-large-2-instruct",
+ "ArxivClusteringP2P": 51.81,
+ "ArxivClusteringS2S": 44.73,
+ "BiorxivClusteringP2P": 46.07,
+ "BiorxivClusteringS2S": 40.64,
+ "MedrxivClusteringP2P": 42.94,
+ "MedrxivClusteringS2S": 41.44,
+ "RedditClustering": 68.5,
+ "RedditClusteringP2P": 64.86,
+ "StackExchangeClustering": 74.16,
+ "StackExchangeClusteringP2P": 45.1,
+ "TwentyNewsgroupsClustering": 66.62
}
]
},
"PairClassification": {
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{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "SprintDuplicateQuestions": 88.14,
- "TwitterSemEval2015": 66.6,
- "TwitterURLCorpus": 79.3
+ "Model": "voyage-large-2-instruct",
+ "SprintDuplicateQuestions": 94.5,
+ "TwitterSemEval2015": 86.32,
+ "TwitterURLCorpus": 86.9
}
]
},
"Reranking": {
"map": [
{
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- "AskUbuntuDupQuestions": 57.16,
- "MindSmallReranking": 30.1,
- "SciDocsRR": 76.28,
- "StackOverflowDupQuestions": 48.82
+ "Model": "voyage-large-2-instruct",
+ "AskUbuntuDupQuestions": 64.92,
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- "Touche2020": 12.82
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- ]
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- "STS17 (en-en)": 85.44,
- "STS22 (en)": 63.9,
- "STSBenchmark": 77.44
- }
- ]
- },
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+ "BrightRetrieval (theoremqa_questions)": 26.06,
+ "BrightRetrieval (earth_science)": 25.09,
+ "BrightRetrieval (leetcode)": 30.6,
+ "BrightRetrieval (economics)": 19.85,
+ "BrightRetrieval (robotics)": 11.21,
+ "BrightRetrieval (psychology)": 24.79,
+ "BrightRetrieval (aops)": 7.45,
+ "BrightRetrieval (sustainable_living)": 15.58,
+ "BrightRetrieval (pony)": 1.48,
+ "BrightRetrieval (theoremqa_theorems)": 10.13,
+ "BrightRetrieval (biology)": 23.55,
+ "BrightRetrieval (stackoverflow)": 15.03,
+ "CQADupstackRetrieval": 46.6,
+ "ClimateFEVER": 32.65,
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+ "SCIDOCS": 24.32,
+ "SciFact": 79.99,
+ "TRECCOVID": 85.07,
+ "Touche2020": 39.16
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+ "Model": "voyage-large-2-instruct",
+ "SummEval": 30.84
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{
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+ "Model": "voyage-large-2-instruct"
}
]
}
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+ "rubert-base-cased": {
"BitextMining": {
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{
- "Model": "sentence-bert-swedish-cased",
- "BornholmBitextMining": 14.08
+ "Model": "rubert-base-cased",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 16.76
}
]
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"Classification": {
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{
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- "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
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+ "GeoreviewClassification (rus-Cyrl)": 37.22,
+ "HeadlineClassification (rus-Cyrl)": 75.23,
+ "InappropriatenessClassification (rus-Cyrl)": 57.34,
+ "KinopoiskClassification (rus-Cyrl)": 49.91,
+ "MassiveIntentClassification (rus-Cyrl)": 53.02,
+ "MassiveScenarioClassification (rus-Cyrl)": 56.79,
+ "RuReviewsClassification (rus-Cyrl)": 50.74,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 48.03,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 36.13
}
]
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"Clustering": {
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- "Model": "sentence-bert-swedish-cased"
+ "Model": "rubert-base-cased",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 28.77,
+ "MLSUMClusteringP2P (rus-Cyrl)": 41.42,
+ "MLSUMClusteringS2S (rus-Cyrl)": 40.52,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 28.29,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 26.67
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"PairClassification": {
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+ "Model": "rubert-base-cased",
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+ "TERRa (rus-Cyrl)": 52.12
}
]
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"Reranking": {
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{
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}
]
},
"Retrieval": {
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{
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+ "Model": "rubert-base-cased",
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+ "RuBQRetrieval (rus-Cyrl)": 9.52
}
]
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"STS": {
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+ "RuSTSBenchmarkSTS (rus-Cyrl)": 53.95,
+ "STS22 (rus-Cyrl)": 34.98,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 53.76
}
]
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"Summarization": {
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+ "Model": "rubert-base-cased"
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{
- "Model": "sentence-bert-swedish-cased"
+ "Model": "rubert-base-cased"
}
]
}
},
- "allenai-specter": {
+ "text-embedding-3-small-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "allenai-specter"
+ "Model": "text-embedding-3-small-instruct"
}
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"Classification": {
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- "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
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}
]
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"Clustering": {
"v_measure": [
{
- "Model": "allenai-specter",
- "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
+ "Model": "text-embedding-3-small-instruct"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "allenai-specter",
- "SprintDuplicateQuestions": 71.63,
- "TwitterSemEval2015": 43.25,
- "TwitterURLCorpus": 69.22
+ "Model": "text-embedding-3-small-instruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "allenai-specter",
- "AskUbuntuDupQuestions": 50.07,
- "MindSmallReranking": 24.8,
- "SciDocsRR": 81.31,
- "StackOverflowDupQuestions": 36.22
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}
]
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"Retrieval": {
"ndcg_at_10": [
{
- "Model": "allenai-specter",
- "ArguAna": 32.67,
- "CQADupstackRetrieval": 14.6,
- "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
+ "Model": "text-embedding-3-small-instruct",
+ "ARCChallenge": 13.76,
+ "AlphaNLI": 21.14,
+ "HellaSwag": 27.2,
+ "PIQA": 29.59,
+ "Quail": 6.64,
+ "RARbCode": 72.14,
+ "RARbMath": 64.31,
+ "SIQA": 2.98,
+ "SpartQA": 3.58,
+ "TempReasonL1": 2.29,
+ "TempReasonL2Fact": 26.34,
+ "TempReasonL2Pure": 3.17,
+ "TempReasonL3Fact": 22.72,
+ "TempReasonL3Pure": 9.98,
+ "WinoGrande": 25.49
}
]
},
"STS": {
"spearman": [
{
- "Model": "allenai-specter",
- "BIOSSES": 64.95,
- "SICK-R": 56.39,
- "STS12": 62.49,
- "STS13": 58.7,
- "STS14": 54.87,
- "STS15": 62.54,
- "STS16": 64.27,
- "STS17 (ar-ar)": 27.14,
- "STS17 (en-ar)": 6.9,
- "STS17 (en-de)": 11.59,
- "STS17 (en-en)": 69.63,
- "STS17 (en-tr)": 6.46,
- "STS17 (es-en)": 10.86,
- "STS17 (es-es)": 55.45,
- "STS17 (fr-en)": 16.02,
- "STS17 (it-en)": 19.87,
- "STS17 (ko-ko)": 8.08,
- "STS17 (nl-en)": 24.92,
- "STS22 (ar)": 19.57,
- "STS22 (de)": 17.31,
- "STS22 (de-en)": 26.03,
- "STS22 (de-fr)": 10.26,
- "STS22 (de-pl)": 16.94,
- "STS22 (en)": 55.06,
- "STS22 (es)": 48.89,
- "STS22 (es-en)": 51.79,
- "STS22 (es-it)": 25.24,
- "STS22 (fr)": 53.92,
- "STS22 (fr-pl)": 39.44,
- "STS22 (it)": 39.43,
- "STS22 (pl)": 13.56,
- "STS22 (pl-en)": 25.36,
- "STS22 (ru)": 1.11,
- "STS22 (tr)": 31.73,
- "STS22 (zh)": 16.35,
- "STS22 (zh-en)": 8.44,
- "STSBenchmark": 61.26
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}
]
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"Summarization": {
"spearman": [
{
- "Model": "allenai-specter",
- "SummEval": 27.66
+ "Model": "text-embedding-3-small-instruct"
}
]
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"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "allenai-specter"
+ "Model": "text-embedding-3-small-instruct"
}
]
}
},
- "m3e-large": {
+ "deberta-v1-base": {
"BitextMining": {
"f1": [
{
- "Model": "m3e-large"
+ "Model": "deberta-v1-base",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 13.21
}
]
},
"Classification": {
"accuracy": [
{
- "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
+ "Model": "deberta-v1-base",
+ "GeoreviewClassification (rus-Cyrl)": 40.19,
+ "HeadlineClassification (rus-Cyrl)": 78.75,
+ "InappropriatenessClassification (rus-Cyrl)": 61.33,
+ "KinopoiskClassification (rus-Cyrl)": 48.78,
+ "MassiveIntentClassification (rus-Cyrl)": 61.32,
+ "MassiveScenarioClassification (rus-Cyrl)": 64.71,
+ "RuReviewsClassification (rus-Cyrl)": 55.66,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.53,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 41.34
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "m3e-large",
- "CLSClusteringP2P": 38.6,
- "CLSClusteringS2S": 38.02,
- "ThuNewsClusteringP2P": 60.39,
- "ThuNewsClusteringS2S": 58.51
+ "Model": "deberta-v1-base",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 58.79,
+ "MLSUMClusteringP2P (rus-Cyrl)": 47.33,
+ "MLSUMClusteringS2S (rus-Cyrl)": 44.6,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 36.66,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 33.31
}
]
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"PairClassification": {
"ap": [
{
- "Model": "m3e-large",
- "Cmnli": 69.27,
- "Ocnli": 59.33
+ "Model": "deberta-v1-base",
+ "OpusparcusPC (rus-Cyrl)": 83.31,
+ "TERRa (rus-Cyrl)": 53.78
}
]
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"Reranking": {
"map": [
{
- "Model": "m3e-large",
- "CMedQAv1": 77.76,
- "CMedQAv2": 78.27,
- "MMarcoReranking": 16.46,
- "T2Reranking": 66.13
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+ "RuBQReranking (rus-Cyrl)": 34.01
}
]
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"Retrieval": {
"ndcg_at_10": [
{
- "Model": "m3e-large",
- "CmedqaRetrieval": 30.73,
- "CovidRetrieval": 61.33,
- "DuRetrieval": 74.69,
- "EcomRetrieval": 45.18,
- "MMarcoRetrieval": 61.06,
- "MedicalRetrieval": 48.66,
- "T2Retrieval": 72.36,
- "VideoRetrieval": 44.02
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+ "RiaNewsRetrieval (rus-Cyrl)": 4.84,
+ "RuBQRetrieval (rus-Cyrl)": 10.15
}
]
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"STS": {
"spearman": [
{
- "Model": "m3e-large",
- "AFQMC": 36.53,
- "ATEC": 41.8,
- "BQ": 65.2,
- "LCQMC": 74.2,
- "PAWSX": 15.95,
- "QBQTC": 32.65,
- "STS22 (zh)": 62.91,
- "STSB": 74.16
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+ "RUParaPhraserSTS (rus-Cyrl)": 54.03,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 58.47,
+ "STS22 (rus-Cyrl)": 47.67,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 58.45
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"Summarization": {
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- "Model": "m3e-large"
+ "Model": "deberta-v1-base"
}
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"InstructionRetrieval": {
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{
- "Model": "m3e-large"
+ "Model": "deberta-v1-base"
}
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}
},
- "LLM2Vec-Llama-2-unsupervised": {
+ "text-search-ada-doc-001": {
"BitextMining": {
"f1": [
{
- "Model": "LLM2Vec-Llama-2-unsupervised"
+ "Model": "text-search-ada-doc-001"
}
]
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"Classification": {
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- "MassiveIntentClassification (en)": 73.84,
- "MassiveScenarioClassification (en)": 79.17,
- "ToxicConversationsClassification": 71.81,
- "TweetSentimentExtractionClassification": 57.17
+ "Model": "text-search-ada-doc-001"
}
]
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{
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- "ArxivClusteringP2P": 47.81,
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- "BiorxivClusteringP2P": 38.12,
- "BiorxivClusteringS2S": 31.25,
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- "MedrxivClusteringS2S": 28.04,
- "RedditClustering": 42.84,
- "RedditClusteringP2P": 60.1,
- "StackExchangeClustering": 65.12,
- "StackExchangeClusteringP2P": 33.61,
- "TwentyNewsgroupsClustering": 30.76
+ "Model": "text-search-ada-doc-001",
+ "TwentyNewsgroupsClustering": 32.92
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "LLM2Vec-Llama-2-unsupervised",
- "SprintDuplicateQuestions": 87.57,
- "TwitterSemEval2015": 65.14,
- "TwitterURLCorpus": 80.94
+ "Model": "text-search-ada-doc-001"
}
]
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"Reranking": {
"map": [
{
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- "AskUbuntuDupQuestions": 55.56,
- "MindSmallReranking": 30.86,
- "SciDocsRR": 77.62,
- "StackOverflowDupQuestions": 47.77
+ "Model": "text-search-ada-doc-001"
}
]
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"Retrieval": {
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{
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- "CQADupstackRetrieval": 30.78,
- "ClimateFEVER": 20.67,
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- "QuoraRetrieval": 86.15,
- "SCIDOCS": 10.0,
- "SciFact": 64.48,
- "TRECCOVID": 60.67,
- "Touche2020": 10.18
+ "Model": "text-search-ada-doc-001"
}
]
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"STS": {
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{
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- "BIOSSES": 82.41,
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- "STS16": 81.02,
- "STS17 (en-en)": 86.7,
- "STS22 (en)": 63.47,
- "STSBenchmark": 78.32
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}
]
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"Summarization": {
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- "Model": "LLM2Vec-Llama-2-unsupervised",
- "SummEval": 31.38
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}
]
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"p-MRR": [
{
- "Model": "LLM2Vec-Llama-2-unsupervised"
+ "Model": "text-search-ada-doc-001"
}
]
}
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- "nomic-embed-text-v1.5-128": {
+ "all-MiniLM-L12-v2": {
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"f1": [
{
- "Model": "nomic-embed-text-v1.5-128"
- }
- ]
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- "TwentyNewsgroupsClustering": 47.29
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- "Model": "bert-base-multilingual-uncased"
- }
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- "MasakhaNEWSClassification (fra)": 75.69,
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- "MTOPDomainClassification (hi)": 76.41,
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- "MTOPIntentClassification (fr)": 53.41,
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- "MassiveIntentClassification (de)": 51.57,
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- "MassiveIntentClassification (fi)": 45.72,
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- "MassiveIntentClassification (ka)": 29.41,
- "MassiveIntentClassification (km)": 4.79,
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- "MassiveIntentClassification (lv)": 44.31,
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- "MassiveIntentClassification (sl)": 50.66,
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- "MassiveIntentClassification (ur)": 46.03,
- "MassiveIntentClassification (vi)": 45.25,
- "MassiveIntentClassification (zh-CN)": 59.22,
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- "MassiveScenarioClassification (ar)": 52.19,
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- "MassiveScenarioClassification (de)": 61.4,
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- "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,
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- "MassiveScenarioClassification (id)": 65.25,
- "MassiveScenarioClassification (is)": 22.6,
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- "MassiveScenarioClassification (ja)": 62.32,
- "MassiveScenarioClassification (jv)": 35.77,
- "MassiveScenarioClassification (ka)": 39.08,
- "MassiveScenarioClassification (km)": 9.24,
- "MassiveScenarioClassification (kn)": 8.28,
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- "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,
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- "Model": "distiluse-base-multilingual-cased-v2",
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- "AlloProfClusteringS2S": 35.39,
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- "MLSUMClusteringP2P": 40.17,
- "MLSUMClusteringS2S": 34.65,
- "MasakhaNEWSClusteringP2P (fra)": 53.76,
- "MasakhaNEWSClusteringS2S (fra)": 32.76
- }
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- "CDSC-E": 71.83,
- "OpusparcusPC (fr)": 92.07,
- "PPC": 86.83,
- "PSC": 96.35,
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- "SICK-E-PL": 62.05,
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- "StackOverflowDupQuestions": 41.92,
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- "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": "distiluse-base-multilingual-cased-v2",
- "BIOSSES": 78.34,
- "CDSC-R": 87.67,
- "SICK-R": 75.25,
- "SICK-R-PL": 65.53,
- "SICKFr": 72.49,
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- "STS14": 70.29,
- "STS15": 81.94,
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- "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,
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- "e5-small": {
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- "Model": "all-MiniLM-L6-v2",
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- "SICKFr (fra-Latn)": 62.48,
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- "STS13": 80.6,
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- "STS17 (nld-Latn_eng-Latn)": 29.0,
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- "STS17 (spa-Latn)": 76.12,
- "STS17 (eng-Latn_deu-Latn)": 35.82,
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- "STS17 (en-de)": 35.82,
- "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 (tur-Latn)": 33.69,
- "STS22 (spa-Latn)": 54.78,
- "STS22 (ara-Arab)": 22.64,
- "STS22 (deu-Latn_pol-Latn)": -4.93,
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- "STS22 (cmn-Hans_eng-Latn)": 41.64,
- "STS22 (rus-Cyrl)": 14.72,
- "STS22 (spa-Latn_ita-Latn)": 44.27,
- "STS22 (deu-Latn_fra-Latn)": 30.07,
- "STS22 (deu-Latn)": 31.04,
- "STS22 (fra-Latn_pol-Latn)": 50.71,
- "STS22 (en)": 67.21,
- "STS22 (pol-Latn)": 26.77,
- "STS22 (pol-Latn_eng-Latn)": 32.8,
- "STS22 (deu-Latn_eng-Latn)": 44.04,
- "STS22 (ita-Latn)": 60.4,
- "STS22 (fra-Latn)": 77.0,
- "STS22 (cmn-Hans)": 44.93,
- "STS22 (ar)": 22.64,
- "STS22 (de)": 31.04,
- "STS22 (de-en)": 44.04,
- "STS22 (de-fr)": 30.07,
- "STS22 (de-pl)": 4.93,
- "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,
- "STSB (cmn-Hans)": 37.8,
- "STSBenchmark": 82.03,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 56.42,
- "STSBenchmarkMultilingualSTS (por-Latn)": 61.56,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 59.24,
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- "STSBenchmarkMultilingualSTS (deu-Latn)": 62.4,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.74,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 61.62,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.55,
- "STSBenchmarkMultilingualSTS (en)": 82.03,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 55.46,
- "STSBenchmarkMultilingualSTS (fr)": 64.93
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- ]
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- "SummEval": 30.81,
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- }
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- "Model": "contriever"
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- "Classification": {
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- "Model": "contriever"
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- "Model": "contriever"
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- "Model": "contriever"
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- "Model": "contriever"
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- ]
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- "Model": "contriever"
- }
- ]
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- "InstructionRetrieval": {
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- "Model": "contriever"
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- ]
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- "Model": "text-embedding-3-small"
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+ "Tatoeba (swg-Latn_eng-Latn)": 11.9,
+ "Tatoeba (max-Deva_eng-Latn)": 8.4,
+ "Tatoeba (srp-Cyrl_eng-Latn)": 2.22,
+ "Tatoeba (yue-Hant_eng-Latn)": 1.89,
+ "Tatoeba (rus-Cyrl_eng-Latn)": 0.07,
+ "Tatoeba (ell-Grek_eng-Latn)": 0.2,
+ "Tatoeba (ceb-Latn_eng-Latn)": 3.95,
+ "Tatoeba (yid-Hebr_eng-Latn)": 0.19,
+ "Tatoeba (cmn-Hans_eng-Latn)": 2.45
}
]
},
@@ -18322,56 +4754,59 @@
{
"Model": "all-MiniLM-L12-v2",
"AllegroReviews (pol-Latn)": 23.85,
- "AmazonCounterfactualClassification (de)": 57.1,
- "AmazonCounterfactualClassification (en)": 65.28,
"AmazonCounterfactualClassification (en-ext)": 67.24,
- "AmazonCounterfactualClassification (ja)": 59.91,
+ "AmazonCounterfactualClassification (en)": 65.28,
"AmazonCounterfactualClassification (deu-Latn)": 57.13,
"AmazonCounterfactualClassification (jpn-Jpan)": 59.94,
- "AmazonPolarityClassification": 62.99,
- "AmazonReviewsClassification (de)": 25.91,
+ "AmazonCounterfactualClassification (de)": 57.1,
+ "AmazonCounterfactualClassification (ja)": 59.91,
+ "AmazonPolarityClassification": 62.98,
"AmazonReviewsClassification (en)": 30.79,
- "AmazonReviewsClassification (es)": 27.63,
- "AmazonReviewsClassification (fr)": 27.54,
- "AmazonReviewsClassification (ja)": 23.57,
- "AmazonReviewsClassification (zh)": 22.99,
"AmazonReviewsClassification (deu-Latn)": 25.92,
"AmazonReviewsClassification (spa-Latn)": 27.64,
"AmazonReviewsClassification (fra-Latn)": 27.53,
"AmazonReviewsClassification (jpn-Jpan)": 23.57,
"AmazonReviewsClassification (cmn-Hans)": 22.99,
+ "AmazonReviewsClassification (de)": 25.91,
+ "AmazonReviewsClassification (es)": 27.63,
+ "AmazonReviewsClassification (fr)": 27.54,
+ "AmazonReviewsClassification (ja)": 23.57,
+ "AmazonReviewsClassification (zh)": 22.99,
"AngryTweetsClassification (dan-Latn)": 42.87,
- "Banking77Classification": 80.41,
+ "Banking77Classification": 80.4,
"CBD (pol-Latn)": 48.46,
"DanishPoliticalCommentsClassification (dan-Latn)": 27.07,
"EmotionClassification": 41.17,
+ "GeoreviewClassification (rus-Cyrl)": 23.49,
+ "HeadlineClassification (rus-Cyrl)": 28.49,
"IFlyTek (cmn-Hans)": 15.31,
- "ImdbClassification": 59.78,
+ "ImdbClassification": 59.76,
+ "InappropriatenessClassification (rus-Cyrl)": 50.85,
"JDReview (cmn-Hans)": 59.57,
+ "KinopoiskClassification (rus-Cyrl)": 34.17,
"LccSentimentClassification (dan-Latn)": 41.93,
- "MTOPDomainClassification (de)": 72.04,
- "MTOPDomainClassification (en)": 91.88,
- "MTOPDomainClassification (es)": 72.99,
- "MTOPDomainClassification (fr)": 75.59,
- "MTOPDomainClassification (hi)": 40.36,
- "MTOPDomainClassification (th)": 17.1,
+ "MTOPDomainClassification (en)": 91.9,
"MTOPDomainClassification (deu-Latn)": 72.04,
"MTOPDomainClassification (spa-Latn)": 72.99,
"MTOPDomainClassification (fra-Latn)": 75.57,
"MTOPDomainClassification (hin-Deva)": 40.4,
"MTOPDomainClassification (tha-Thai)": 16.36,
- "MTOPIntentClassification (de)": 43.41,
- "MTOPIntentClassification (en)": 62.83,
- "MTOPIntentClassification (es)": 41.88,
- "MTOPIntentClassification (fr)": 38.94,
- "MTOPIntentClassification (hi)": 17.75,
- "MTOPIntentClassification (th)": 5.63,
+ "MTOPDomainClassification (de)": 72.04,
+ "MTOPDomainClassification (es)": 72.99,
+ "MTOPDomainClassification (fr)": 75.59,
+ "MTOPDomainClassification (hi)": 40.36,
+ "MTOPDomainClassification (th)": 17.1,
+ "MTOPIntentClassification (en)": 62.84,
"MTOPIntentClassification (deu-Latn)": 43.42,
"MTOPIntentClassification (spa-Latn)": 41.91,
"MTOPIntentClassification (fra-Latn)": 38.96,
"MTOPIntentClassification (hin-Deva)": 17.76,
"MTOPIntentClassification (tha-Thai)": 6.13,
- "MasakhaNEWSClassification (fra)": 72.2,
+ "MTOPIntentClassification (de)": 43.41,
+ "MTOPIntentClassification (es)": 41.88,
+ "MTOPIntentClassification (fr)": 38.94,
+ "MTOPIntentClassification (hi)": 17.75,
+ "MTOPIntentClassification (th)": 5.63,
"MasakhaNEWSClassification (amh-Ethi)": 30.64,
"MasakhaNEWSClassification (eng)": 76.62,
"MasakhaNEWSClassification (fra-Latn)": 67.18,
@@ -18388,57 +4823,7 @@
"MasakhaNEWSClassification (tir-Ethi)": 21.18,
"MasakhaNEWSClassification (xho-Latn)": 54.34,
"MasakhaNEWSClassification (yor-Latn)": 58.61,
- "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)": 67.11,
- "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,
+ "MasakhaNEWSClassification (fra)": 72.2,
"MassiveIntentClassification (jpn-Jpan)": 30.89,
"MassiveIntentClassification (khm-Khmr)": 4.99,
"MassiveIntentClassification (slv-Latn)": 38.48,
@@ -18484,62 +4869,62 @@
"MassiveIntentClassification (mya-Mymr)": 4.36,
"MassiveIntentClassification (sqi-Latn)": 41.47,
"MassiveIntentClassification (tel-Telu)": 2.54,
+ "MassiveIntentClassification (en)": 67.15,
"MassiveIntentClassification (ron-Latn)": 41.64,
"MassiveIntentClassification (tam-Taml)": 13.12,
"MassiveIntentClassification (swa-Latn)": 35.26,
"MassiveIntentClassification (urd-Arab)": 16.26,
"MassiveIntentClassification (lav-Latn)": 38.54,
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- "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)": 74.57,
- "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,
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- "MassiveScenarioClassification (kn)": 8.32,
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- "MassiveScenarioClassification (nl)": 49.15,
- "MassiveScenarioClassification (pl)": 44.72,
- "MassiveScenarioClassification (pt)": 53.0,
- "MassiveScenarioClassification (ro)": 49.97,
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- "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,
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+ "MassiveIntentClassification (da)": 44.43,
+ "MassiveIntentClassification (de)": 44.17,
+ "MassiveIntentClassification (el)": 28.7,
+ "MassiveIntentClassification (es)": 40.91,
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+ "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,
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+ "MassiveIntentClassification (ka)": 9.17,
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+ "MassiveIntentClassification (nl)": 41.85,
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+ "MassiveIntentClassification (sq)": 41.62,
+ "MassiveIntentClassification (sv)": 40.42,
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+ "MassiveIntentClassification (ta)": 13.1,
+ "MassiveIntentClassification (te)": 2.56,
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+ "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 (jav-Latn)": 44.54,
"MassiveScenarioClassification (aze-Latn)": 39.62,
"MassiveScenarioClassification (cmo-Hans)": 33.19,
@@ -18559,6 +4944,7 @@
"MassiveScenarioClassification (urd-Arab)": 24.45,
"MassiveScenarioClassification (tha-Thai)": 18.32,
"MassiveScenarioClassification (ita-Latn)": 51.7,
+ "MassiveScenarioClassification (en)": 74.58,
"MassiveScenarioClassification (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,
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+ "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,
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+ "MassiveScenarioClassification (is)": 43.08,
+ "MassiveScenarioClassification (it)": 51.71,
+ "MassiveScenarioClassification (ja)": 36.75,
+ "MassiveScenarioClassification (jv)": 44.57,
+ "MassiveScenarioClassification (ka)": 14.84,
+ "MassiveScenarioClassification (km)": 9.75,
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+ "MassiveScenarioClassification (ko)": 25.72,
+ "MassiveScenarioClassification (lv)": 42.75,
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+ "MassiveScenarioClassification (nl)": 49.15,
+ "MassiveScenarioClassification (pl)": 44.72,
+ "MassiveScenarioClassification (pt)": 53.0,
+ "MassiveScenarioClassification (ro)": 49.97,
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+ "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,
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- "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,
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- "MasakhaNEWSClusteringP2P (lug-Latn)": 43.87,
- "MasakhaNEWSClusteringP2P (orm-Ethi)": 24.87,
- "MasakhaNEWSClusteringP2P (pcm-Latn)": 74.42,
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- "MedrxivClusteringS2S": 32.24,
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- "RedditClusteringP2P": 54.8,
- "StackExchangeClustering": 53.05,
- "StackExchangeClusteringP2P": 33.13,
- "TwentyNewsgroupsClustering": 47.47
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+ "ArxivClusteringP2P": 46.07,
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+ ]
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+ "NoRecClassification (nob-Latn)": 37.93,
+ "NordicLangClassification": 54.71,
+ "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 54.7,
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+ "OnlineShopping (cmn-Hans)": 57.74,
+ "PAC (pol-Latn)": 59.78,
+ "PolEmo2.0-IN (pol-Latn)": 40.29,
+ "PolEmo2.0-OUT (pol-Latn)": 25.0,
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+ "ToxicConversationsClassification": 62.09,
+ "TweetSentimentExtractionClassification": 54.04,
+ "Waimai (cmn-Hans)": 62.72
+ }
+ ]
+ },
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+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.8,
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+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.48,
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+ "Waimai": 77.22
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+ ]
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- "STS22 (pl-en)": 42.67,
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}
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- "StackOverflowDupQuestions": 55.08
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- "TempReasonL3Fact": 25.52,
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+ "CmedqaRetrieval": 15.53,
+ "CovidRetrieval": 60.48,
+ "DuRetrieval": 51.87,
+ "EcomRetrieval": 37.58,
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}
]
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}
]
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+ "Model": "dragon-plus"
}
]
}
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}
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}
]
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- "Model": "all-MiniLM-L6-v2-instruct"
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+ "Ocnli": 64.57
}
]
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"Reranking": {
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{
- "Model": "all-MiniLM-L6-v2-instruct"
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+ "EcomRetrieval": 55.71,
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]
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}
]
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- "LCQMC (cmn-Hans)": 22.84,
- "PAWSX (cmn-Hans)": 6.44,
- "SICK-R": 80.59,
- "SICK-R-PL (pol-Latn)": 50.2,
- "SICKFr (fra-Latn)": 67.05,
- "STS12": 72.63,
- "STS13": 83.48,
- "STS14": 78.0,
- "STS15": 85.66,
- "STS16": 80.03,
- "STS17 (en-en)": 90.6,
- "STS17 (eng-Latn_ara-Arab)": 6.76,
- "STS17 (fra-Latn_eng-Latn)": 41.64,
- "STS17 (eng-Latn_tur-Latn)": -4.58,
- "STS17 (eng-Latn_deu-Latn)": 35.5,
- "STS17 (spa-Latn_eng-Latn)": 25.28,
- "STS17 (ita-Latn_eng-Latn)": 31.8,
- "STS17 (spa-Latn)": 78.4,
- "STS17 (kor-Hang)": 39.11,
- "STS17 (ara-Arab)": 55.42,
- "STS17 (nld-Latn_eng-Latn)": 32.89,
- "STS22 (en)": 68.39,
- "STS22 (spa-Latn_eng-Latn)": 55.09,
- "STS22 (deu-Latn_pol-Latn)": 23.53,
- "STS22 (cmn-Hans_eng-Latn)": 40.47,
- "STS22 (pol-Latn)": 24.21,
- "STS22 (tur-Latn)": 29.35,
- "STS22 (spa-Latn_ita-Latn)": 41.61,
- "STS22 (fra-Latn_pol-Latn)": 73.25,
- "STS22 (rus-Cyrl)": 15.83,
- "STS22 (deu-Latn)": 27.0,
- "STS22 (spa-Latn)": 55.98,
- "STS22 (pol-Latn_eng-Latn)": 51.07,
- "STS22 (fra-Latn)": 77.1,
- "STS22 (deu-Latn_eng-Latn)": 49.73,
- "STS22 (ara-Arab)": 38.96,
- "STS22 (deu-Latn_fra-Latn)": 31.39,
- "STS22 (ita-Latn)": 58.02,
- "STS22 (cmn-Hans)": 42.24,
- "STSB (cmn-Hans)": 37.7,
- "STSBenchmark": 83.42,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 57.01,
- "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.54,
- "STSBenchmarkMultilingualSTS (fra-Latn)": 65.15,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 62.72,
- "STSBenchmarkMultilingualSTS (spa-Latn)": 65.78,
- "STSBenchmarkMultilingualSTS (en)": 83.42,
- "STSBenchmarkMultilingualSTS (deu-Latn)": 61.43,
- "STSBenchmarkMultilingualSTS (por-Latn)": 62.12,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.43,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 52.36
+ "Model": "nb-bert-large"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "all-mpnet-base-v2",
- "SummEval": 27.49,
- "SummEvalFr (fra-Latn)": 28.11
+ "Model": "nb-bert-large"
}
]
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"InstructionRetrieval": {
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- "Model": "all-mpnet-base-v2"
+ "Model": "nb-bert-large"
}
]
}
},
- "bge-base-en-v1.5-instruct": {
+ "e5-large-v2": {
"BitextMining": {
"f1": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "e5-large-v2"
}
]
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"Classification": {
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{
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+ "Model": "e5-large-v2"
}
]
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"Clustering": {
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{
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+ "Model": "e5-large-v2",
+ "BiorxivClusteringP2P": 36.72,
+ "BiorxivClusteringS2S": 35.47,
+ "MedrxivClusteringP2P": 31.45,
+ "MedrxivClusteringS2S": 29.91,
+ "RedditClustering": 55.5,
+ "RedditClusteringP2P": 63.71,
+ "StackExchangeClustering": 65.23,
+ "StackExchangeClusteringP2P": 33.62,
+ "TwentyNewsgroupsClustering": 48.73
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "e5-large-v2"
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "e5-large-v2"
}
]
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"Retrieval": {
"ndcg_at_10": [
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- "ARCChallenge": 8.85,
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- "HellaSwag": 24.03,
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- "RARbMath": 45.62,
- "SIQA": 0.24,
- "SpartQA": 2.67,
- "TempReasonL1": 0.8,
- "TempReasonL2Fact": 16.56,
- "TempReasonL2Pure": 1.33,
- "TempReasonL3Fact": 12.68,
- "TempReasonL3Pure": 5.08,
- "WinoGrande": 10.27
+ "Model": "e5-large-v2"
}
]
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"STS": {
"spearman": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "e5-large-v2"
}
]
},
"Summarization": {
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{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "e5-large-v2"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "e5-large-v2",
+ "Core17InstructionRetrieval": 0.12,
+ "News21InstructionRetrieval": 0.87,
+ "Robust04InstructionRetrieval": -4.16
}
]
}
},
- "bge-small-en-v1.5-instruct": {
+ "universal-sentence-encoder-multilingual-3": {
"BitextMining": {
"f1": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "universal-sentence-encoder-multilingual-3"
}
]
},
"Classification": {
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{
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+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AmazonReviewsClassification (fr)": 33.51,
+ "MTOPDomainClassification (fr)": 85.5,
+ "MTOPIntentClassification (fr)": 53.98,
+ "MasakhaNEWSClassification (fra)": 82.06,
+ "MassiveIntentClassification (fr)": 61.19,
+ "MassiveScenarioClassification (fr)": 70.22
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloProfClusteringP2P": 56.9,
+ "AlloProfClusteringS2S": 37.84,
+ "HALClusteringS2S": 18.95,
+ "MLSUMClusteringP2P": 43.9,
+ "MLSUMClusteringS2S": 35.5,
+ "MasakhaNEWSClusteringP2P (fra)": 60.57,
+ "MasakhaNEWSClusteringS2S (fra)": 40.31
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "OpusparcusPC (fr)": 91.46,
+ "PawsXPairClassification (fr)": 52.39
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloprofReranking": 56.23,
+ "SyntecReranking": 73.85
}
]
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"Retrieval": {
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- "ARCChallenge": 7.72,
- "AlphaNLI": 1.26,
- "HellaSwag": 23.41,
- "PIQA": 20.79,
- "Quail": 2.01,
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- "RARbMath": 46.5,
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- "SpartQA": 2.86,
- "TempReasonL1": 1.27,
- "TempReasonL2Fact": 16.72,
- "TempReasonL2Pure": 1.1,
- "TempReasonL3Fact": 12.81,
- "TempReasonL3Pure": 4.63,
- "WinoGrande": 5.35
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloprofRetrieval": 35.27,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 26.12,
+ "SyntecRetrieval": 69.82,
+ "XPQARetrieval (fr)": 59.59
}
]
},
"STS": {
"spearman": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "SICKFr": 71.37,
+ "STS22 (fr)": 77.91,
+ "STSBenchmarkMultilingualSTS (fr)": 75.48
}
]
},
"Summarization": {
"spearman": [
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- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "SummEvalFr": 28.21
}
]
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"InstructionRetrieval": {
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{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "universal-sentence-encoder-multilingual-3"
}
]
}
},
- "e5-mistral-7b-instruct": {
+ "LaBSE-ru-turbo": {
"BitextMining": {
"f1": [
{
- "Model": "e5-mistral-7b-instruct"
+ "Model": "LaBSE-ru-turbo",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.22
}
]
},
"Classification": {
"accuracy": [
{
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- "AmazonReviewsClassification (fr)": 36.71,
- "MTOPDomainClassification (fr)": 74.8,
- "MTOPIntentClassification (fr)": 53.97,
- "MasakhaNEWSClassification (fra)": 80.59,
- "MassiveIntentClassification (fr)": 46.39,
- "MassiveScenarioClassification (fr)": 53.86
+ "Model": "LaBSE-ru-turbo",
+ "GeoreviewClassification (rus-Cyrl)": 46.04,
+ "HeadlineClassification (rus-Cyrl)": 69.98,
+ "InappropriatenessClassification (rus-Cyrl)": 61.39,
+ "KinopoiskClassification (rus-Cyrl)": 53.59,
+ "MassiveIntentClassification (rus-Cyrl)": 66.08,
+ "MassiveScenarioClassification (rus-Cyrl)": 71.13,
+ "RuReviewsClassification (rus-Cyrl)": 64.58,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.67,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.58
}
]
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"Clustering": {
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- "AlloProfClusteringP2P": 61.06,
- "AlloProfClusteringS2S": 28.12,
- "HALClusteringS2S": 19.69,
- "MLSUMClusteringP2P": 45.59,
- "MLSUMClusteringS2S": 32.0,
- "MasakhaNEWSClusteringP2P (fra)": 52.47,
- "MasakhaNEWSClusteringS2S (fra)": 49.2
+ "Model": "LaBSE-ru-turbo",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 64.55,
+ "MLSUMClusteringP2P (rus-Cyrl)": 45.7,
+ "MLSUMClusteringS2S (rus-Cyrl)": 42.93,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.64,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "e5-mistral-7b-instruct",
- "OpusparcusPC (fr)": 88.5,
- "PawsXPairClassification (fr)": 63.65
+ "Model": "LaBSE-ru-turbo",
+ "OpusparcusPC (rus-Cyrl)": 89.32,
+ "TERRa (rus-Cyrl)": 57.81
}
]
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"Reranking": {
"map": [
{
- "Model": "e5-mistral-7b-instruct",
- "AlloprofReranking": 47.36,
- "SyntecReranking": 77.05
+ "Model": "LaBSE-ru-turbo",
+ "RuBQReranking (rus-Cyrl)": 68.65
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-mistral-7b-instruct",
- "AILACasedocs": 38.76,
- "AILAStatutes": 38.07,
- "ARCChallenge": 17.81,
- "AlloprofRetrieval": 16.46,
- "AlphaNLI": 26.12,
- "BSARDRetrieval": 0.0,
- "BrightRetrieval (sustainable_living)": 18.51,
- "BrightRetrieval (economics)": 15.49,
- "BrightRetrieval (theoremqa_theorems)": 23.78,
- "BrightRetrieval (aops)": 7.1,
- "BrightRetrieval (theoremqa_questions)": 23.94,
- "BrightRetrieval (stackoverflow)": 9.83,
- "BrightRetrieval (psychology)": 15.79,
- "BrightRetrieval (pony)": 4.81,
- "BrightRetrieval (leetcode)": 28.72,
- "BrightRetrieval (biology)": 18.84,
- "BrightRetrieval (earth_science)": 25.96,
- "BrightRetrieval (robotics)": 16.37,
- "GerDaLIRSmall": 37.18,
- "HellaSwag": 34.85,
- "LEMBNarrativeQARetrieval": 44.62,
- "LEMBNeedleRetrieval": 48.25,
- "LEMBPasskeyRetrieval": 71.0,
- "LEMBQMSumRetrieval": 43.63,
- "LEMBSummScreenFDRetrieval": 96.82,
- "LEMBWikimQARetrieval": 82.11,
- "LeCaRDv2": 68.56,
- "LegalBenchConsumerContractsQA": 75.46,
- "LegalBenchCorporateLobbying": 94.01,
- "LegalQuAD": 59.64,
- "LegalSummarization": 66.51,
- "MintakaRetrieval (fr)": 3.57,
- "PIQA": 39.37,
- "Quail": 7.01,
- "RARbCode": 78.46,
- "RARbMath": 72.16,
- "SIQA": 5.42,
- "SpartQA": 9.92,
- "SyntecRetrieval": 55.9,
- "TempReasonL1": 3.31,
- "TempReasonL2Fact": 36.9,
- "TempReasonL2Pure": 9.18,
- "TempReasonL3Fact": 30.18,
- "TempReasonL3Pure": 14.31,
- "WinoGrande": 41.21,
- "XPQARetrieval (fr)": 41.29
+ "Model": "LaBSE-ru-turbo",
+ "RiaNewsRetrieval (rus-Cyrl)": 69.36,
+ "RuBQRetrieval (rus-Cyrl)": 65.71
}
]
},
"STS": {
"spearman": [
{
- "Model": "e5-mistral-7b-instruct",
- "SICKFr": 64.39,
- "STS22 (fr)": 69.82,
- "STSBenchmarkMultilingualSTS (fr)": 61.87
+ "Model": "LaBSE-ru-turbo",
+ "RUParaPhraserSTS (rus-Cyrl)": 72.97,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 81.77,
+ "STS22 (rus-Cyrl)": 62.89,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "e5-mistral-7b-instruct",
- "SummEvalFr": 32.22
+ "Model": "LaBSE-ru-turbo"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-mistral-7b-instruct",
- "Core17InstructionRetrieval": 0.09,
- "News21InstructionRetrieval": -0.86,
- "Robust04InstructionRetrieval": -9.59
+ "Model": "LaBSE-ru-turbo"
}
]
}
},
- "text-embedding-ada-002": {
+ "bge-large-zh-noinstruct": {
"BitextMining": {
"f1": [
{
- "Model": "text-embedding-ada-002"
+ "Model": "bge-large-zh-noinstruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text-embedding-ada-002",
- "AmazonCounterfactualClassification (en)": 75.94,
- "AmazonPolarityClassification": 86.72,
- "AmazonReviewsClassification (zh)": 38.3,
- "AmazonReviewsClassification (en)": 44.78,
- "AmazonReviewsClassification (fr)": 43.76,
- "Banking77Classification": 80.66,
- "EmotionClassification": 48.74,
- "IFlyTek": 44.62,
- "ImdbClassification": 77.98,
- "JDReview": 74.6,
- "MTOPDomainClassification (en)": 92.13,
- "MTOPDomainClassification (fr)": 89.38,
- "MTOPIntentClassification (en)": 64.68,
- "MTOPIntentClassification (fr)": 64.45,
- "MasakhaNEWSClassification (fra)": 81.52,
- "MassiveIntentClassification (zh-CN)": 64.81,
- "MassiveIntentClassification (en)": 70.15,
- "MassiveIntentClassification (fr)": 65.42,
- "MassiveScenarioClassification (zh-CN)": 71.4,
- "MassiveScenarioClassification (en)": 75.33,
- "MassiveScenarioClassification (fr)": 71.11,
- "MultilingualSentiment": 67.99,
- "OnlineShopping": 88.94,
- "TNews": 45.77,
- "ToxicConversationsClassification": 72.29,
- "TweetSentimentExtractionClassification": 61.81,
- "Waimai": 82.37
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+ "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
}
]
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"Clustering": {
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{
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- "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
+ "Model": "bge-large-zh-noinstruct",
+ "CLSClusteringP2P": 41.23,
+ "CLSClusteringS2S": 40.04,
+ "ThuNewsClusteringP2P": 62.03,
+ "ThuNewsClusteringS2S": 56.75
}
]
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"PairClassification": {
"ap": [
{
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- "Cmnli": 76.03,
- "Ocnli": 63.08,
- "OpusparcusPC (fr)": 94.12,
- "PawsXPairClassification (fr)": 60.16,
- "SprintDuplicateQuestions": 92.17,
- "TwitterSemEval2015": 75.28,
- "TwitterURLCorpus": 87.22
+ "Model": "bge-large-zh-noinstruct",
+ "Cmnli": 82.17,
+ "Ocnli": 71.37
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-embedding-ada-002",
- "AskUbuntuDupQuestions": 62.05,
- "CMedQAv1": 63.08,
- "CMedQAv2": 64.02,
- "MMarcoReranking": 23.39,
- "MindSmallReranking": 31.45,
- "SciDocsRR": 81.22,
- "StackOverflowDupQuestions": 50.54,
- "SyntecReranking": 89.87,
- "T2Reranking": 66.65
+ "Model": "bge-large-zh-noinstruct",
+ "CMedQAv1": 81.72,
+ "CMedQAv2": 84.64,
+ "MMarcoReranking": 27.1,
+ "T2Reranking": 66.16
}
]
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"Retrieval": {
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- "BSARDRetrieval": 0.61,
- "CQADupstackRetrieval": 41.69,
- "ClimateFEVER": 21.64,
- "CmedqaRetrieval": 22.36,
- "CovidRetrieval": 57.21,
- "DBPedia": 39.39,
- "DuRetrieval": 71.17,
- "EcomRetrieval": 44.49,
- "FEVER": 74.99,
- "FiQA2018": 44.41,
- "HellaSwag": 29.29,
- "HotpotQA": 60.9,
- "MMarcoRetrieval": 69.86,
- "MSMARCO": 40.91,
- "MedicalRetrieval": 37.92,
- "MintakaRetrieval (fr)": 29.94,
- "NFCorpus": 36.97,
- "NQ": 51.58,
- "PIQA": 31.02,
- "Quail": 5.83,
- "QuoraRetrieval": 87.6,
- "RARbCode": 83.39,
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- "SCIDOCS": 18.36,
- "SIQA": 3.14,
- "SciFact": 72.75,
- "SpartQA": 4.23,
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- "T2Retrieval": 69.14,
- "TRECCOVID": 68.47,
- "TempReasonL1": 1.68,
- "TempReasonL2Fact": 19.93,
- "TempReasonL2Pure": 2.6,
- "TempReasonL3Fact": 18.02,
- "TempReasonL3Pure": 7.58,
- "Touche2020": 21.61,
- "VideoRetrieval": 43.85,
- "WinoGrande": 19.65,
- "XPQARetrieval (fr)": 73.0
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+ "CmedqaRetrieval": 41.03,
+ "CovidRetrieval": 75.07,
+ "DuRetrieval": 84.68,
+ "EcomRetrieval": 65.6,
+ "MMarcoRetrieval": 81.38,
+ "MedicalRetrieval": 58.28,
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]
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"STS": {
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- "BQ": 45.33,
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- "SICK-R": 80.6,
- "SICKFr": 76.28,
- "STS12": 69.8,
- "STS13": 83.27,
- "STS14": 76.09,
- "STS15": 86.12,
- "STS16": 85.96,
- "STS17 (en-en)": 90.25,
- "STS22 (zh)": 62.53,
- "STS22 (en)": 68.12,
- "STS22 (tr)": 64.5,
- "STS22 (fr)": 81.09,
- "STSB": 70.61,
- "STSBenchmark": 83.17,
- "STSBenchmarkMultilingualSTS (fr)": 77.55
+ "Model": "bge-large-zh-noinstruct",
+ "AFQMC": 43.06,
+ "ATEC": 48.29,
+ "BQ": 60.53,
+ "LCQMC": 74.71,
+ "PAWSX": 16.64,
+ "QBQTC": 35.2,
+ "STS22 (zh)": 67.19,
+ "STSB": 78.41
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text-embedding-ada-002",
- "SummEval": 30.8,
- "SummEvalFr": 30.5
+ "Model": "bge-large-zh-noinstruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text-embedding-ada-002"
+ "Model": "bge-large-zh-noinstruct"
}
]
}
},
- "GritLM-7B": {
+ "bm25s": {
"BitextMining": {
"f1": [
{
- "Model": "GritLM-7B"
+ "Model": "bm25s"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "GritLM-7B"
+ "Model": "bm25s"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "GritLM-7B"
+ "Model": "bm25s"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "GritLM-7B"
+ "Model": "bm25s"
}
]
},
"Reranking": {
"map": [
{
- "Model": "GritLM-7B"
+ "Model": "bm25s"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "GritLM-7B",
- "ARCChallenge": 26.68,
- "AlphaNLI": 34.0,
- "BrightRetrieval (pony)": 21.98,
- "BrightRetrieval (robotics)": 17.31,
- "BrightRetrieval (economics)": 19.0,
- "BrightRetrieval (theoremqa_questions)": 23.34,
- "BrightRetrieval (leetcode)": 29.85,
- "BrightRetrieval (earth_science)": 32.77,
- "BrightRetrieval (stackoverflow)": 11.62,
- "BrightRetrieval (sustainable_living)": 18.04,
- "BrightRetrieval (biology)": 25.04,
- "BrightRetrieval (psychology)": 19.92,
- "BrightRetrieval (theoremqa_theorems)": 17.41,
- "BrightRetrieval (aops)": 8.91,
- "HellaSwag": 39.45,
- "PIQA": 44.35,
- "Quail": 11.69,
- "RARbCode": 84.0,
- "RARbMath": 82.35,
- "SIQA": 7.23,
- "SpartQA": 9.29,
- "TempReasonL1": 7.15,
- "TempReasonL2Fact": 58.38,
- "TempReasonL2Pure": 11.22,
- "TempReasonL3Fact": 44.29,
- "TempReasonL3Pure": 14.15,
- "WinoGrande": 53.74
+ "Model": "bm25s",
+ "ArguAna": 49.28,
+ "CQADupstackRetrieval": 31.86,
+ "ClimateFEVER": 13.62,
+ "DBPedia": 29.91,
+ "FEVER": 48.09,
+ "FiQA2018": 25.14,
+ "HotpotQA": 56.91,
+ "MSMARCO": 21.89,
+ "NFCorpus": 32.08,
+ "NQ": 28.5,
+ "QuoraRetrieval": 80.42,
+ "SCIDOCS": 15.78,
+ "SciFact": 68.7,
+ "TRECCOVID": 62.31,
+ "Touche2020": 33.05
}
]
},
"STS": {
"spearman": [
{
- "Model": "GritLM-7B"
+ "Model": "bm25s"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "GritLM-7B"
+ "Model": "bm25s"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "GritLM-7B",
- "Core17InstructionRetrieval": 2.62,
- "News21InstructionRetrieval": -1.01,
- "Robust04InstructionRetrieval": -1.68
+ "Model": "bm25s"
}
]
}