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"BiorxivClusteringS2S": 30.26,
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"cosine_spearman": [
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"BIOSSES": 83.29,
"SICK-R": 75.55,
"STS12": 67.65,
"STS13": 83.9,
"STS14": 76.97,
"STS15": 83.8,
"STS16": 81.91,
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"STS22 (en)": 65.93,
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"MTOPDomainClassification (en)": 94.09,
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"ArxivClusteringS2S": 39.85,
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"Tatoeba (kzj-eng)": 12.29,
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"MintakaRetrieval (ar)": 24.33,
"MintakaRetrieval (de)": 46.42,
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"CDSC-E": 72.7,
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"Cmnli": 74.98,
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]
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"Reranking": {
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"Model": "multilingual-e5-base",
"AlloprofReranking": 58.1,
"AskUbuntuDupQuestions": 59.28,
"CMedQAv1": 65.21,
"CMedQAv2": 66.06,
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"RuBQReranking": 72.01,
"SciDocsRR": 81.81,
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"SyntecReranking": 85.43,
"T2Reranking": 64.39
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{
"Model": "multilingual-e5-base",
"MIRACLReranking (ru)": 60.47
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]
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"Retrieval": {
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"AILAStatutes": 20.37,
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"CmedqaRetrieval": 27.2,
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"CodeFeedbackST": 72.61,
"CodeSearchNetCCRetrieval (python)": 85.37,
"CodeSearchNetCCRetrieval (javascript)": 78.44,
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"CodeSearchNetCCRetrieval (ruby)": 81.92,
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"CodeSearchNetCCRetrieval (php)": 72.02,
"CodeSearchNetRetrieval (python)": 85.68,
"CodeSearchNetRetrieval (javascript)": 71.4,
"CodeSearchNetRetrieval (go)": 89.47,
"CodeSearchNetRetrieval (ruby)": 78.24,
"CodeSearchNetRetrieval (java)": 78.39,
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"CodeTransOceanContest": 51.89,
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"CovidRetrieval": 73.45,
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"FiQA-PL": 25.52,
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"LEMBSummScreenFDRetrieval": 68.21,
"LEMBWikimQARetrieval": 56.04,
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"LegalBenchConsumerContractsQA": 69.02,
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"LegalQuAD": 47.85,
"LegalSummarization": 61.69,
"MIRACLRetrieval (ru)": 61.6,
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"MedicalRetrieval": 48.35,
"MintakaRetrieval (ar)": 23.06,
"MintakaRetrieval (de)": 29.8,
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"MintakaRetrieval (fr)": 23.46,
"MintakaRetrieval (hi)": 22.68,
"MintakaRetrieval (it)": 29.77,
"MintakaRetrieval (ja)": 22.98,
"MintakaRetrieval (pt)": 30.62,
"NFCorpus": 32.49,
"NFCorpus-PL": 25.98,
"NQ-PL": 44.8,
"PIQA": 25.09,
"Quail": 3.52,
"Quora-PL": 81.22,
"RARbCode": 52.16,
"RARbMath": 65.35,
"RiaNewsRetrieval": 70.24,
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"SCIDOCS": 17.17,
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"SIQA": 3.72,
"SciFact": 69.39,
"SciFact-PL": 62.11,
"SpartQA": 7.91,
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"SyntecRetrieval": 80.49,
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"TRECCOVID": 69.5,
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"TempReasonL1": 0.72,
"TempReasonL2Fact": 38.76,
"TempReasonL2Pure": 1.63,
"TempReasonL3Fact": 35.85,
"TempReasonL3Pure": 7.11,
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"VideoRetrieval": 61.3,
"WinoGrande": 56.18,
"XPQARetrieval (ara-ara)": 39.97,
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"XPQARetrieval (deu-deu)": 72.11,
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"XPQARetrieval (spa-spa)": 58.35,
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"XPQARetrieval (ita-ita)": 70.38,
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"XPQARetrieval (jpn-jpn)": 71.97,
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"XPQARetrieval (kor-kor)": 36.12,
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"XPQARetrieval (kor-eng)": 29.27,
"XPQARetrieval (pol-pol)": 48.05,
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"XPQARetrieval (por-por)": 44.78,
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"XPQARetrieval (cmn-cmn)": 67.06,
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"XPQARetrieval (cmn-eng)": 53.53,
"XPQARetrieval (fr)": 65.81
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]
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"Model": "multilingual-e5-base",
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"ATEC": 37.01,
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"CDSC-R": 90.09,
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"RUParaPhraserSTS": 70.17,
"RuSTSBenchmarkSTS": 79.64,
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"SICK-R-PL": 71.23,
"SICKFr": 75.76,
"STS12": 76.7,
"STS13": 78.02,
"STS14": 76.6,
"STS15": 88.16,
"STS16": 84.28,
"STS17 (en-de)": 82.08,
"STS17 (es-en)": 76.56,
"STS17 (fr-en)": 80.18,
"STS17 (en-tr)": 63.3,
"STS17 (ko-ko)": 79.95,
"STS17 (en-ar)": 71.27,
"STS17 (en-en)": 87.84,
"STS17 (es-es)": 86.74,
"STS17 (ar-ar)": 74.48,
"STS17 (it-en)": 80.16,
"STS17 (nl-en)": 79.29,
"STS22 (fr)": 75.04,
"STS22 (zh-en)": 69.8,
"STS22 (ar)": 57.82,
"STS22 (es-it)": 66.43,
"STS22 (it)": 77.76,
"STS22 (fr-pl)": 73.25,
"STS22 (de-en)": 54.89,
"STS22 (pl-en)": 70.37,
"STS22 (zh)": 65.63,
"STS22 (de)": 55.95,
"STS22 (pl)": 34.08,
"STS22 (de-fr)": 59.68,
"STS22 (es)": 66.67,
"STS22 (ru)": 60.67,
"STS22 (es-en)": 74.0,
"STS22 (en)": 62.26,
"STS22 (tr)": 63.71,
"STS22 (de-pl)": 39.35,
"STSB": 79.04,
"STSBenchmark": 85.64,
"STSBenchmarkMultilingualSTS (zh)": 79.87,
"STSBenchmarkMultilingualSTS (de)": 79.68,
"STSBenchmarkMultilingualSTS (es)": 81.75,
"STSBenchmarkMultilingualSTS (en)": 85.64,
"STSBenchmarkMultilingualSTS (fr)": 80.85,
"STSBenchmarkMultilingualSTS (pl)": 74.93,
"STSBenchmarkMultilingualSTS (pt)": 67.16,
"STSBenchmarkMultilingualSTS (nl)": 75.96,
"STSBenchmarkMultilingualSTS (it)": 78.09,
"STSBenchmarkMultilingualSTS (ru)": 79.33
},
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"Model": "multilingual-e5-base",
"AFQMC": 29.66,
"ATEC": 37.01,
"BIOSSES": 85.05,
"BQ": 45.45,
"CDSC-R": 90.09,
"LCQMC": 74.15,
"PAWSX": 12.13,
"RUParaPhraserSTS": 70.17,
"RuSTSBenchmarkSTS": 79.64,
"SICK-R": 78.51,
"SICK-R-PL": 71.23,
"SICKFr": 75.76,
"STS12": 76.7,
"STS13": 78.02,
"STS14": 76.6,
"STS15": 88.16,
"STS16": 84.28,
"STS17 (en-de)": 82.08,
"STS17 (es-en)": 76.56,
"STS17 (fr-en)": 80.18,
"STS17 (en-tr)": 63.3,
"STS17 (ko-ko)": 79.95,
"STS17 (en-ar)": 71.27,
"STS17 (en-en)": 87.84,
"STS17 (es-es)": 86.74,
"STS17 (ar-ar)": 74.48,
"STS17 (it-en)": 80.16,
"STS17 (nl-en)": 79.29,
"STS22 (fr)": 75.04,
"STS22 (zh-en)": 69.8,
"STS22 (ar)": 57.82,
"STS22 (es-it)": 66.43,
"STS22 (it)": 77.76,
"STS22 (fr-pl)": 73.25,
"STS22 (de-en)": 54.89,
"STS22 (pl-en)": 70.37,
"STS22 (zh)": 65.63,
"STS22 (de)": 55.95,
"STS22 (pl)": 34.08,
"STS22 (de-fr)": 59.68,
"STS22 (es)": 66.67,
"STS22 (ru)": 60.67,
"STS22 (es-en)": 74.0,
"STS22 (en)": 62.26,
"STS22 (tr)": 63.71,
"STS22 (de-pl)": 39.35,
"STSB": 79.04,
"STSBenchmark": 85.64,
"STSBenchmarkMultilingualSTS (zh)": 79.87,
"STSBenchmarkMultilingualSTS (de)": 79.68,
"STSBenchmarkMultilingualSTS (es)": 81.75,
"STSBenchmarkMultilingualSTS (en)": 85.64,
"STSBenchmarkMultilingualSTS (fr)": 80.85,
"STSBenchmarkMultilingualSTS (pl)": 74.93,
"STSBenchmarkMultilingualSTS (pt)": 67.16,
"STSBenchmarkMultilingualSTS (nl)": 75.96,
"STSBenchmarkMultilingualSTS (it)": 78.09,
"STSBenchmarkMultilingualSTS (ru)": 79.33
},
{
"Model": "multilingual-e5-base",
"AFQMC": 29.67,
"ATEC": 37.01,
"BQ": 45.45,
"CDSC-R": 90.08,
"LCQMC": 74.15,
"PAWSX": 12.14,
"QBQTC": 28.81,
"SICK-R-PL": 71.23,
"SICKFr": 76.23,
"STS22 (zh)": 65.64,
"STS22 (pl)": 34.07,
"STSB": 79.05,
"STSBenchmarkMultilingualSTS (fr)": 80.62
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "multilingual-e5-base",
"SummEval": 30.23,
"SummEvalFr": 32.96
},
{
"Model": "multilingual-e5-base",
"SummEval": 30.23,
"SummEvalFr": 32.96
},
{
"Model": "multilingual-e5-base",
"SummEvalFr": 30.76
}
]
},
"MultilabelClassification": {
"accuracy": [
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"CEDRClassification": 42.32,
"SensitiveTopicsClassification": 24.98
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
"Model": "multilingual-e5-base",
"Core17InstructionRetrieval": 0.61,
"News21InstructionRetrieval": -1.14,
"Robust04InstructionRetrieval": -7.43
}
]
}
},
"intfloat__multilingual-e5-large": {
"BitextMining": {
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"Model": "multilingual-e5-large",
"BornholmBitextMining": 44.16,
"Tatoeba (bre-eng)": 11.1,
"Tatoeba (oci-eng)": 54.91,
"Tatoeba (orv-eng)": 39.87,
"Tatoeba (tur-eng)": 96.27,
"Tatoeba (afr-eng)": 90.22,
"Tatoeba (dtp-eng)": 7.03,
"Tatoeba (glg-eng)": 93.34,
"Tatoeba (sqi-eng)": 94.7,
"Tatoeba (gla-eng)": 59.0,
"Tatoeba (heb-eng)": 86.61,
"Tatoeba (mal-eng)": 97.7,
"Tatoeba (yid-eng)": 76.33,
"Tatoeba (nob-eng)": 97.2,
"Tatoeba (tha-eng)": 95.38,
"Tatoeba (ind-eng)": 92.9,
"Tatoeba (isl-eng)": 92.09,
"Tatoeba (ces-eng)": 94.89,
"Tatoeba (uig-eng)": 72.17,
"Tatoeba (rus-eng)": 92.32,
"Tatoeba (zsm-eng)": 94.53,
"Tatoeba (war-eng)": 62.02,
"Tatoeba (jpn-eng)": 95.28,
"Tatoeba (hin-eng)": 94.48,
"Tatoeba (mkd-eng)": 85.63,
"Tatoeba (vie-eng)": 97.0,
"Tatoeba (bos-eng)": 92.86,
"Tatoeba (arq-eng)": 41.56,
"Tatoeba (cha-eng)": 27.16,
"Tatoeba (ell-eng)": 93.88,
"Tatoeba (hye-eng)": 90.92,
"Tatoeba (kaz-eng)": 79.67,
"Tatoeba (xho-eng)": 80.87,
"Tatoeba (arz-eng)": 74.73,
"Tatoeba (fin-eng)": 95.44,
"Tatoeba (gle-eng)": 71.48,
"Tatoeba (ile-eng)": 79.16,
"Tatoeba (ber-eng)": 38.9,
"Tatoeba (mon-eng)": 87.53,
"Tatoeba (aze-eng)": 87.61,
"Tatoeba (srp-eng)": 93.1,
"Tatoeba (tzl-eng)": 53.16,
"Tatoeba (dsb-eng)": 48.44,
"Tatoeba (pol-eng)": 96.6,
"Tatoeba (eus-eng)": 77.82,
"Tatoeba (nov-eng)": 71.62,
"Tatoeba (tuk-eng)": 33.15,
"Tatoeba (ukr-eng)": 93.32,
"Tatoeba (est-eng)": 85.03,
"Tatoeba (deu-eng)": 99.07,
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"Tatoeba (cym-eng)": 76.21,
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"MintakaRetrieval (ar)": 26.5,
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"STS14": 77.72,
"STS15": 89.31,
"STS16": 85.79,
"STS17 (fr-en)": 85.62,
"STS17 (nl-en)": 85.29,
"STS17 (es-es)": 86.71,
"STS17 (ar-ar)": 77.83,
"STS17 (es-en)": 80.74,
"STS17 (en-en)": 88.12,
"STS17 (ko-ko)": 82.27,
"STS17 (en-ar)": 75.03,
"STS17 (en-tr)": 71.22,
"STS17 (en-de)": 86.15,
"STS17 (it-en)": 84.52,
"STS22 (de)": 56.58,
"STS22 (de-fr)": 67.96,
"STS22 (ar)": 56.95,
"STS22 (ru)": 59.89,
"STS22 (de-en)": 56.59,
"STS22 (en)": 63.66,
"STS22 (tr)": 63.56,
"STS22 (pl-en)": 65.54,
"STS22 (zh)": 66.82,
"STS22 (it)": 76.99,
"STS22 (pl)": 34.65,
"STS22 (es-it)": 68.92,
"STS22 (fr)": 76.77,
"STS22 (zh-en)": 65.95,
"STS22 (fr-pl)": 50.71,
"STS22 (es-en)": 72.51,
"STS22 (es)": 64.6,
"STS22 (de-pl)": 49.58,
"STSB": 81.08,
"STSBenchmark": 87.29,
"STSBenchmarkMultilingualSTS (pl)": 81.06,
"STSBenchmarkMultilingualSTS (ru)": 83.05,
"STSBenchmarkMultilingualSTS (de)": 84.27,
"STSBenchmarkMultilingualSTS (pt)": 73.31,
"STSBenchmarkMultilingualSTS (en)": 87.29,
"STSBenchmarkMultilingualSTS (es)": 83.81,
"STSBenchmarkMultilingualSTS (zh)": 81.22,
"STSBenchmarkMultilingualSTS (it)": 81.75,
"STSBenchmarkMultilingualSTS (nl)": 81.63,
"STSBenchmarkMultilingualSTS (fr)": 83.28
},
{
"Model": "multilingual-e5-large",
"AFQMC": 33.01,
"ATEC": 39.8,
"BIOSSES": 82.49,
"BQ": 46.44,
"CDSC-R": 91.0,
"LCQMC": 75.95,
"PAWSX": 14.63,
"RUParaPhraserSTS": 71.82,
"RuSTSBenchmarkSTS": 83.15,
"SICK-R": 80.23,
"SICK-R-PL": 75.08,
"SICKFr": 78.81,
"STS12": 80.02,
"STS13": 81.55,
"STS14": 77.72,
"STS15": 89.31,
"STS16": 85.79,
"STS17 (fr-en)": 85.62,
"STS17 (nl-en)": 85.29,
"STS17 (es-es)": 86.71,
"STS17 (ar-ar)": 77.83,
"STS17 (es-en)": 80.74,
"STS17 (en-en)": 88.12,
"STS17 (ko-ko)": 82.27,
"STS17 (en-ar)": 75.03,
"STS17 (en-tr)": 71.22,
"STS17 (en-de)": 86.15,
"STS17 (it-en)": 84.52,
"STS22 (de)": 56.58,
"STS22 (de-fr)": 67.96,
"STS22 (ar)": 56.95,
"STS22 (ru)": 59.89,
"STS22 (de-en)": 56.59,
"STS22 (en)": 63.66,
"STS22 (tr)": 63.56,
"STS22 (pl-en)": 65.54,
"STS22 (zh)": 66.82,
"STS22 (it)": 76.99,
"STS22 (pl)": 34.65,
"STS22 (es-it)": 68.92,
"STS22 (fr)": 76.77,
"STS22 (zh-en)": 65.95,
"STS22 (fr-pl)": 50.71,
"STS22 (es-en)": 72.51,
"STS22 (es)": 64.6,
"STS22 (de-pl)": 49.58,
"STSB": 81.08,
"STSBenchmark": 87.29,
"STSBenchmarkMultilingualSTS (pl)": 81.06,
"STSBenchmarkMultilingualSTS (ru)": 83.05,
"STSBenchmarkMultilingualSTS (de)": 84.27,
"STSBenchmarkMultilingualSTS (pt)": 73.31,
"STSBenchmarkMultilingualSTS (en)": 87.29,
"STSBenchmarkMultilingualSTS (es)": 83.81,
"STSBenchmarkMultilingualSTS (zh)": 81.22,
"STSBenchmarkMultilingualSTS (it)": 81.75,
"STSBenchmarkMultilingualSTS (nl)": 81.63,
"STSBenchmarkMultilingualSTS (fr)": 83.28
},
{
"Model": "multilingual-e5-large",
"AFQMC": 33.02,
"ATEC": 39.81,
"BQ": 46.44,
"CDSC-R": 91.0,
"LCQMC": 75.95,
"PAWSX": 14.63,
"QBQTC": 29.77,
"SICK-R-PL": 75.08,
"SICKFr": 78.78,
"STS22 (zh)": 65.64,
"STS22 (pl)": 34.66,
"STSB": 81.08,
"STSBenchmarkMultilingualSTS (fr)": 82.53
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "multilingual-e5-large",
"SummEval": 29.64,
"SummEvalFr": 30.92
},
{
"Model": "multilingual-e5-large",
"SummEval": 29.64,
"SummEvalFr": 30.92
},
{
"Model": "multilingual-e5-large",
"SummEvalFr": 30.92
}
]
},
"MultilabelClassification": {
"accuracy": [
{
"Model": "multilingual-e5-large",
"CEDRClassification": 44.84,
"SensitiveTopicsClassification": 27.17
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
"Model": "multilingual-e5-large",
"Core17InstructionRetrieval": -1.62,
"News21InstructionRetrieval": -0.06,
"Robust04InstructionRetrieval": -7.48
}
]
}
},
"intfloat__multilingual-e5-large-instruct": {
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"Tatoeba (spa-eng)": 98.53,
"Tatoeba (isl-eng)": 95.2,
"Tatoeba (jpn-eng)": 96.52,
"Tatoeba (bre-eng)": 32.56,
"Tatoeba (ast-eng)": 89.76,
"Tatoeba (pms-eng)": 78.43,
"Tatoeba (kab-eng)": 57.13,
"Tatoeba (kat-eng)": 92.64,
"Tatoeba (tur-eng)": 98.13,
"Tatoeba (swh-eng)": 80.12,
"Tatoeba (ukr-eng)": 94.8,
"Tatoeba (epo-eng)": 98.38,
"Tatoeba (lfn-eng)": 80.03,
"Tatoeba (sqi-eng)": 96.45,
"Tatoeba (cor-eng)": 11.54,
"Tatoeba (pam-eng)": 19.75,
"Tatoeba (gla-eng)": 77.87,
"Tatoeba (amh-eng)": 87.64,
"Tatoeba (jav-eng)": 85.29,
"Tatoeba (lvs-eng)": 93.02,
"Tatoeba (por-eng)": 94.91,
"Tatoeba (arz-eng)": 82.26,
"Tatoeba (aze-eng)": 93.89,
"Tatoeba (yid-eng)": 90.47,
"Tatoeba (gle-eng)": 84.37,
"Tatoeba (pol-eng)": 97.33,
"Tatoeba (ina-eng)": 96.1,
"Tatoeba (ell-eng)": 94.85,
"Tatoeba (fry-eng)": 80.83,
"Tatoeba (kor-eng)": 91.77,
"Tatoeba (ita-eng)": 94.37,
"Tatoeba (ces-eng)": 96.23,
"Tatoeba (fra-eng)": 94.97,
"Tatoeba (ceb-eng)": 71.09,
"Tatoeba (mal-eng)": 98.93,
"Tatoeba (ido-eng)": 91.78,
"Tatoeba (dtp-eng)": 14.1,
"Tatoeba (kaz-eng)": 87.42,
"Tatoeba (zsm-eng)": 96.62,
"Tatoeba (dan-eng)": 95.87,
"Tatoeba (nov-eng)": 83.42,
"Tatoeba (tel-eng)": 95.51,
"Tatoeba (arq-eng)": 64.1,
"Tatoeba (dsb-eng)": 72.99,
"Tatoeba (xho-eng)": 86.74,
"Tatoeba (glg-eng)": 95.96,
"Tatoeba (uig-eng)": 87.01,
"Tatoeba (ang-eng)": 72.74,
"Tatoeba (tzl-eng)": 59.17,
"Tatoeba (deu-eng)": 99.33,
"Tatoeba (ile-eng)": 89.94,
"Tatoeba (lat-eng)": 74.17,
"Tatoeba (eus-eng)": 84.67,
"Tatoeba (bul-eng)": 94.52,
"Tatoeba (hun-eng)": 94.52,
"Tatoeba (mkd-eng)": 92.17,
"Tatoeba (nds-eng)": 86.3,
"Tatoeba (swg-eng)": 77.68,
"Tatoeba (fao-eng)": 87.43,
"Tatoeba (war-eng)": 73.83,
"Tatoeba (csb-eng)": 68.19,
"Tatoeba (afr-eng)": 95.67,
"Tatoeba (bos-eng)": 95.86,
"Tatoeba (cat-eng)": 95.53,
"Tatoeba (hrv-eng)": 96.75,
"Tatoeba (mhr-eng)": 16.98,
"Tatoeba (tha-eng)": 96.59,
"Tatoeba (tat-eng)": 85.7,
"Tatoeba (oci-eng)": 72.35,
"Tatoeba (urd-eng)": 93.22,
"Tatoeba (kur-eng)": 77.3,
"Tatoeba (lit-eng)": 91.71,
"Tatoeba (cha-eng)": 50.55,
"Tatoeba (ron-eng)": 97.32,
"Tatoeba (pes-eng)": 94.92,
"Tatoeba (cmn-eng)": 96.5,
"Tatoeba (slv-eng)": 91.6,
"Tatoeba (heb-eng)": 91.52,
"Tatoeba (bel-eng)": 95.48,
"Tatoeba (slk-eng)": 95.27,
"Tatoeba (cbk-eng)": 83.24,
"Tatoeba (yue-eng)": 92.84,
"Tatoeba (hin-eng)": 97.47,
"Tatoeba (nob-eng)": 98.33,
"Tatoeba (gsw-eng)": 59.47,
"Tatoeba (tgl-eng)": 96.0,
"Tatoeba (nno-eng)": 94.06,
"Tatoeba (est-eng)": 87.46,
"Tatoeba (vie-eng)": 97.5,
"Tatoeba (ber-eng)": 54.69,
"Tatoeba (wuu-eng)": 92.4,
"Tatoeba (tuk-eng)": 50.55,
"Tatoeba (hye-eng)": 93.65,
"Tatoeba (ara-eng)": 91.38,
"Tatoeba (mon-eng)": 95.8,
"Tatoeba (awa-eng)": 91.41,
"Tatoeba (khm-eng)": 75.24,
"Tatoeba (swe-eng)": 95.35,
"Tatoeba (ind-eng)": 94.32,
"Tatoeba (max-eng)": 74.56,
"Tatoeba (hsb-eng)": 79.87,
"Tatoeba (ben-eng)": 89.03,
"Tatoeba (kzj-eng)": 14.96,
"Tatoeba (uzb-eng)": 80.49,
"Tatoeba (tam-eng)": 90.88,
"Tatoeba (mar-eng)": 92.33,
"Tatoeba (cym-eng)": 89.86,
"Tatoeba (srp-eng)": 94.55,
"Tatoeba (fin-eng)": 96.8,
"Tatoeba (nld-eng)": 97.53,
"Tatoeba (orv-eng)": 58.83
}
]
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"Classification": {
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"AmazonCounterfactualClassification (en-ext)": 66.42,
"AmazonCounterfactualClassification (en)": 69.72,
"AmazonCounterfactualClassification (de)": 65.61,
"AmazonCounterfactualClassification (ja)": 70.47,
"AmazonPolarityClassification": 96.24,
"AmazonReviewsClassification (en)": 56.2,
"AmazonReviewsClassification (de)": 54.54,
"AmazonReviewsClassification (es)": 49.88,
"AmazonReviewsClassification (fr)": 49.78,
"AmazonReviewsClassification (ja)": 49.36,
"AmazonReviewsClassification (zh)": 45.1,
"AngryTweetsClassification": 59.53,
"Banking77Classification": 78.04,
"CBD": 74.21,
"DanishPoliticalCommentsClassification": 33.07,
"EmotionClassification": 54.99,
"GeoreviewClassification": 55.9,
"HeadlineClassification": 86.18,
"IFlyTek": 44.06,
"ImdbClassification": 94.61,
"InappropriatenessClassification": 65.53,
"JDReview": 80.23,
"KinopoiskClassification": 66.12,
"LccSentimentClassification": 60.27,
"MTOPDomainClassification (en)": 91.18,
"MTOPDomainClassification (de)": 90.03,
"MTOPDomainClassification (es)": 89.1,
"MTOPDomainClassification (fr)": 85.89,
"MTOPDomainClassification (hi)": 86.29,
"MTOPDomainClassification (th)": 83.35,
"MTOPIntentClassification (en)": 68.05,
"MTOPIntentClassification (de)": 68.55,
"MTOPIntentClassification (es)": 69.86,
"MTOPIntentClassification (fr)": 63.26,
"MTOPIntentClassification (hi)": 63.38,
"MTOPIntentClassification (th)": 64.8,
"MasakhaNEWSClassification (amh)": 88.48,
"MasakhaNEWSClassification (eng)": 82.12,
"MasakhaNEWSClassification (fra)": 78.93,
"MasakhaNEWSClassification (hau)": 80.94,
"MasakhaNEWSClassification (ibo)": 77.28,
"MasakhaNEWSClassification (lin)": 75.94,
"MasakhaNEWSClassification (lug)": 70.36,
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"MasakhaNEWSClassification (tir)": 72.87,
"MasakhaNEWSClassification (xho)": 84.95,
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"MassiveIntentClassification (sl)": 63.79,
"MassiveIntentClassification (cy)": 56.22,
"MassiveIntentClassification (sq)": 62.12,
"MassiveIntentClassification (ar)": 55.87,
"MassiveIntentClassification (vi)": 64.49,
"MassiveIntentClassification (fr)": 66.88,
"MassiveIntentClassification (sw)": 54.14,
"MassiveIntentClassification (es)": 65.56,
"MassiveIntentClassification (az)": 61.96,
"MassiveIntentClassification (hy)": 61.73,
"MassiveIntentClassification (ru)": 67.6,
"MassiveIntentClassification (tr)": 66.3,
"MassiveIntentClassification (ta)": 60.4,
"MassiveIntentClassification (lv)": 61.49,
"MassiveIntentClassification (jv)": 55.6,
"MassiveIntentClassification (fi)": 66.02,
"MassiveIntentClassification (fa)": 68.48,
"MassiveIntentClassification (ka)": 50.74,
"MassiveIntentClassification (ro)": 63.73,
"MassiveIntentClassification (sv)": 68.76,
"MassiveIntentClassification (ms)": 63.88,
"MassiveIntentClassification (kn)": 58.98,
"MassiveIntentClassification (ml)": 63.22,
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"MassiveIntentClassification (my)": 57.06,
"MassiveIntentClassification (tl)": 60.99,
"MassiveIntentClassification (af)": 60.95,
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"MassiveIntentClassification (ja)": 68.29,
"MassiveIntentClassification (zh-CN)": 67.6,
"MassiveIntentClassification (km)": 46.88,
"MassiveIntentClassification (mn)": 58.85,
"MassiveIntentClassification (am)": 54.28,
"MassiveIntentClassification (de)": 65.91,
"MassiveIntentClassification (el)": 65.25,
"MassiveIntentClassification (hu)": 65.54,
"MassiveIntentClassification (en)": 70.89,
"MassiveIntentClassification (id)": 65.45,
"MassiveIntentClassification (ur)": 60.74,
"MassiveIntentClassification (nl)": 68.18,
"MassiveIntentClassification (da)": 65.08,
"MassiveIntentClassification (th)": 62.58,
"MassiveIntentClassification (pl)": 67.45,
"MassiveIntentClassification (zh-TW)": 62.09,
"MassiveIntentClassification (bn)": 61.73,
"MassiveIntentClassification (is)": 57.29,
"MassiveIntentClassification (te)": 61.38,
"MassiveIntentClassification (ko)": 64.16,
"MassiveIntentClassification (nb)": 65.85,
"MassiveIntentClassification (it)": 66.82,
"MassiveIntentClassification (hi)": 65.27,
"MassiveScenarioClassification (ar)": 63.86,
"MassiveScenarioClassification (id)": 70.52,
"MassiveScenarioClassification (sl)": 68.6,
"MassiveScenarioClassification (sq)": 69.09,
"MassiveScenarioClassification (km)": 54.17,
"MassiveScenarioClassification (fr)": 71.16,
"MassiveScenarioClassification (bn)": 67.55,
"MassiveScenarioClassification (am)": 61.43,
"MassiveScenarioClassification (nl)": 73.21,
"MassiveScenarioClassification (af)": 68.3,
"MassiveScenarioClassification (fi)": 68.99,
"MassiveScenarioClassification (ja)": 73.43,
"MassiveScenarioClassification (en)": 73.88,
"MassiveScenarioClassification (pt)": 69.76,
"MassiveScenarioClassification (ka)": 59.88,
"MassiveScenarioClassification (da)": 71.88,
"MassiveScenarioClassification (jv)": 63.3,
"MassiveScenarioClassification (zh-TW)": 68.04,
"MassiveScenarioClassification (cy)": 62.98,
"MassiveScenarioClassification (hu)": 71.72,
"MassiveScenarioClassification (lv)": 67.54,
"MassiveScenarioClassification (pl)": 71.44,
"MassiveScenarioClassification (de)": 72.68,
"MassiveScenarioClassification (ms)": 69.07,
"MassiveScenarioClassification (ur)": 67.11,
"MassiveScenarioClassification (kn)": 66.84,
"MassiveScenarioClassification (ta)": 64.96,
"MassiveScenarioClassification (is)": 67.14,
"MassiveScenarioClassification (it)": 70.44,
"MassiveScenarioClassification (sv)": 73.38,
"MassiveScenarioClassification (te)": 67.53,
"MassiveScenarioClassification (th)": 69.54,
"MassiveScenarioClassification (fa)": 72.17,
"MassiveScenarioClassification (mn)": 63.21,
"MassiveScenarioClassification (ro)": 68.72,
"MassiveScenarioClassification (ml)": 69.13,
"MassiveScenarioClassification (az)": 66.18,
"MassiveScenarioClassification (hi)": 69.83,
"MassiveScenarioClassification (el)": 71.1,
"MassiveScenarioClassification (nb)": 71.28,
"MassiveScenarioClassification (tl)": 67.64,
"MassiveScenarioClassification (he)": 67.63,
"MassiveScenarioClassification (vi)": 69.17,
"MassiveScenarioClassification (es)": 70.0,
"MassiveScenarioClassification (ko)": 70.49,
"MassiveScenarioClassification (tr)": 69.63,
"MassiveScenarioClassification (ru)": 71.59,
"MassiveScenarioClassification (zh-CN)": 72.41,
"MassiveScenarioClassification (my)": 63.12,
"MassiveScenarioClassification (sw)": 62.96,
"MassiveScenarioClassification (hy)": 65.85,
"MultilingualSentiment": 71.66,
"NoRecClassification": 57.06,
"NordicLangClassification": 76.57,
"OnlineShopping": 91.83,
"PAC": 65.68,
"PolEmo2.0-IN": 80.96,
"PolEmo2.0-OUT": 56.96,
"RuReviewsClassification": 68.56,
"RuSciBenchGRNTIClassification": 65.07,
"RuSciBenchOECDClassification": 50.21,
"TNews": 49.85,
"ToxicConversationsClassification": 66.82,
"TweetSentimentExtractionClassification": 59.18,
"Waimai": 86.83
}
]
},
"Clustering": {
"v_measure": [
{
"Model": "multilingual-e5-large-instruct",
"GeoreviewClusteringP2P": 74.34,
"MLSUMClusteringP2P (ru)": 57.77,
"MLSUMClusteringS2S (ru)": 57.5,
"MasakhaNEWSClusteringP2P (amh)": 74.82,
"MasakhaNEWSClusteringP2P (eng)": 70.12,
"MasakhaNEWSClusteringP2P (fra)": 70.48,
"MasakhaNEWSClusteringP2P (hau)": 71.22,
"MasakhaNEWSClusteringP2P (ibo)": 56.64,
"MasakhaNEWSClusteringP2P (lin)": 72.94,
"MasakhaNEWSClusteringP2P (lug)": 65.94,
"MasakhaNEWSClusteringP2P (orm)": 45.85,
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"MasakhaNEWSClusteringP2P (run)": 64.64,
"MasakhaNEWSClusteringP2P (sna)": 81.13,
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"MasakhaNEWSClusteringP2P (swa)": 40.55,
"MasakhaNEWSClusteringP2P (tir)": 62.76,
"MasakhaNEWSClusteringP2P (xho)": 57.61,
"MasakhaNEWSClusteringP2P (yor)": 64.78,
"MasakhaNEWSClusteringS2S (amh)": 67.38,
"MasakhaNEWSClusteringS2S (eng)": 61.2,
"MasakhaNEWSClusteringS2S (fra)": 69.48,
"MasakhaNEWSClusteringS2S (hau)": 52.67,
"MasakhaNEWSClusteringS2S (ibo)": 78.68,
"MasakhaNEWSClusteringS2S (lin)": 80.26,
"MasakhaNEWSClusteringS2S (lug)": 49.73,
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"MasakhaNEWSClusteringS2S (pcm)": 74.0,
"MasakhaNEWSClusteringS2S (run)": 64.34,
"MasakhaNEWSClusteringS2S (sna)": 67.1,
"MasakhaNEWSClusteringS2S (som)": 44.64,
"MasakhaNEWSClusteringS2S (swa)": 42.09,
"MasakhaNEWSClusteringS2S (tir)": 54.35,
"MasakhaNEWSClusteringS2S (xho)": 43.19,
"MasakhaNEWSClusteringS2S (yor)": 54.23,
"RuSciBenchGRNTIClusteringP2P": 62.21,
"RuSciBenchOECDClusteringP2P": 53.09,
"TwentyNewsgroupsClustering": 51.03
}
]
},
"PairClassification": {
"max_ap": [
{
"Model": "multilingual-e5-large-instruct",
"CDSC-E": 76.17,
"OpusparcusPC (de)": 97.56,
"OpusparcusPC (en)": 98.91,
"OpusparcusPC (fi)": 94.74,
"OpusparcusPC (fr)": 94.73,
"OpusparcusPC (ru)": 91.1,
"OpusparcusPC (sv)": 95.78,
"PSC": 99.31,
"PawsXPairClassification (de)": 56.46,
"PawsXPairClassification (en)": 64.4,
"PawsXPairClassification (es)": 57.27,
"PawsXPairClassification (fr)": 59.73,
"PawsXPairClassification (ja)": 50.82,
"PawsXPairClassification (ko)": 51.63,
"PawsXPairClassification (zh)": 57.34,
"SICK-E-PL": 79.69,
"SprintDuplicateQuestions": 92.19,
"TERRa": 63.77,
"TwitterSemEval2015": 79.79,
"TwitterURLCorpus": 86.73
},
{
"Model": "multilingual-e5-large-instruct",
"CDSC-E": 76.17,
"OpusparcusPC (de)": 97.56,
"OpusparcusPC (en)": 98.92,
"OpusparcusPC (fi)": 94.74,
"OpusparcusPC (fr)": 94.73,
"OpusparcusPC (ru)": 91.1,
"OpusparcusPC (sv)": 95.78,
"PSC": 99.31,
"PawsXPairClassification (de)": 56.64,
"PawsXPairClassification (en)": 64.43,
"PawsXPairClassification (es)": 57.28,
"PawsXPairClassification (fr)": 59.76,
"PawsXPairClassification (ja)": 50.82,
"PawsXPairClassification (ko)": 51.74,
"PawsXPairClassification (zh)": 57.75,
"SICK-E-PL": 79.69,
"SprintDuplicateQuestions": 92.19,
"TERRa": 63.89,
"TwitterSemEval2015": 79.79,
"TwitterURLCorpus": 86.73
}
]
},
"Reranking": {
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{
"Model": "multilingual-e5-large-instruct",
"AlloprofReranking": 74.68,
"AskUbuntuDupQuestions": 64.41,
"MMarcoReranking": 23.6,
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"SciDocsRR": 85.75,
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"SyntecReranking": 89.95,
"T2Reranking": 67.12
},
{
"Model": "multilingual-e5-large-instruct",
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}
]
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"Retrieval": {
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"Model": "multilingual-e5-large-instruct",
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"AlloprofRetrieval": 52.12,
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"ArguAna": 58.48,
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"CodeFeedbackMT": 39.87,
"CodeFeedbackST": 75.89,
"CodeSearchNetCCRetrieval (python)": 86.24,
"CodeSearchNetCCRetrieval (javascript)": 79.2,
"CodeSearchNetCCRetrieval (go)": 72.31,
"CodeSearchNetCCRetrieval (ruby)": 81.9,
"CodeSearchNetCCRetrieval (java)": 80.07,
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"CodeSearchNetRetrieval (python)": 88.96,
"CodeSearchNetRetrieval (javascript)": 75.37,
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"CodeSearchNetRetrieval (java)": 80.55,
"CodeSearchNetRetrieval (php)": 83.7,
"CodeTransOceanContest": 83.36,
"CodeTransOceanDL": 29.01,
"CosQA": 37.75,
"CovidRetrieval": 75.8,
"DuRetrieval": 85.16,
"EcomRetrieval": 53.92,
"FiQA-PL": 32.01,
"FiQA2018": 48.42,
"GerDaLIRSmall": 21.34,
"HellaSwag": 32.02,
"LEMBNarrativeQARetrieval": 26.71,
"LEMBQMSumRetrieval": 26.08,
"LEMBSummScreenFDRetrieval": 72.75,
"LEMBWikimQARetrieval": 57.79,
"LeCaRDv2": 64.22,
"LegalBenchConsumerContractsQA": 76.8,
"LegalBenchCorporateLobbying": 94.25,
"LegalQuAD": 51.25,
"LegalSummarization": 68.07,
"MIRACLRetrieval (ru)": 66.08,
"MMarcoRetrieval": 78.81,
"MedicalRetrieval": 56.55,
"MintakaRetrieval (ar)": 26.13,
"MintakaRetrieval (de)": 35.13,
"MintakaRetrieval (es)": 34.51,
"MintakaRetrieval (fr)": 33.49,
"MintakaRetrieval (hi)": 28.19,
"MintakaRetrieval (it)": 35.01,
"MintakaRetrieval (ja)": 26.31,
"MintakaRetrieval (pt)": 35.11,
"NFCorpus": 36.34,
"NFCorpus-PL": 32.66,
"PIQA": 32.26,
"Quail": 8.63,
"RARbCode": 71.22,
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"RiaNewsRetrieval": 83.26,
"RuBQRetrieval": 73.9,
"SCIDOCS": 19.24,
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"SIQA": 7.33,
"SciFact": 71.62,
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"SpartQA": 13.54,
"StackOverflowQA": 85.82,
"SyntecRetrieval": 87.8,
"SyntheticText2SQL": 58.85,
"T2Retrieval": 82.92,
"TRECCOVID": 82.51,
"TRECCOVID-PL": 62.03,
"TempReasonL1": 1.2,
"TempReasonL2Fact": 40.19,
"TempReasonL2Pure": 3.64,
"TempReasonL3Fact": 37.37,
"TempReasonL3Pure": 9.82,
"Touche2020": 27.4,
"VideoRetrieval": 52.24,
"WinoGrande": 54.27,
"XPQARetrieval (ara-ara)": 48.56,
"XPQARetrieval (eng-ara)": 34.01,
"XPQARetrieval (ara-eng)": 45.13,
"XPQARetrieval (deu-deu)": 79.18,
"XPQARetrieval (eng-deu)": 50.55,
"XPQARetrieval (deu-eng)": 75.23,
"XPQARetrieval (spa-spa)": 65.07,
"XPQARetrieval (eng-spa)": 41.75,
"XPQARetrieval (spa-eng)": 61.02,
"XPQARetrieval (fra-fra)": 72.72,
"XPQARetrieval (eng-fra)": 46.17,
"XPQARetrieval (fra-eng)": 69.33,
"XPQARetrieval (hin-hin)": 76.62,
"XPQARetrieval (eng-hin)": 18.12,
"XPQARetrieval (hin-eng)": 71.95,
"XPQARetrieval (ita-ita)": 77.03,
"XPQARetrieval (eng-ita)": 41.42,
"XPQARetrieval (ita-eng)": 70.6,
"XPQARetrieval (jpn-jpn)": 74.36,
"XPQARetrieval (eng-jpn)": 41.97,
"XPQARetrieval (jpn-eng)": 70.5,
"XPQARetrieval (kor-kor)": 39.74,
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"XPQARetrieval (pol-pol)": 52.53,
"XPQARetrieval (eng-pol)": 34.22,
"XPQARetrieval (pol-eng)": 48.53,
"XPQARetrieval (por-por)": 51.17,
"XPQARetrieval (eng-por)": 31.76,
"XPQARetrieval (por-eng)": 48.79,
"XPQARetrieval (tam-tam)": 49.69,
"XPQARetrieval (eng-tam)": 6.8,
"XPQARetrieval (tam-eng)": 40.83,
"XPQARetrieval (cmn-cmn)": 66.42,
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"XPQARetrieval (cmn-eng)": 59.78
}
]
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"STS": {
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"Model": "multilingual-e5-large-instruct",
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"ATEC": 43.27,
"BIOSSES": 87.46,
"BQ": 48.8,
"CDSC-R": 92.35,
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"RUParaPhraserSTS": 75.4,
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"SICK-R": 81.73,
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"SICKFr": 80.2,
"STS12": 82.53,
"STS13": 88.05,
"STS14": 84.83,
"STS15": 91.02,
"STS16": 87.32,
"STS17 (ar-ar)": 82.71,
"STS17 (nl-en)": 87.44,
"STS17 (fr-en)": 86.28,
"STS17 (ko-ko)": 84.31,
"STS17 (es-es)": 89.4,
"STS17 (en-ar)": 81.83,
"STS17 (en-de)": 87.61,
"STS17 (en-tr)": 80.47,
"STS17 (es-en)": 87.03,
"STS17 (en-en)": 90.33,
"STS17 (it-en)": 88.25,
"STS22 (es-en)": 78.65,
"STS22 (de)": 61.53,
"STS22 (zh)": 67.4,
"STS22 (es)": 68.45,
"STS22 (de-fr)": 65.52,
"STS22 (pl)": 40.97,
"STS22 (ru)": 65.17,
"STS22 (en)": 68.67,
"STS22 (fr)": 82.25,
"STS22 (es-it)": 75.25,
"STS22 (pl-en)": 74.86,
"STS22 (fr-pl)": 61.98,
"STS22 (ar)": 59.52,
"STS22 (it)": 79.45,
"STS22 (tr)": 67.2,
"STS22 (zh-en)": 71.45,
"STS22 (de-pl)": 54.6,
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"STSB": 81.68,
"STSBenchmark": 88.39,
"STSBenchmarkMultilingualSTS (de)": 85.38,
"STSBenchmarkMultilingualSTS (nl)": 84.29,
"STSBenchmarkMultilingualSTS (pl)": 83.42,
"STSBenchmarkMultilingualSTS (fr)": 84.94,
"STSBenchmarkMultilingualSTS (pt)": 84.9,
"STSBenchmarkMultilingualSTS (it)": 84.38,
"STSBenchmarkMultilingualSTS (es)": 86.15,
"STSBenchmarkMultilingualSTS (zh)": 82.54,
"STSBenchmarkMultilingualSTS (en)": 88.39,
"STSBenchmarkMultilingualSTS (ru)": 83.86
},
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"Model": "multilingual-e5-large-instruct",
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"ATEC": 43.27,
"BIOSSES": 87.46,
"BQ": 48.8,
"CDSC-R": 92.35,
"LCQMC": 76.06,
"PAWSX": 15.06,
"RUParaPhraserSTS": 75.4,
"RuSTSBenchmarkSTS": 83.97,
"SICK-R": 81.73,
"SICK-R-PL": 77.62,
"SICKFr": 80.2,
"STS12": 82.53,
"STS13": 88.05,
"STS14": 84.83,
"STS15": 91.02,
"STS16": 87.32,
"STS17 (ar-ar)": 82.71,
"STS17 (nl-en)": 87.44,
"STS17 (fr-en)": 86.28,
"STS17 (ko-ko)": 84.31,
"STS17 (es-es)": 89.4,
"STS17 (en-ar)": 81.83,
"STS17 (en-de)": 87.61,
"STS17 (en-tr)": 80.47,
"STS17 (es-en)": 87.03,
"STS17 (en-en)": 90.33,
"STS17 (it-en)": 88.25,
"STS22 (es-en)": 78.65,
"STS22 (de)": 61.53,
"STS22 (zh)": 67.4,
"STS22 (es)": 68.45,
"STS22 (de-fr)": 65.52,
"STS22 (pl)": 40.97,
"STS22 (ru)": 65.17,
"STS22 (en)": 68.67,
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"STS22 (es-it)": 75.25,
"STS22 (pl-en)": 74.86,
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"STS22 (de-pl)": 54.6,
"STS22 (de-en)": 58.22,
"STSB": 81.68,
"STSBenchmark": 88.39,
"STSBenchmarkMultilingualSTS (de)": 85.38,
"STSBenchmarkMultilingualSTS (nl)": 84.29,
"STSBenchmarkMultilingualSTS (pl)": 83.42,
"STSBenchmarkMultilingualSTS (fr)": 84.94,
"STSBenchmarkMultilingualSTS (pt)": 84.9,
"STSBenchmarkMultilingualSTS (it)": 84.38,
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}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "multilingual-e5-large-instruct",
"SummEval": 30.46,
"SummEvalFr": 31.72
},
{
"Model": "multilingual-e5-large-instruct",
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}
]
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"MultilabelClassification": {
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"Model": "multilingual-e5-large-instruct",
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"SensitiveTopicsClassification": 32.29
}
]
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"InstructionRetrieval": {
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"Model": "multilingual-e5-large-instruct",
"Core17InstructionRetrieval": 1.82,
"News21InstructionRetrieval": 1.5,
"Robust04InstructionRetrieval": -4.52
}
]
}
},
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"Tatoeba (tur-eng)": 88.42,
"Tatoeba (ces-eng)": 80.99,
"Tatoeba (swh-eng)": 65.43,
"Tatoeba (hrv-eng)": 84.42,
"Tatoeba (est-eng)": 56.47,
"Tatoeba (bel-eng)": 80.89,
"Tatoeba (mhr-eng)": 5.58,
"Tatoeba (cat-eng)": 79.3,
"Tatoeba (ben-eng)": 81.4,
"Tatoeba (tgl-eng)": 77.54,
"Tatoeba (cym-eng)": 62.3,
"Tatoeba (tha-eng)": 90.88,
"Tatoeba (swe-eng)": 87.46,
"Tatoeba (oci-eng)": 38.27,
"Tatoeba (gsw-eng)": 40.13,
"Tatoeba (ceb-eng)": 42.35,
"Tatoeba (ind-eng)": 88.28,
"Tatoeba (ron-eng)": 85.68,
"Tatoeba (gla-eng)": 35.96,
"Tatoeba (ile-eng)": 70.31,
"Tatoeba (orv-eng)": 14.89,
"Tatoeba (vie-eng)": 89.03,
"Tatoeba (slv-eng)": 73.93,
"Tatoeba (tel-eng)": 86.82,
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"Tatoeba (fao-eng)": 56.57,
"Tatoeba (glg-eng)": 79.65,
"Tatoeba (tuk-eng)": 16.99,
"Tatoeba (war-eng)": 39.14,
"Tatoeba (ita-eng)": 88.54,
"Tatoeba (epo-eng)": 88.96,
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"Tatoeba (pol-eng)": 88.85,
"Tatoeba (khm-eng)": 44.34,
"Tatoeba (fin-eng)": 70.23,
"Tatoeba (zsm-eng)": 91.37,
"Tatoeba (bre-eng)": 7.09,
"Tatoeba (kur-eng)": 39.99,
"Tatoeba (yid-eng)": 65.9,
"Tatoeba (kaz-eng)": 70.57,
"Tatoeba (cbk-eng)": 55.36,
"Tatoeba (mkd-eng)": 63.74,
"Tatoeba (hsb-eng)": 36.49,
"Tatoeba (deu-eng)": 97.22,
"Tatoeba (isl-eng)": 62.32,
"Tatoeba (kzj-eng)": 6.56,
"Tatoeba (lat-eng)": 37.76,
"Tatoeba (rus-eng)": 89.77,
"Tatoeba (ber-eng)": 18.22,
"Tatoeba (nld-eng)": 91.87,
"Tatoeba (lit-eng)": 59.95,
"Tatoeba (uig-eng)": 60.59,
"Tatoeba (kab-eng)": 18.06,
"Tatoeba (nov-eng)": 64.2,
"Tatoeba (heb-eng)": 73.68,
"Tatoeba (eus-eng)": 50.9,
"Tatoeba (kat-eng)": 77.6,
"Tatoeba (xho-eng)": 63.2,
"Tatoeba (yue-eng)": 69.33,
"Tatoeba (ina-eng)": 86.39,
"Tatoeba (bos-eng)": 81.15,
"Tatoeba (lfn-eng)": 51.46,
"Tatoeba (nno-eng)": 70.29,
"Tatoeba (urd-eng)": 85.07,
"Tatoeba (arq-eng)": 23.62,
"Tatoeba (tam-eng)": 82.82,
"Tatoeba (ang-eng)": 30.3,
"Tatoeba (swg-eng)": 44.0,
"Tatoeba (csb-eng)": 26.23,
"Tatoeba (wuu-eng)": 67.3,
"Tatoeba (max-eng)": 48.29,
"Tatoeba (tzl-eng)": 34.83,
"Tatoeba (uzb-eng)": 59.11,
"Tatoeba (amh-eng)": 74.11,
"Tatoeba (fry-eng)": 49.05,
"Tatoeba (mar-eng)": 85.94,
"Tatoeba (pes-eng)": 85.51,
"Tatoeba (por-eng)": 89.63,
"Tatoeba (hin-eng)": 92.36,
"Tatoeba (tat-eng)": 66.8,
"Tatoeba (sqi-eng)": 86.21,
"Tatoeba (cor-eng)": 5.24,
"Tatoeba (slk-eng)": 79.86,
"Tatoeba (dtp-eng)": 6.42,
"Tatoeba (jpn-eng)": 77.43,
"Tatoeba (ell-eng)": 86.81,
"Tatoeba (lvs-eng)": 61.84,
"Tatoeba (cha-eng)": 24.88,
"Tatoeba (arz-eng)": 53.35,
"Tatoeba (dsb-eng)": 29.87,
"Tatoeba (kor-eng)": 73.74,
"Tatoeba (srp-eng)": 83.06,
"Tatoeba (mal-eng)": 94.78,
"Tatoeba (hye-eng)": 83.81,
"Tatoeba (spa-eng)": 93.01,
"Tatoeba (ara-eng)": 76.09,
"Tatoeba (bul-eng)": 85.47,
"Tatoeba (jav-eng)": 53.39,
"Tatoeba (ukr-eng)": 82.98,
"Tatoeba (awa-eng)": 74.55,
"Tatoeba (nob-eng)": 90.18,
"Tatoeba (ido-eng)": 70.07,
"Tatoeba (hun-eng)": 74.44,
"Tatoeba (nds-eng)": 52.46,
"Tatoeba (pam-eng)": 5.76,
"Tatoeba (ast-eng)": 62.81,
"Tatoeba (pms-eng)": 35.47,
"Tatoeba (afr-eng)": 85.17,
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"Tatoeba (mon-eng)": 77.7
}
]
},
"Classification": {
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"Model": "multilingual-e5-small",
"AllegroReviews": 37.42,
"AmazonCounterfactualClassification (en-ext)": 73.07,
"AmazonCounterfactualClassification (en)": 71.87,
"AmazonCounterfactualClassification (de)": 71.72,
"AmazonCounterfactualClassification (ja)": 61.46,
"AmazonPolarityClassification": 88.61,
"AmazonReviewsClassification (en)": 45.75,
"AmazonReviewsClassification (de)": 41.07,
"AmazonReviewsClassification (es)": 41.37,
"AmazonReviewsClassification (fr)": 39.68,
"AmazonReviewsClassification (ja)": 38.55,
"AmazonReviewsClassification (zh)": 38.31,
"AngryTweetsClassification": 53.57,
"Banking77Classification": 70.44,
"CBD": 63.25,
"DKHateClassification": 60.73,
"DanishPoliticalCommentsClassification": 34.38,
"EmotionClassification": 42.86,
"GeoreviewClassification": 44.66,
"HeadlineClassification": 73.94,
"IFlyTek": 47.35,
"ImdbClassification": 79.57,
"InappropriatenessClassification": 59.16,
"JDReview": 79.34,
"KinopoiskClassification": 49.96,
"LccSentimentClassification": 57.87,
"MTOPDomainClassification (en)": 88.99,
"MTOPDomainClassification (de)": 86.15,
"MTOPDomainClassification (es)": 85.53,
"MTOPDomainClassification (fr)": 81.2,
"MTOPDomainClassification (hi)": 84.07,
"MTOPDomainClassification (th)": 83.16,
"MTOPIntentClassification (en)": 56.69,
"MTOPIntentClassification (de)": 55.88,
"MTOPIntentClassification (es)": 53.15,
"MTOPIntentClassification (fr)": 46.01,
"MTOPIntentClassification (hi)": 52.26,
"MTOPIntentClassification (th)": 54.61,
"MasakhaNEWSClassification (amh)": 84.28,
"MasakhaNEWSClassification (eng)": 75.61,
"MasakhaNEWSClassification (fra)": 77.65,
"MasakhaNEWSClassification (hau)": 73.08,
"MasakhaNEWSClassification (ibo)": 63.9,
"MasakhaNEWSClassification (lin)": 73.37,
"MasakhaNEWSClassification (lug)": 67.89,
"MasakhaNEWSClassification (orm)": 68.77,
"MasakhaNEWSClassification (pcm)": 90.79,
"MasakhaNEWSClassification (run)": 75.4,
"MasakhaNEWSClassification (sna)": 82.76,
"MasakhaNEWSClassification (som)": 59.8,
"MasakhaNEWSClassification (swa)": 69.85,
"MasakhaNEWSClassification (tir)": 68.01,
"MasakhaNEWSClassification (xho)": 72.22,
"MasakhaNEWSClassification (yor)": 73.84,
"MassiveIntentClassification (is)": 41.53,
"MassiveIntentClassification (tl)": 48.7,
"MassiveIntentClassification (he)": 51.11,
"MassiveIntentClassification (ta)": 47.65,
"MassiveIntentClassification (ar)": 47.78,
"MassiveIntentClassification (my)": 45.64,
"MassiveIntentClassification (sl)": 47.71,
"MassiveIntentClassification (af)": 48.74,
"MassiveIntentClassification (de)": 55.52,
"MassiveIntentClassification (pl)": 57.4,
"MassiveIntentClassification (en)": 63.87,
"MassiveIntentClassification (fi)": 55.14,
"MassiveIntentClassification (lv)": 44.93,
"MassiveIntentClassification (fr)": 57.9,
"MassiveIntentClassification (ur)": 50.51,
"MassiveIntentClassification (mn)": 47.38,
"MassiveIntentClassification (it)": 58.8,
"MassiveIntentClassification (ko)": 57.12,
"MassiveIntentClassification (nb)": 53.96,
"MassiveIntentClassification (es)": 59.19,
"MassiveIntentClassification (ja)": 61.58,
"MassiveIntentClassification (da)": 54.63,
"MassiveIntentClassification (zh-TW)": 53.75,
"MassiveIntentClassification (id)": 56.2,
"MassiveIntentClassification (ka)": 39.52,
"MassiveIntentClassification (hi)": 55.69,
"MassiveIntentClassification (cy)": 36.62,
"MassiveIntentClassification (kn)": 47.85,
"MassiveIntentClassification (pt)": 60.12,
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"MassiveIntentClassification (fa)": 57.73,
"MassiveIntentClassification (bn)": 50.68,
"MassiveIntentClassification (ml)": 52.81,
"MassiveIntentClassification (ro)": 52.82,
"MassiveIntentClassification (am)": 43.52,
"MassiveIntentClassification (hu)": 53.21,
"MassiveIntentClassification (sw)": 44.84,
"MassiveIntentClassification (ms)": 50.8,
"MassiveIntentClassification (tr)": 56.88,
"MassiveIntentClassification (km)": 33.45,
"MassiveIntentClassification (ru)": 58.43,
"MassiveIntentClassification (az)": 49.32,
"MassiveIntentClassification (te)": 48.85,
"MassiveIntentClassification (nl)": 59.27,
"MassiveIntentClassification (zh-CN)": 62.04,
"MassiveIntentClassification (sq)": 48.68,
"MassiveIntentClassification (vi)": 56.19,
"MassiveIntentClassification (jv)": 42.96,
"MassiveIntentClassification (sv)": 56.6,
"MassiveIntentClassification (hy)": 47.89,
"MassiveIntentClassification (el)": 54.14,
"MassiveScenarioClassification (de)": 65.88,
"MassiveScenarioClassification (nb)": 59.9,
"MassiveScenarioClassification (th)": 65.72,
"MassiveScenarioClassification (ka)": 44.96,
"MassiveScenarioClassification (jv)": 51.39,
"MassiveScenarioClassification (sv)": 65.54,
"MassiveScenarioClassification (fr)": 63.9,
"MassiveScenarioClassification (tl)": 55.3,
"MassiveScenarioClassification (hu)": 61.93,
"MassiveScenarioClassification (ur)": 55.91,
"MassiveScenarioClassification (ms)": 59.18,
"MassiveScenarioClassification (az)": 53.27,
"MassiveScenarioClassification (af)": 58.0,
"MassiveScenarioClassification (zh-TW)": 61.15,
"MassiveScenarioClassification (lv)": 51.0,
"MassiveScenarioClassification (km)": 39.01,
"MassiveScenarioClassification (el)": 62.29,
"MassiveScenarioClassification (bn)": 57.38,
"MassiveScenarioClassification (da)": 62.34,
"MassiveScenarioClassification (ml)": 60.31,
"MassiveScenarioClassification (ro)": 60.0,
"MassiveScenarioClassification (ru)": 63.89,
"MassiveScenarioClassification (it)": 64.03,
"MassiveScenarioClassification (am)": 50.53,
"MassiveScenarioClassification (is)": 49.66,
"MassiveScenarioClassification (ja)": 67.75,
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"LeCaRDv2": 57.2,
"LegalBenchConsumerContractsQA": 79.39,
"LegalBenchCorporateLobbying": 95.09,
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"BiorxivClusteringP2P": 29.84,
"BiorxivClusteringS2S": 20.57,
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]
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"PawsXPairClassification (de)": 51.07,
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"PawsXPairClassification (es)": 52.19,
"PawsXPairClassification (fr)": 54.63,
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"PawsXPairClassification (zh)": 54.26,
"SICK-E-PL": 63.77,
"SprintDuplicateQuestions": 89.26,
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"Model": "LaBSE",
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"OpusparcusPC (de)": 96.58,
"OpusparcusPC (en)": 98.12,
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"OpusparcusPC (ru)": 87.3,
"OpusparcusPC (sv)": 93.69,
"PPC": 86.97,
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"PawsXPairClassification (de)": 51.45,
"PawsXPairClassification (en)": 54.07,
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"PawsXPairClassification (fr)": 54.69,
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"Model": "LaBSE",
"CDSC-E": 68.91,
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"SciDocsRR": 68.72,
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]
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"Retrieval": {
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"ARCChallenge": 3.78,
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"CQADupstackRetrieval": 18.75,
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"CodeFeedbackMT": 17.98,
"CodeFeedbackST": 35.98,
"CodeSearchNetCCRetrieval (python)": 40.41,
"CodeSearchNetCCRetrieval (javascript)": 52.0,
"CodeSearchNetCCRetrieval (go)": 41.73,
"CodeSearchNetCCRetrieval (ruby)": 41.46,
"CodeSearchNetCCRetrieval (java)": 45.83,
"CodeSearchNetCCRetrieval (php)": 31.96,
"CodeSearchNetRetrieval (python)": 60.52,
"CodeSearchNetRetrieval (javascript)": 46.24,
"CodeSearchNetRetrieval (go)": 48.56,
"CodeSearchNetRetrieval (ruby)": 51.34,
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"CodeTransOceanContest": 28.1,
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"CosQA": 8.77,
"CovidRetrieval": 28.6,
"DBPedia": 15.57,
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"DuRetrieval": 26.34,
"EcomRetrieval": 25.42,
"FEVER": 12.18,
"FiQA-PL": 7.63,
"FiQA2018": 7.0,
"GerDaLIRSmall": 4.59,
"HellaSwag": 5.59,
"HotpotQA": 18.75,
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"LEMBNarrativeQARetrieval": 11.45,
"LEMBQMSumRetrieval": 14.07,
"LEMBSummScreenFDRetrieval": 40.52,
"LEMBWikimQARetrieval": 28.1,
"LeCaRDv2": 24.68,
"LegalBenchConsumerContractsQA": 54.66,
"LegalBenchCorporateLobbying": 69.39,
"LegalQuAD": 16.64,
"LegalSummarization": 53.89,
"MMarcoRetrieval": 34.78,
"MSMARCO": 7.6,
"MSMARCO-PL": 7.22,
"MedicalRetrieval": 6.68,
"MintakaRetrieval (ar)": 14.06,
"MintakaRetrieval (de)": 15.26,
"MintakaRetrieval (es)": 15.65,
"MintakaRetrieval (fr)": 15.53,
"MintakaRetrieval (hi)": 13.67,
"MintakaRetrieval (it)": 15.94,
"MintakaRetrieval (ja)": 12.8,
"MintakaRetrieval (pt)": 15.03,
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"NQ": 8.42,
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"PIQA": 6.53,
"Quail": 1.91,
"Quora-PL": 74.96,
"QuoraRetrieval": 77.03,
"RARbCode": 2.31,
"RARbMath": 27.19,
"RiaNewsRetrieval": 42.75,
"RuBQRetrieval": 30.02,
"SCIDOCS": 5.63,
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"SIQA": 1.07,
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"SyntecRetrieval": 55.31,
"SyntheticText2SQL": 43.28,
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"TRECCOVID": 16.34,
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"TempReasonL1": 1.56,
"TempReasonL2Fact": 7.06,
"TempReasonL2Pure": 0.14,
"TempReasonL3Fact": 8.74,
"TempReasonL3Pure": 4.73,
"Touche2020": 4.88,
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"WinoGrande": 54.3,
"XPQARetrieval (ara-ara)": 35.19,
"XPQARetrieval (eng-ara)": 20.64,
"XPQARetrieval (ara-eng)": 32.47,
"XPQARetrieval (deu-deu)": 53.56,
"XPQARetrieval (eng-deu)": 24.31,
"XPQARetrieval (deu-eng)": 54.87,
"XPQARetrieval (spa-spa)": 44.49,
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"XPQARetrieval (spa-eng)": 43.4,
"XPQARetrieval (fra-fra)": 51.74,
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"XPQARetrieval (fra-eng)": 49.4,
"XPQARetrieval (hin-hin)": 66.64,
"XPQARetrieval (eng-hin)": 23.25,
"XPQARetrieval (hin-eng)": 64.54,
"XPQARetrieval (ita-ita)": 56.27,
"XPQARetrieval (eng-ita)": 25.8,
"XPQARetrieval (ita-eng)": 52.69,
"XPQARetrieval (jpn-jpn)": 58.6,
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"XPQARetrieval (jpn-eng)": 52.41,
"XPQARetrieval (kor-kor)": 27.63,
"XPQARetrieval (eng-kor)": 23.33,
"XPQARetrieval (kor-eng)": 23.97,
"XPQARetrieval (pol-pol)": 37.33,
"XPQARetrieval (eng-pol)": 16.19,
"XPQARetrieval (pol-eng)": 37.7,
"XPQARetrieval (por-por)": 38.48,
"XPQARetrieval (eng-por)": 19.41,
"XPQARetrieval (por-eng)": 37.31,
"XPQARetrieval (tam-tam)": 37.33,
"XPQARetrieval (eng-tam)": 20.53,
"XPQARetrieval (tam-eng)": 30.14,
"XPQARetrieval (cmn-cmn)": 50.7,
"XPQARetrieval (eng-cmn)": 20.59,
"XPQARetrieval (cmn-eng)": 48.23,
"XPQARetrieval (fr)": 51.74
}
]
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"STS": {
"cosine_spearman": [
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"Model": "LaBSE",
"AFQMC": 21.02,
"ATEC": 26.61,
"BIOSSES": 78.7,
"BQ": 42.6,
"CDSC-R": 85.53,
"LCQMC": 52.19,
"PAWSX": 10.23,
"RUParaPhraserSTS": 65.74,
"RuSTSBenchmarkSTS": 73.34,
"SICK-R": 69.99,
"SICK-R-PL": 65.9,
"SICKFr": 69.94,
"STS12": 65.08,
"STS13": 67.98,
"STS14": 64.03,
"STS15": 76.59,
"STS16": 72.98,
"STS17 (es-en)": 65.71,
"STS17 (en-de)": 73.85,
"STS17 (fr-en)": 76.98,
"STS17 (en-tr)": 72.07,
"STS17 (ko-ko)": 71.32,
"STS17 (es-es)": 80.83,
"STS17 (it-en)": 76.99,
"STS17 (ar-ar)": 69.07,
"STS17 (en-en)": 79.45,
"STS17 (nl-en)": 75.22,
"STS17 (en-ar)": 74.51,
"STS22 (pl-en)": 69.41,
"STS22 (de-en)": 50.14,
"STS22 (es)": 63.18,
"STS22 (de-pl)": 58.69,
"STS22 (fr)": 77.95,
"STS22 (fr-pl)": 61.98,
"STS22 (de)": 48.58,
"STS22 (pl)": 39.3,
"STS22 (en)": 61.63,
"STS22 (es-it)": 69.69,
"STS22 (zh-en)": 64.02,
"STS22 (de-fr)": 53.28,
"STS22 (tr)": 58.15,
"STS22 (it)": 72.22,
"STS22 (ru)": 57.49,
"STS22 (es-en)": 71.86,
"STS22 (ar)": 57.67,
"STS22 (zh)": 63.02,
"STSB": 68.38,
"STSBenchmark": 72.25,
"STSBenchmarkMultilingualSTS (nl)": 70.22,
"STSBenchmarkMultilingualSTS (de)": 72.43,
"STSBenchmarkMultilingualSTS (pt)": 71.65,
"STSBenchmarkMultilingualSTS (fr)": 75.1,
"STSBenchmarkMultilingualSTS (en)": 72.25,
"STSBenchmarkMultilingualSTS (pl)": 72.58,
"STSBenchmarkMultilingualSTS (es)": 72.92,
"STSBenchmarkMultilingualSTS (zh)": 69.5,
"STSBenchmarkMultilingualSTS (ru)": 73.06,
"STSBenchmarkMultilingualSTS (it)": 72.97
},
{
"Model": "LaBSE",
"BIOSSES": 78.7,
"CDSC-R": 85.53,
"SICK-R": 69.99,
"SICK-R-PL": 65.9,
"SICKFr": 69.94,
"STS12": 65.08,
"STS13": 67.98,
"STS14": 64.03,
"STS15": 76.59,
"STS16": 72.98,
"STS17 (ar-ar)": 69.07,
"STS17 (en-ar)": 74.51,
"STS17 (en-de)": 73.85,
"STS17 (en-en)": 79.45,
"STS17 (en-tr)": 72.07,
"STS17 (es-en)": 65.71,
"STS17 (es-es)": 80.83,
"STS17 (fr-en)": 76.98,
"STS17 (it-en)": 76.99,
"STS17 (ko-ko)": 71.32,
"STS17 (nl-en)": 75.22,
"STS22 (ar)": 57.67,
"STS22 (de)": 48.58,
"STS22 (de-en)": 50.14,
"STS22 (de-fr)": 53.28,
"STS22 (de-pl)": 58.69,
"STS22 (en)": 60.97,
"STS22 (es)": 63.18,
"STS22 (es-en)": 71.86,
"STS22 (es-it)": 69.69,
"STS22 (fr)": 77.95,
"STS22 (fr-pl)": 61.98,
"STS22 (it)": 72.22,
"STS22 (pl)": 39.28,
"STS22 (pl-en)": 69.41,
"STS22 (ru)": 57.49,
"STS22 (tr)": 58.15,
"STS22 (zh)": 63.02,
"STS22 (zh-en)": 64.02,
"STSBenchmark": 72.25,
"STSBenchmarkMultilingualSTS (fr)": 75.1
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "LaBSE",
"SummEval": 31.05,
"SummEvalFr": 30.16
},
{
"Model": "LaBSE",
"SummEval": 31.05,
"SummEvalFr": 30.16
},
{
"Model": "LaBSE",
"SummEval": 31.05,
"SummEvalFr": 30.16
}
]
},
"MultilabelClassification": {
"accuracy": [
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"CEDRClassification": 40.61,
"SensitiveTopicsClassification": 22.23
}
]
},
"InstructionRetrieval": {
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{
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"Core17InstructionRetrieval": 1.49,
"News21InstructionRetrieval": -1.11,
"Robust04InstructionRetrieval": -9.37
}
]
}
},
"sentence-transformers__all-MiniLM-L12-v2": {
"BitextMining": {
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"Tatoeba (tat-eng)": 0.75,
"Tatoeba (yid-eng)": 0.19,
"Tatoeba (tzl-eng)": 6.87,
"Tatoeba (ben-eng)": 0.02,
"Tatoeba (sqi-eng)": 5.86,
"Tatoeba (war-eng)": 6.18,
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"XPQARetrieval (eng-por)": 7.38,
"XPQARetrieval (por-eng)": 22.59,
"XPQARetrieval (tam-tam)": 9.07,
"XPQARetrieval (eng-tam)": 4.15,
"XPQARetrieval (tam-eng)": 3.76,
"XPQARetrieval (cmn-cmn)": 21.07,
"XPQARetrieval (eng-cmn)": 6.58,
"XPQARetrieval (cmn-eng)": 9.39,
"XPQARetrieval (fr)": 55.9
}
]
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"STS": {
"cosine_spearman": [
{
"Model": "all-MiniLM-L12-v2",
"AFQMC": 7.94,
"ATEC": 12.97,
"BIOSSES": 83.57,
"BQ": 23.31,
"CDSC-R": 82.5,
"LCQMC": 21.04,
"PAWSX": 7.31,
"RUParaPhraserSTS": 45.47,
"RuSTSBenchmarkSTS": 56.33,
"SICK-R": 79.32,
"SICK-R-PL": 54.26,
"SICKFr": 63.16,
"STS12": 73.08,
"STS13": 82.13,
"STS14": 76.73,
"STS15": 85.58,
"STS16": 80.23,
"STS17 (ar-ar)": 58.71,
"STS17 (es-es)": 78.37,
"STS17 (en-tr)": 0.43,
"STS17 (es-en)": 22.01,
"STS17 (it-en)": 24.28,
"STS17 (en-de)": 27.54,
"STS17 (en-en)": 88.63,
"STS17 (ko-ko)": 43.37,
"STS17 (nl-en)": 24.51,
"STS17 (en-ar)": 0.54,
"STS17 (fr-en)": 30.7,
"STS22 (de-fr)": 43.52,
"STS22 (tr)": 21.6,
"STS22 (en)": 66.0,
"STS22 (ar)": 17.54,
"STS22 (pl-en)": 42.67,
"STS22 (es-it)": 40.71,
"STS22 (pl)": 19.22,
"STS22 (fr-pl)": 16.9,
"STS22 (es)": 43.98,
"STS22 (ru)": 11.19,
"STS22 (it)": 47.48,
"STS22 (de-en)": 42.86,
"STS22 (de)": 22.53,
"STS22 (zh-en)": 44.39,
"STS22 (de-pl)": 1.63,
"STS22 (fr)": 69.51,
"STS22 (zh)": 33.15,
"STS22 (es-en)": 53.99,
"STSB": 36.66,
"STSBenchmark": 83.09,
"STSBenchmarkMultilingualSTS (es)": 65.33,
"STSBenchmarkMultilingualSTS (zh)": 38.93,
"STSBenchmarkMultilingualSTS (en)": 83.09,
"STSBenchmarkMultilingualSTS (fr)": 66.68,
"STSBenchmarkMultilingualSTS (it)": 60.71,
"STSBenchmarkMultilingualSTS (nl)": 60.03,
"STSBenchmarkMultilingualSTS (pt)": 63.85,
"STSBenchmarkMultilingualSTS (ru)": 56.09,
"STSBenchmarkMultilingualSTS (de)": 63.28,
"STSBenchmarkMultilingualSTS (pl)": 60.2
},
{
"Model": "all-MiniLM-L12-v2",
"STS17 (ar-ar)": 58.71,
"STS17 (en-ar)": 0.54,
"STS17 (en-de)": 27.54,
"STS17 (en-en)": 88.63,
"STS17 (en-tr)": 0.43,
"STS17 (es-en)": 22.01,
"STS17 (es-es)": 78.37,
"STS17 (fr-en)": 30.7,
"STS17 (it-en)": 24.28,
"STS17 (ko-ko)": 43.37,
"STS17 (nl-en)": 24.51,
"STS22 (ar)": 17.54,
"STS22 (de)": 22.53,
"STS22 (de-en)": 42.86,
"STS22 (de-fr)": 43.52,
"STS22 (de-pl)": 1.63,
"STS22 (en)": 65.67,
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"STS22 (es-en)": 53.99,
"STS22 (es-it)": 40.71,
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"STS22 (fr-pl)": 16.9,
"STS22 (it)": 47.48,
"STS22 (pl)": 19.22,
"STS22 (pl-en)": 42.67,
"STS22 (ru)": 11.19,
"STS22 (tr)": 21.6,
"STS22 (zh)": 33.15,
"STS22 (zh-en)": 44.39
}
]
},
"Summarization": {
"cosine_spearman": [
{
"Model": "all-MiniLM-L12-v2",
"SummEval": 27.9,
"SummEvalFr": 26.63
},
{
"Model": "all-MiniLM-L12-v2",
"SummEval": 27.9,
"SummEvalFr": 26.63
}
]
},
"MultilabelClassification": {
"accuracy": [
{
"Model": "all-MiniLM-L12-v2",
"CEDRClassification": 33.86,
"SensitiveTopicsClassification": 18.05
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
"Model": "all-MiniLM-L12-v2",
"Core17InstructionRetrieval": 1.69,
"News21InstructionRetrieval": -0.35,
"Robust04InstructionRetrieval": -3.59
}
]
}
},
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"Tatoeba (csb-eng)": 3.78,
"Tatoeba (dsb-eng)": 2.9,
"Tatoeba (tel-eng)": 0.46,
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"Tatoeba (lfn-eng)": 4.55,
"Tatoeba (bul-eng)": 0.21,
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"Tatoeba (fao-eng)": 5.33,
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"Tatoeba (vie-eng)": 3.07,
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"Tatoeba (slk-eng)": 3.27,
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"Tatoeba (bre-eng)": 3.22,
"Tatoeba (uig-eng)": 0.2,
"Tatoeba (cbk-eng)": 7.04,
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"Tatoeba (lit-eng)": 0.92,
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"Tatoeba (tha-eng)": 0.3,
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"Tatoeba (max-eng)": 6.93,
"Tatoeba (yid-eng)": 0.14,
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"Tatoeba (ita-eng)": 9.9,
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"Tatoeba (srp-eng)": 1.28,
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"Tatoeba (tzl-eng)": 4.58,
"Tatoeba (uzb-eng)": 2.34,
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"Tatoeba (wuu-eng)": 0.6,
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"Tatoeba (nds-eng)": 9.56,
"Tatoeba (tat-eng)": 0.44,
"Tatoeba (kab-eng)": 0.96,
"Tatoeba (jpn-eng)": 0.97,
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"Tatoeba (yue-eng)": 0.86,
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"Tatoeba (zsm-eng)": 4.24,
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"Tatoeba (kzj-eng)": 2.78,
"Tatoeba (ang-eng)": 15.64,
"Tatoeba (cmn-eng)": 1.92,
"Tatoeba (nob-eng)": 4.34,
"Tatoeba (lvs-eng)": 2.61,
"Tatoeba (dan-eng)": 7.84,
"Tatoeba (aze-eng)": 1.04,
"Tatoeba (tur-eng)": 3.59,
"Tatoeba (sqi-eng)": 3.58,
"Tatoeba (hun-eng)": 3.56,
"Tatoeba (awa-eng)": 0.51,
"Tatoeba (afr-eng)": 5.89,
"Tatoeba (tuk-eng)": 3.52,
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"Tatoeba (ceb-eng)": 3.39,
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"Tatoeba (cym-eng)": 6.09,
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"Classification": {
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"AmazonCounterfactualClassification (en-ext)": 65.59,
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"AmazonPolarityClassification": 64.26,
"AmazonReviewsClassification (en)": 30.85,
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"AmazonReviewsClassification (fr)": 26.88,
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"AmazonReviewsClassification (zh)": 23.67,
"AngryTweetsClassification": 42.48,
"Banking77Classification": 80.04,
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"GeoreviewClassification": 27.08,
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"IFlyTek": 16.09,
"ImdbClassification": 61.76,
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"KinopoiskClassification": 33.93,
"LccSentimentClassification": 38.53,
"MTOPDomainClassification (en)": 91.68,
"MTOPDomainClassification (de)": 70.47,
"MTOPDomainClassification (es)": 72.99,
"MTOPDomainClassification (fr)": 75.1,
"MTOPDomainClassification (hi)": 40.74,
"MTOPDomainClassification (th)": 15.66,
"MTOPIntentClassification (en)": 61.55,
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"MTOPIntentClassification (fr)": 39.67,
"MTOPIntentClassification (hi)": 18.69,
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"MasakhaNEWSClassification (fra)": 68.84,
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"MassiveIntentClassification (en)": 66.94,
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"MassiveIntentClassification (sv)": 38.09,
"MassiveIntentClassification (mn)": 20.35,
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"MassiveIntentClassification (fi)": 38.37,
"MassiveIntentClassification (el)": 24.19,
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"MassiveIntentClassification (pt)": 43.76,
"MassiveIntentClassification (ml)": 2.89,
"MassiveIntentClassification (zh-TW)": 22.56,
"MassiveIntentClassification (vi)": 37.09,
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"MassiveIntentClassification (cy)": 34.54,
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"MassiveIntentClassification (ro)": 40.54,
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"MassiveIntentClassification (km)": 4.91,
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"MassiveScenarioClassification (en)": 73.81,
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"MassiveScenarioClassification (sv)": 42.95,
"MassiveScenarioClassification (ka)": 14.92,
"MassiveScenarioClassification (tr)": 38.85,
"MassiveScenarioClassification (es)": 49.0,
"MassiveScenarioClassification (it)": 49.8,
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"MassiveScenarioClassification (ar)": 25.99,
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"MassiveScenarioClassification (cy)": 39.0,
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"MassiveScenarioClassification (ja)": 37.3,
"MassiveScenarioClassification (ml)": 7.67,
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"MassiveScenarioClassification (mn)": 25.47,
"MassiveScenarioClassification (el)": 31.3,
"MassiveScenarioClassification (hi)": 23.71,
"MassiveScenarioClassification (hy)": 13.03,
"MassiveScenarioClassification (ro)": 48.23,
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"MassiveScenarioClassification (id)": 43.46,
"MassiveScenarioClassification (jv)": 43.59,
"MassiveScenarioClassification (km)": 9.25,
"MassiveScenarioClassification (zh-TW)": 31.18,
"MassiveScenarioClassification (vi)": 40.47,
"MassiveScenarioClassification (af)": 43.87,
"MassiveScenarioClassification (fr)": 51.14,
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"MassiveScenarioClassification (ko)": 20.3,
"MassiveScenarioClassification (tl)": 45.69,
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"MassiveScenarioClassification (th)": 19.5,
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"MassiveScenarioClassification (zh-CN)": 33.65,
"MassiveScenarioClassification (ur)": 23.73,
"MassiveScenarioClassification (de)": 51.47,
"MultilingualSentiment": 41.28,
"NoRecClassification": 37.93,
"NordicLangClassification": 54.7,
"NorwegianParliament": 54.8,
"OnlineShopping": 57.74,
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"RuReviewsClassification": 41.79,
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"ScalaDaClassification": 50.03,
"ScalaNbClassification": 50.17,
"TNews": 20.12,
"ToxicConversationsClassification": 62.09,
"TweetSentimentExtractionClassification": 54.04,
"Waimai": 62.72
}
]
},
"Clustering": {
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"ArxivClusteringP2P": 46.55,
"ArxivClusteringS2S": 37.86,
"BiorxivClusteringP2P": 38.37,
"BiorxivClusteringS2S": 32.88,
"GeoreviewClusteringP2P": 20.25,
"HALClusteringS2S": 18.84,
"MLSUMClusteringP2P": 36.74,
"MLSUMClusteringP2P (ru)": 23.91,
"MLSUMClusteringS2S": 28.12,
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"MasakhaNEWSClusteringP2P (eng)": 48.88,
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"MasakhaNEWSClusteringS2S (fra)": 40.58,
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"MedrxivClusteringP2P": 34.39,
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"RedditClustering": 50.7,
"RedditClusteringP2P": 54.8,
"RuSciBenchGRNTIClusteringP2P": 10.21,
"RuSciBenchOECDClusteringP2P": 9.44,
"StackExchangeClustering": 53.14,
"StackExchangeClusteringP2P": 34.26,
"TwentyNewsgroupsClustering": 46.49
}
]
},
"PairClassification": {
"max_ap": [
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"CDSC-E": 47.27,
"OpusparcusPC (de)": 89.91,
"OpusparcusPC (en)": 97.46,
"OpusparcusPC (fi)": 85.44,
"OpusparcusPC (fr)": 86.53,
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"OpusparcusPC (sv)": 83.78,
"PSC": 81.87,
"PawsXPairClassification (de)": 51.22,
"PawsXPairClassification (en)": 59.1,
"PawsXPairClassification (es)": 52.21,
"PawsXPairClassification (fr)": 55.41,
"PawsXPairClassification (ja)": 48.97,
"PawsXPairClassification (ko)": 50.53,
"PawsXPairClassification (zh)": 53.11,
"SICK-E-PL": 47.32,
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"TERRa": 45.03,
"TwitterSemEval2015": 67.86,
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},
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"CDSC-E": 47.27,
"OpusparcusPC (fr)": 86.53,
"OpusparcusPC (de)": 89.91,
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"OpusparcusPC (sv)": 83.78,
"PSC": 81.87,
"PawsXPairClassification (fr)": 55.52,
"PawsXPairClassification (de)": 51.55,
"PawsXPairClassification (en)": 59.1,
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"Classification": {
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}
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"SciFact": 29.53,
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"MTOPDomainClassification (de)": 86.19,
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"MasakhaNEWSClassification (fra)": 76.87,
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]
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"BiorxivClusteringP2P": 29.59,
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"STS13": 82.19,
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"STS17 (en-ar)": -5.77,
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"STS17 (en-en)": 83.93,
"STS17 (en-tr)": 8.75,
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"STS22 (ar)": 34.97,
"STS22 (de)": 51.7,
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"STS22 (fr)": 78.7,
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"Tatoeba (afr-eng)": 33.47,
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"Tatoeba (cha-eng)": 27.56,
"Tatoeba (cmn-eng)": 2.26,
"Tatoeba (cor-eng)": 3.69,
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"Tatoeba (dtp-eng)": 4.54,
"Tatoeba (ell-eng)": 0.55,
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"Tatoeba (kur-eng)": 10.91,
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"Tatoeba (lvs-eng)": 7.04,
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"Tatoeba (mkd-eng)": 2.49,
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"Tatoeba (nds-eng)": 39.96,
"Tatoeba (nld-eng)": 58.86,
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"Tatoeba (nob-eng)": 40.25,
"Tatoeba (nov-eng)": 50.19,
"Tatoeba (oci-eng)": 30.72,
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"Classification": {
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"Model": "gtr-t5-xl",
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"AmazonCounterfactualClassification (en-ext)": 69.03,
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"AmazonPolarityClassification": 74.58,
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"Banking77Classification": 82.22,
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"ImdbClassification": 68.15,
"MTOPDomainClassification (de)": 85.42,
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"MTOPDomainClassification (hi)": 21.74,
"MTOPDomainClassification (th)": 15.87,
"MTOPIntentClassification (de)": 55.75,
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"MTOPIntentClassification (fr)": 51.07,
"MTOPIntentClassification (hi)": 3.19,
"MTOPIntentClassification (th)": 5.55,
"MassiveIntentClassification (af)": 42.6,
"MassiveIntentClassification (am)": 2.12,
"MassiveIntentClassification (ar)": 4.64,
"MassiveIntentClassification (az)": 35.05,
"MassiveIntentClassification (bn)": 2.84,
"MassiveIntentClassification (cy)": 36.19,
"MassiveIntentClassification (da)": 48.42,
"MassiveIntentClassification (de)": 55.49,
"MassiveIntentClassification (el)": 10.14,
"MassiveIntentClassification (en)": 70.23,
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"MassiveIntentClassification (fi)": 37.13,
"MassiveIntentClassification (fr)": 57.67,
"MassiveIntentClassification (he)": 2.56,
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"MassiveIntentClassification (is)": 34.77,
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"MassiveIntentClassification (km)": 5.35,
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"MassiveIntentClassification (ko)": 2.64,
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"MassiveIntentClassification (ml)": 3.18,
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"MassiveIntentClassification (ms)": 42.87,
"MassiveIntentClassification (my)": 4.04,
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"MassiveIntentClassification (nl)": 49.53,
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"MassiveIntentClassification (pt)": 57.03,
"MassiveIntentClassification (ro)": 49.95,
"MassiveIntentClassification (ru)": 36.58,
"MassiveIntentClassification (sl)": 39.44,
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"MassiveIntentClassification (tl)": 43.12,
"MassiveIntentClassification (tr)": 35.24,
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"MassiveIntentClassification (vi)": 30.01,
"MassiveIntentClassification (zh-CN)": 1.72,
"MassiveIntentClassification (zh-TW)": 3.35,
"MassiveScenarioClassification (af)": 52.54,
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"MassiveScenarioClassification (da)": 57.28,
"MassiveScenarioClassification (de)": 68.09,
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"MassiveScenarioClassification (en)": 75.94,
"MassiveScenarioClassification (es)": 64.32,
"MassiveScenarioClassification (fa)": 6.9,
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"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,
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"MassiveScenarioClassification (ja)": 7.29,
"MassiveScenarioClassification (jv)": 43.13,
"MassiveScenarioClassification (ka)": 7.63,
"MassiveScenarioClassification (km)": 9.08,
"MassiveScenarioClassification (kn)": 8.1,
"MassiveScenarioClassification (ko)": 6.35,
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"MassiveScenarioClassification (ms)": 52.41,
"MassiveScenarioClassification (my)": 9.21,
"MassiveScenarioClassification (nb)": 54.44,
"MassiveScenarioClassification (nl)": 60.35,
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"MassiveScenarioClassification (pt)": 62.78,
"MassiveScenarioClassification (ro)": 59.62,
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"MassiveScenarioClassification (sl)": 44.79,
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"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
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"Clustering": {
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"Model": "gtr-t5-xl",
"ArxivClusteringP2P": 37.9,
"ArxivClusteringS2S": 30.45,
"BiorxivClusteringP2P": 30.52,
"BiorxivClusteringS2S": 26.06,
"MedrxivClusteringP2P": 28.69,
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"RedditClusteringP2P": 61.11,
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"TwentyNewsgroupsClustering": 51.15
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"SprintDuplicateQuestions": 95.45,
"TwitterSemEval2015": 77.81,
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"Retrieval": {
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"CQADupstackRetrieval": 37.35,
"ClimateFEVER": 27.01,
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"FiQA2018": 44.19,
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"NFCorpus": 33.34,
"NQ": 56.16,
"QuoraRetrieval": 88.91,
"SCIDOCS": 15.71,
"SciFact": 64.2,
"TRECCOVID": 60.09,
"Touche2020": 25.26
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]
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"STS": {
"cosine_spearman": [
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"BIOSSES": 78.94,
"SICK-R": 73.63,
"STS12": 69.11,
"STS13": 81.82,
"STS14": 77.07,
"STS15": 86.01,
"STS16": 82.23,
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"STS17 (en-ar)": -3.22,
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"STS17 (en-en)": 84.9,
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"STS22 (ar)": 37.66,
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"STS22 (de-pl)": 27.99,
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"STS22 (es-en)": 69.99,
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"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
}
]
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"Summarization": {
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"Model": "gtr-t5-xl",
"SummEval": 30.21
}
]
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"MultilabelClassification": {
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},
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"AmazonReviewsClassification (en)": 37.3,
"Banking77Classification": 82.32,
"EmotionClassification": 43.19,
"ImdbClassification": 70.8,
"MTOPDomainClassification (en)": 93.84,
"MTOPIntentClassification (en)": 67.71,
"MassiveIntentClassification (en)": 70.61,
"MassiveScenarioClassification (en)": 77.77,
"ToxicConversationsClassification": 68.48,
"TweetSentimentExtractionClassification": 54.54
}
]
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"ArxivClusteringS2S": 32.39,
"BiorxivClusteringP2P": 30.48,
"BiorxivClusteringS2S": 27.5,
"MedrxivClusteringP2P": 29.12,
"MedrxivClusteringS2S": 27.56,
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"RedditClusteringP2P": 62.84,
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"StackExchangeClusteringP2P": 32.85,
"TwentyNewsgroupsClustering": 50.44
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]
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"PairClassification": {
"max_ap": [
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"Model": "gtr-t5-xxl",
"SprintDuplicateQuestions": 95.68,
"TwitterSemEval2015": 77.54,
"TwitterURLCorpus": 85.13
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"Reranking": {
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"MindSmallReranking": 31.93,
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"TRECCOVID": 51.9,
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]
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"STS": {
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"SICK-R": 74.29,
"STS12": 70.12,
"STS13": 82.72,
"STS14": 78.24,
"STS15": 86.26,
"STS16": 81.61,
"STS17 (en-en)": 85.18,
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}
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"Summarization": {
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{
"Model": "gtr-t5-xxl",
"SummEval": 30.64
}
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"MultilabelClassification": {
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},
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"sentence-transformers__msmarco-bert-co-condensor": {
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},
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"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
}
]
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"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": {
"max_ap": [
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"Model": "msmarco-bert-co-condensor",
"SprintDuplicateQuestions": 96.09,
"TwitterSemEval2015": 65.95,
"TwitterURLCorpus": 83.17
},
{
"Model": "msmarco-bert-co-condensor",
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"TwitterSemEval2015": 65.95,
"TwitterURLCorpus": 83.17
}
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},
"Reranking": {
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"Model": "msmarco-bert-co-condensor",
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"SciDocsRR": 72.78,
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"Retrieval": {
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"CQADupstackRetrieval": 27.72,
"ClimateFEVER": 16.96,
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"SCIDOCS": 10.13,
"SciFact": 52.31,
"TRECCOVID": 40.54,
"Touche2020": 8.57
}
]
},
"STS": {
"cosine_spearman": [
{
"Model": "msmarco-bert-co-condensor",
"BIOSSES": 77.32,
"SICK-R": 72.0,
"STS12": 68.19,
"STS13": 80.4,
"STS14": 74.02,
"STS15": 82.57,
"STS16": 79.78,
"STS17 (en-en)": 85.94,
"STS22 (en)": 67.54,
"STSBenchmark": 76.97
}
]
},
"Summarization": {
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{
"Model": "msmarco-bert-co-condensor",
"SummEval": 29.5
}
]
},
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},
"InstructionRetrieval": {
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},
"sentence-transformers__multi-qa-MiniLM-L6-cos-v1": {
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"f1": []
},
"Classification": {
"accuracy": [
{
"Model": "multi-qa-MiniLM-L6-cos-v1",
"AmazonReviewsClassification (fr)": 27.05,
"MTOPDomainClassification (fr)": 72.97,
"MTOPIntentClassification (fr)": 37.18,
"MasakhaNEWSClassification (fra)": 75.62,
"MassiveIntentClassification (fr)": 42.64,
"MassiveScenarioClassification (fr)": 49.92
}
]
},
"Clustering": {
"v_measure": [
{
"Model": "multi-qa-MiniLM-L6-cos-v1",
"AlloProfClusteringP2P": 49.13,
"AlloProfClusteringS2S": 26.16,
"HALClusteringS2S": 12.49,
"MLSUMClusteringP2P": 35.15,
"MLSUMClusteringS2S": 25.95,
"MasakhaNEWSClusteringP2P (fra)": 53.73,
"MasakhaNEWSClusteringS2S (fra)": 27.27
}
]
},
"PairClassification": {
"max_ap": [
{
"Model": "multi-qa-MiniLM-L6-cos-v1",
"OpusparcusPC (fr)": 88.07,
"PawsXPairClassification (fr)": 57.36
},
{
"Model": "multi-qa-MiniLM-L6-cos-v1",
"OpusparcusPC (fr)": 88.07,
"PawsXPairClassification (fr)": 57.48
}
]
},
"Reranking": {
"map": [
{
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"AlloprofReranking": 40.28,
"SyntecReranking": 65.08
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
"Model": "multi-qa-MiniLM-L6-cos-v1",
"AlloprofRetrieval": 30.23,
"BSARDRetrieval": 0.0,
"MintakaRetrieval (fr)": 16.31,
"SyntecRetrieval": 58.07,
"XPQARetrieval (fr)": 48.83
}
]
},
"STS": {
"cosine_spearman": [
{
"Model": "multi-qa-MiniLM-L6-cos-v1",
"SICKFr": 62.11,
"STS22 (fr)": 74.62,
"STSBenchmarkMultilingualSTS (fr)": 63.85
}
]
},
"Summarization": {
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}
]
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"MultilabelClassification": {
"accuracy": []
},
"InstructionRetrieval": {
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}
},
"sentence-transformers__paraphrase-multilingual-MiniLM-L12-v2": {
"BitextMining": {
"f1": [
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"BUCC (de-en)": 97.11,
"BUCC (fr-en)": 94.99,
"BUCC (ru-en)": 95.06,
"BUCC (zh-en)": 95.63,
"BornholmBitextMining": 19.67,
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"XPQARetrieval (deu-eng)": 48.73,
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"XPQARetrieval (hin-hin)": 52.09,
"XPQARetrieval (eng-hin)": 24.08,
"XPQARetrieval (hin-eng)": 49.11,
"XPQARetrieval (ita-ita)": 51.63,
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"XPQARetrieval (ita-eng)": 46.53,
"XPQARetrieval (jpn-jpn)": 51.57,
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"XPQARetrieval (tam-tam)": 6.37,
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]
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"STS": {
"cosine_spearman": [
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"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"AFQMC": 14.3,
"ATEC": 18.42,
"BIOSSES": 74.18,
"BQ": 38.53,
"CDSC-R": 88.98,
"LCQMC": 63.96,
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"RUParaPhraserSTS": 61.87,
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"SICK-R": 79.61,
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"SICKFr": 75.1,
"STS12": 76.02,
"STS13": 80.7,
"STS14": 78.85,
"STS15": 85.84,
"STS16": 81.05,
"STS17 (es-es)": 85.56,
"STS17 (nl-en)": 81.71,
"STS17 (ko-ko)": 77.03,
"STS17 (en-ar)": 81.22,
"STS17 (it-en)": 82.35,
"STS17 (en-tr)": 76.74,
"STS17 (en-de)": 84.22,
"STS17 (fr-en)": 76.59,
"STS17 (en-en)": 86.87,
"STS17 (ar-ar)": 79.16,
"STS17 (es-en)": 84.44,
"STS22 (pl)": 33.74,
"STS22 (es)": 56.56,
"STS22 (en)": 62.07,
"STS22 (fr)": 70.55,
"STS22 (es-en)": 67.33,
"STS22 (fr-pl)": 50.71,
"STS22 (pl-en)": 69.02,
"STS22 (de-fr)": 51.73,
"STS22 (de)": 44.64,
"STS22 (ar)": 46.2,
"STS22 (de-pl)": 44.22,
"STS22 (zh-en)": 65.71,
"STS22 (it)": 55.22,
"STS22 (tr)": 53.39,
"STS22 (ru)": 57.08,
"STS22 (zh)": 58.75,
"STS22 (es-it)": 47.67,
"STS22 (de-en)": 52.65,
"STSB": 78.91,
"STSBenchmark": 84.42,
"STSBenchmarkMultilingualSTS (es)": 81.1,
"STSBenchmarkMultilingualSTS (zh)": 80.47,
"STSBenchmarkMultilingualSTS (en)": 84.42,
"STSBenchmarkMultilingualSTS (de)": 78.87,
"STSBenchmarkMultilingualSTS (nl)": 79.54,
"STSBenchmarkMultilingualSTS (pl)": 78.29,
"STSBenchmarkMultilingualSTS (fr)": 79.9,
"STSBenchmarkMultilingualSTS (pt)": 80.16,
"STSBenchmarkMultilingualSTS (it)": 80.39,
"STSBenchmarkMultilingualSTS (ru)": 79.32
},
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"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,
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"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,
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"STS22 (pl)": 33.73,
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"STSBenchmark": 84.42,
"STSBenchmarkMultilingualSTS (fr)": 79.9
}
]
},
"Summarization": {
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{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"SummEval": 30.67,
"SummEvalFr": 29.2
},
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"SummEval": 30.67,
"SummEvalFr": 29.2
},
{
"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"SummEval": 30.67,
"SummEvalFr": 29.2
}
]
},
"MultilabelClassification": {
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"SensitiveTopicsClassification": 24.84
}
]
},
"InstructionRetrieval": {
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"Model": "paraphrase-multilingual-MiniLM-L12-v2",
"Core17InstructionRetrieval": -0.62,
"News21InstructionRetrieval": -0.37,
"Robust04InstructionRetrieval": -2.94
}
]
}
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"BUCC (ru-en)": 96.44,
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"BornholmBitextMining": 18.18,
"Tatoeba (afr-eng)": 72.96,
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"Tatoeba (ang-eng)": 16.72,
"Tatoeba (ara-eng)": 90.19,
"Tatoeba (arq-eng)": 19.84,
"Tatoeba (arz-eng)": 55.69,
"Tatoeba (ast-eng)": 70.08,
"Tatoeba (awa-eng)": 42.83,
"Tatoeba (aze-eng)": 76.36,
"Tatoeba (bel-eng)": 79.94,
"Tatoeba (ben-eng)": 64.9,
"Tatoeba (ber-eng)": 4.88,
"Tatoeba (bos-eng)": 94.02,
"Tatoeba (bre-eng)": 6.42,
"Tatoeba (bul-eng)": 93.52,
"Tatoeba (cat-eng)": 96.05,
"Tatoeba (cbk-eng)": 58.68,
"Tatoeba (ceb-eng)": 7.39,
"Tatoeba (ces-eng)": 95.73,
"Tatoeba (cha-eng)": 12.59,
"Tatoeba (cmn-eng)": 95.83,
"Tatoeba (cor-eng)": 3.53,
"Tatoeba (csb-eng)": 23.73,
"Tatoeba (cym-eng)": 22.31,
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"Tatoeba (deu-eng)": 97.73,
"Tatoeba (dsb-eng)": 36.85,
"Tatoeba (dtp-eng)": 5.03,
"Tatoeba (ell-eng)": 94.93,
"Tatoeba (epo-eng)": 55.12,
"Tatoeba (est-eng)": 98.4,
"Tatoeba (eus-eng)": 31.33,
"Tatoeba (fao-eng)": 38.24,
"Tatoeba (fin-eng)": 95.92,
"Tatoeba (fra-eng)": 93.12,
"Tatoeba (fry-eng)": 43.54,
"Tatoeba (gla-eng)": 4.72,
"Tatoeba (gle-eng)": 16.85,
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"Tatoeba (gsw-eng)": 25.12,
"Tatoeba (heb-eng)": 88.26,
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"Tatoeba (hrv-eng)": 97.0,
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"Tatoeba (hun-eng)": 94.18,
"Tatoeba (hye-eng)": 94.38,
"Tatoeba (ido-eng)": 43.91,
"Tatoeba (ile-eng)": 60.36,
"Tatoeba (ina-eng)": 84.32,
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"Tatoeba (isl-eng)": 59.25,
"Tatoeba (ita-eng)": 93.76,
"Tatoeba (jav-eng)": 23.39,
"Tatoeba (jpn-eng)": 92.51,
"Tatoeba (kab-eng)": 1.41,
"Tatoeba (kat-eng)": 95.46,
"Tatoeba (kaz-eng)": 61.49,
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"Tatoeba (kor-eng)": 93.07,
"Tatoeba (kur-eng)": 61.44,
"Tatoeba (kzj-eng)": 5.88,
"Tatoeba (lat-eng)": 24.25,
"Tatoeba (lfn-eng)": 49.56,
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"Tatoeba (lvs-eng)": 97.53,
"Tatoeba (mal-eng)": 88.46,
"Tatoeba (mar-eng)": 93.83,
"Tatoeba (max-eng)": 48.77,
"Tatoeba (mhr-eng)": 7.57,
"Tatoeba (mkd-eng)": 93.02,
"Tatoeba (mon-eng)": 96.14,
"Tatoeba (nds-eng)": 38.88,
"Tatoeba (nld-eng)": 95.5,
"Tatoeba (nno-eng)": 81.41,
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"Tatoeba (nov-eng)": 50.23,
"Tatoeba (oci-eng)": 43.49,
"Tatoeba (orv-eng)": 23.77,
"Tatoeba (pam-eng)": 5.39,
"Tatoeba (pes-eng)": 93.47,
"Tatoeba (pms-eng)": 34.19,
"Tatoeba (pol-eng)": 96.95,
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"Tatoeba (ron-eng)": 96.43,
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"Tatoeba (slk-eng)": 96.62,
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"Tatoeba (tha-eng)": 95.99,
"Tatoeba (tuk-eng)": 14.91,
"Tatoeba (tur-eng)": 96.17,
"Tatoeba (tzl-eng)": 34.21,
"Tatoeba (uig-eng)": 48.35,
"Tatoeba (ukr-eng)": 92.67,
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]
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"AmazonCounterfactualClassification (en-ext)": 76.25,
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"AmazonPolarityClassification": 76.41,
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"AngryTweetsClassification": 54.84,
"Banking77Classification": 81.1,
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"DanishPoliticalCommentsClassification": 40.96,
"EmotionClassification": 45.85,
"GeoreviewClassification": 42.33,
"HeadlineClassification": 70.35,
"IFlyTek": 43.98,
"ImdbClassification": 64.58,
"InappropriatenessClassification": 59.32,
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"KinopoiskClassification": 44.31,
"LccSentimentClassification": 58.4,
"MTOPDomainClassification (de)": 85.73,
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"MTOPDomainClassification (fr)": 81.21,
"MTOPDomainClassification (hi)": 84.76,
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"MTOPIntentClassification (de)": 61.26,
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"MasakhaNEWSClassification (fra)": 72.94,
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"MassiveIntentClassification (pl)": 64.32,
"MassiveIntentClassification (fr)": 64.8,
"MassiveIntentClassification (km)": 45.48,
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"MassiveIntentClassification (zh-TW)": 62.33,
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"MassiveIntentClassification (my)": 57.08,
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"MassiveIntentClassification (lv)": 61.29,
"MassiveIntentClassification (zh-CN)": 65.32,
"MassiveIntentClassification (cy)": 27.89,
"MassiveIntentClassification (da)": 62.8,
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"MassiveIntentClassification (sw)": 31.93,
"MassiveIntentClassification (jv)": 36.49,
"MassiveIntentClassification (en)": 69.32,
"MassiveIntentClassification (kn)": 50.62,
"MassiveIntentClassification (ur)": 56.36,
"MassiveIntentClassification (tr)": 64.58,
"MassiveIntentClassification (de)": 59.56,
"MassiveIntentClassification (it)": 64.69,
"MassiveIntentClassification (ml)": 54.34,
"MassiveIntentClassification (ms)": 60.72,
"MassiveIntentClassification (nb)": 62.62,
"MassiveIntentClassification (ru)": 63.23,
"MassiveIntentClassification (am)": 41.56,
"MassiveIntentClassification (tl)": 38.83,
"MassiveIntentClassification (el)": 62.63,
"MassiveScenarioClassification (pl)": 68.99,
"MassiveScenarioClassification (fr)": 70.71,
"MassiveScenarioClassification (jv)": 44.22,
"MassiveScenarioClassification (kn)": 56.08,
"MassiveScenarioClassification (ar)": 57.79,
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"MassiveScenarioClassification (hi)": 67.94,
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"MassiveScenarioClassification (az)": 61.52,
"MassiveScenarioClassification (ka)": 57.3,
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"MassiveScenarioClassification (ml)": 60.14,
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"MassiveScenarioClassification (vi)": 65.7,
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"MassiveScenarioClassification (fa)": 69.88,
"MassiveScenarioClassification (cy)": 35.27,
"MassiveScenarioClassification (de)": 67.35,
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"MassiveScenarioClassification (zh-CN)": 71.25,
"MassiveScenarioClassification (da)": 71.04,
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"OnlineShopping": 87.75,
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"TNews": 43.73,
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}
]
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"Clustering": {
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"AlloProfClusteringP2P": 54.49,
"AlloProfClusteringS2S": 44.79,
"ArxivClusteringP2P": 37.78,
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"BiorxivClusteringP2P": 33.02,
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"BlurbsClusteringP2P": 34.38,
"BlurbsClusteringS2S": 15.81,
"GeoreviewClusteringP2P": 56.18,
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"MLSUMClusteringP2P": 40.55,
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"MedrxivClusteringP2P": 31.93,
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"RedditClustering": 45.65,
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"RuSciBenchGRNTIClusteringP2P": 48.47,
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"StackExchangeClustering": 52.99,
"StackExchangeClusteringP2P": 33.06,
"TenKGnadClusteringP2P": 35.96,
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}
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"CodeSearchNetCCRetrieval (python)": 53.43,
"CodeSearchNetCCRetrieval (javascript)": 57.46,
"CodeSearchNetCCRetrieval (go)": 26.63,
"CodeSearchNetCCRetrieval (ruby)": 55.02,
"CodeSearchNetCCRetrieval (java)": 42.1,
"CodeSearchNetCCRetrieval (php)": 29.8,
"CodeSearchNetRetrieval (python)": 65.54,
"CodeSearchNetRetrieval (javascript)": 48.34,
"CodeSearchNetRetrieval (go)": 67.23,
"CodeSearchNetRetrieval (ruby)": 60.19,
"CodeSearchNetRetrieval (java)": 45.56,
"CodeSearchNetRetrieval (php)": 48.3,
"CodeTransOceanContest": 27.94,
"CodeTransOceanDL": 16.71,
"CosQA": 16.57,
"CovidRetrieval": 28.85,
"DBPedia": 26.22,
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"EcomRetrieval": 9.69,
"FEVER": 56.76,
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"FiQA2018": 22.96,
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"LEMBSummScreenFDRetrieval": 41.15,
"LEMBWikimQARetrieval": 38.86,
"LeCaRDv2": 33.91,
"LegalBenchConsumerContractsQA": 52.37,
"LegalBenchCorporateLobbying": 87.62,
"LegalQuAD": 17.8,
"LegalSummarization": 56.8,
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"MSMARCO": 26.6,
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"MedicalRetrieval": 14.1,
"MintakaRetrieval (fr)": 24.45,
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"MintakaRetrieval (de)": 25.43,
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"RiaNewsRetrieval": 51.75,
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"SCIDOCS": 13.97,
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"SyntheticText2SQL": 35.22,
"T2Retrieval": 28.35,
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"TempReasonL1": 1.94,
"TempReasonL2Fact": 5.34,
"TempReasonL2Pure": 0.33,
"TempReasonL3Fact": 6.79,
"TempReasonL3Pure": 3.19,
"Touche2020": 17.4,
"VideoRetrieval": 14.18,
"WinoGrande": 49.01,
"XPQARetrieval (fr)": 46.22,
"XPQARetrieval (ara-ara)": 24.86,
"XPQARetrieval (eng-ara)": 19.6,
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"XPQARetrieval (deu-deu)": 48.81,
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"XPQARetrieval (deu-eng)": 53.26,
"XPQARetrieval (spa-spa)": 41.08,
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"XPQARetrieval (fra-eng)": 47.3,
"XPQARetrieval (hin-hin)": 50.74,
"XPQARetrieval (eng-hin)": 24.97,
"XPQARetrieval (hin-eng)": 49.24,
"XPQARetrieval (ita-ita)": 52.87,
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"XPQARetrieval (ita-eng)": 51.49,
"XPQARetrieval (jpn-jpn)": 53.17,
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"XPQARetrieval (kor-kor)": 24.88,
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"XPQARetrieval (pol-pol)": 29.36,
"XPQARetrieval (eng-pol)": 20.48,
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"XPQARetrieval (por-por)": 34.3,
"XPQARetrieval (eng-por)": 21.72,
"XPQARetrieval (por-eng)": 37.65,
"XPQARetrieval (tam-tam)": 19.8,
"XPQARetrieval (eng-tam)": 13.93,
"XPQARetrieval (tam-eng)": 18.26,
"XPQARetrieval (cmn-cmn)": 42.54,
"XPQARetrieval (eng-cmn)": 20.91,
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"BIOSSES": 76.27,
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"RUParaPhraserSTS": 65.74,
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"STS12": 77.9,
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"STS14": 80.81,
"STS15": 87.48,
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"STS17 (ko-ko)": 83.41,
"STS17 (nl-en)": 82.51,
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"STS17 (es-en)": 86.11,
"STS17 (fr-en)": 81.17,
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"STS17 (it-en)": 84.24,
"STS17 (en-de)": 83.28,
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"STS22 (es)": 59.91,
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"STS22 (it)": 60.65,
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"STS22 (pl)": 33.65,
"STS22 (de)": 46.7,
"STS22 (zh)": 61.75,
"STS22 (fr)": 74.3,
"STS22 (de-en)": 50.81,
"STS22 (pl-en)": 73.07,
"STS22 (en)": 63.52,
"STS22 (es-it)": 53.7,
"STS22 (de-fr)": 62.34,
"STS22 (de-pl)": 40.53,
"STS22 (zh-en)": 67.96,
"STS22 (fr-pl)": 84.52,
"STSB": 80.84,
"STSBenchmark": 86.82,
"STSBenchmarkMultilingualSTS (es)": 84.61,
"STSBenchmarkMultilingualSTS (pt)": 84.0,
"STSBenchmarkMultilingualSTS (nl)": 83.36,
"STSBenchmarkMultilingualSTS (de)": 83.56,
"STSBenchmarkMultilingualSTS (pl)": 81.46,
"STSBenchmarkMultilingualSTS (ru)": 82.45,
"STSBenchmarkMultilingualSTS (fr)": 84.69,
"STSBenchmarkMultilingualSTS (en)": 86.82,
"STSBenchmarkMultilingualSTS (it)": 84.09,
"STSBenchmarkMultilingualSTS (zh)": 81.98
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"Model": "paraphrase-multilingual-mpnet-base-v2",
"BIOSSES": 76.27,
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"SICK-R-PL": 73.13,
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"STS12": 77.9,
"STS13": 85.11,
"STS14": 80.81,
"STS15": 87.48,
"STS16": 83.2,
"STS17 (ar-ar)": 79.1,
"STS17 (en-ar)": 80.85,
"STS17 (en-de)": 83.28,
"STS17 (en-en)": 86.99,
"STS17 (en-tr)": 74.9,
"STS17 (es-en)": 86.11,
"STS17 (es-es)": 85.14,
"STS17 (fr-en)": 81.17,
"STS17 (it-en)": 84.24,
"STS17 (ko-ko)": 83.41,
"STS17 (nl-en)": 82.51,
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"STSBenchmark": 86.82,
"STSBenchmarkMultilingualSTS (fr)": 84.69
}
]
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"Summarization": {
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"SummEval": 31.57,
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},
{
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{
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}
]
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}
]
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"InstructionRetrieval": {
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"Core17InstructionRetrieval": -0.04,
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"Robust04InstructionRetrieval": -3.99
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]
}
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"Classification": {
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"AmazonCounterfactualClassification (en-ext)": 76.81,
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"AmazonPolarityClassification": 85.12,
"AmazonReviewsClassification (de)": 37.9,
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"AmazonReviewsClassification (es)": 37.33,
"AmazonReviewsClassification (fr)": 37.35,
"AmazonReviewsClassification (ja)": 22.29,
"AmazonReviewsClassification (zh)": 21.53,
"Banking77Classification": 76.48,
"EmotionClassification": 51.35,
"ImdbClassification": 77.34,
"MTOPDomainClassification (de)": 76.98,
"MTOPDomainClassification (en)": 90.34,
"MTOPDomainClassification (es)": 73.61,
"MTOPDomainClassification (fr)": 75.03,
"MTOPDomainClassification (hi)": 21.4,
"MTOPDomainClassification (th)": 16.21,
"MTOPIntentClassification (de)": 44.43,
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"MTOPIntentClassification (fr)": 43.85,
"MTOPIntentClassification (hi)": 3.8,
"MTOPIntentClassification (th)": 5.21,
"MasakhaNEWSClassification (fra)": 81.21,
"MassiveIntentClassification (af)": 34.32,
"MassiveIntentClassification (am)": 2.38,
"MassiveIntentClassification (ar)": 4.53,
"MassiveIntentClassification (az)": 31.76,
"MassiveIntentClassification (bn)": 2.58,
"MassiveIntentClassification (cy)": 28.94,
"MassiveIntentClassification (da)": 38.82,
"MassiveIntentClassification (de)": 45.23,
"MassiveIntentClassification (el)": 10.05,
"MassiveIntentClassification (en)": 69.74,
"MassiveIntentClassification (es)": 45.32,
"MassiveIntentClassification (fa)": 3.58,
"MassiveIntentClassification (fi)": 33.52,
"MassiveIntentClassification (fr)": 51.13,
"MassiveIntentClassification (he)": 2.63,
"MassiveIntentClassification (hi)": 2.68,
"MassiveIntentClassification (hu)": 32.31,
"MassiveIntentClassification (hy)": 3.33,
"MassiveIntentClassification (id)": 35.5,
"MassiveIntentClassification (is)": 29.82,
"MassiveIntentClassification (it)": 45.59,
"MassiveIntentClassification (ja)": 3.67,
"MassiveIntentClassification (jv)": 31.15,
"MassiveIntentClassification (ka)": 2.77,
"MassiveIntentClassification (km)": 5.66,
"MassiveIntentClassification (kn)": 2.59,
"MassiveIntentClassification (ko)": 2.34,
"MassiveIntentClassification (lv)": 33.97,
"MassiveIntentClassification (ml)": 2.55,
"MassiveIntentClassification (mn)": 14.7,
"MassiveIntentClassification (ms)": 33.12,
"MassiveIntentClassification (my)": 4.42,
"MassiveIntentClassification (nb)": 38.53,
"MassiveIntentClassification (nl)": 37.96,
"MassiveIntentClassification (pl)": 34.41,
"MassiveIntentClassification (pt)": 43.35,
"MassiveIntentClassification (ro)": 42.69,
"MassiveIntentClassification (ru)": 14.82,
"MassiveIntentClassification (sl)": 34.54,
"MassiveIntentClassification (sq)": 38.54,
"MassiveIntentClassification (sv)": 35.98,
"MassiveIntentClassification (sw)": 32.14,
"MassiveIntentClassification (ta)": 1.41,
"MassiveIntentClassification (te)": 2.5,
"MassiveIntentClassification (th)": 3.71,
"MassiveIntentClassification (tl)": 36.04,
"MassiveIntentClassification (tr)": 33.77,
"MassiveIntentClassification (ur)": 2.99,
"MassiveIntentClassification (vi)": 22.62,
"MassiveIntentClassification (zh-CN)": 1.12,
"MassiveIntentClassification (zh-TW)": 4.63,
"MassiveScenarioClassification (af)": 44.45,
"MassiveScenarioClassification (am)": 7.51,
"MassiveScenarioClassification (ar)": 12.32,
"MassiveScenarioClassification (az)": 38.41,
"MassiveScenarioClassification (bn)": 8.45,
"MassiveScenarioClassification (cy)": 35.04,
"MassiveScenarioClassification (da)": 48.36,
"MassiveScenarioClassification (de)": 59.12,
"MassiveScenarioClassification (el)": 17.68,
"MassiveScenarioClassification (en)": 72.32,
"MassiveScenarioClassification (es)": 55.61,
"MassiveScenarioClassification (fa)": 6.86,
"MassiveScenarioClassification (fi)": 41.34,
"MassiveScenarioClassification (fr)": 59.92,
"MassiveScenarioClassification (he)": 7.86,
"MassiveScenarioClassification (hi)": 7.63,
"MassiveScenarioClassification (hu)": 41.31,
"MassiveScenarioClassification (hy)": 9.23,
"MassiveScenarioClassification (id)": 44.64,
"MassiveScenarioClassification (is)": 39.63,
"MassiveScenarioClassification (it)": 54.58,
"MassiveScenarioClassification (ja)": 4.96,
"MassiveScenarioClassification (jv)": 40.73,
"MassiveScenarioClassification (ka)": 7.51,
"MassiveScenarioClassification (km)": 8.73,
"MassiveScenarioClassification (kn)": 7.99,
"MassiveScenarioClassification (ko)": 6.03,
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"MassiveScenarioClassification (ml)": 6.96,
"MassiveScenarioClassification (mn)": 19.85,
"MassiveScenarioClassification (ms)": 43.18,
"MassiveScenarioClassification (my)": 9.46,
"MassiveScenarioClassification (nb)": 46.6,
"MassiveScenarioClassification (nl)": 50.0,
"MassiveScenarioClassification (pl)": 42.3,
"MassiveScenarioClassification (pt)": 52.24,
"MassiveScenarioClassification (ro)": 53.7,
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"MassiveScenarioClassification (sl)": 39.79,
"MassiveScenarioClassification (sq)": 50.16,
"MassiveScenarioClassification (sv)": 46.69,
"MassiveScenarioClassification (sw)": 40.48,
"MassiveScenarioClassification (ta)": 7.47,
"MassiveScenarioClassification (te)": 6.87,
"MassiveScenarioClassification (th)": 8.26,
"MassiveScenarioClassification (tl)": 48.94,
"MassiveScenarioClassification (tr)": 41.83,
"MassiveScenarioClassification (ur)": 9.77,
"MassiveScenarioClassification (vi)": 30.01,
"MassiveScenarioClassification (zh-CN)": 4.17,
"MassiveScenarioClassification (zh-TW)": 7.91,
"ToxicConversationsClassification": 68.2,
"TweetSentimentExtractionClassification": 62.71
}
]
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"Clustering": {
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"AlloProfClusteringS2S": 35.93,
"ArxivClusteringP2P": 39.28,
"ArxivClusteringS2S": 27.26,
"BiorxivClusteringP2P": 33.99,
"BiorxivClusteringS2S": 22.92,
"BlurbsClusteringP2P": 30.59,
"BlurbsClusteringS2S": 11.57,
"HALClusteringS2S": 17.72,
"MLSUMClusteringP2P": 40.77,
"MLSUMClusteringS2S": 30.06,
"MasakhaNEWSClusteringP2P (fra)": 61.9,
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"MedrxivClusteringP2P": 33.2,
"MedrxivClusteringS2S": 26.13,
"RedditClustering": 52.93,
"RedditClusteringP2P": 59.67,
"StackExchangeClustering": 63.13,
"StackExchangeClusteringP2P": 35.68,
"TenKGnadClusteringP2P": 44.88,
"TenKGnadClusteringS2S": 18.11,
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}
]
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"PairClassification": {
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"Model": "sentence-t5-base",
"OpusparcusPC (fr)": 89.4,
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"SprintDuplicateQuestions": 91.23,
"TwitterSemEval2015": 78.25,
"TwitterURLCorpus": 86.05
},
{
"Model": "sentence-t5-base",
"OpusparcusPC (fr)": 89.41,
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}
]
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"Reranking": {
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"AlloprofReranking": 50.12,
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]
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"Retrieval": {
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"AlloprofRetrieval": 27.52,
"ArguAna": 44.85,
"BSARDRetrieval": 0.16,
"CQADupstackRetrieval": 35.23,
"ClimateFEVER": 10.37,
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"FiQA2018": 34.83,
"HotpotQA": 33.2,
"MSMARCO": 20.7,
"MintakaRetrieval (fr)": 21.04,
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"NQ": 36.32,
"QuoraRetrieval": 85.49,
"SCIDOCS": 14.15,
"SciFact": 45.76,
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"TRECCOVID": 40.7,
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}
]
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"STS": {
"cosine_spearman": [
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"BIOSSES": 75.89,
"SICK-R": 80.18,
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"STS12": 78.05,
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"STS14": 82.19,
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"STS16": 84.03,
"STS17 (ar-ar)": 13.36,
"STS17 (en-ar)": -5.65,
"STS17 (en-de)": 67.11,
"STS17 (en-en)": 89.57,
"STS17 (en-tr)": -0.02,
"STS17 (es-en)": 47.72,
"STS17 (es-es)": 79.94,
"STS17 (fr-en)": 56.61,
"STS17 (it-en)": 30.46,
"STS17 (ko-ko)": 10.06,
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"STS22 (ar)": 31.2,
"STS22 (de)": 42.08,
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"AmazonPolarityClassification": 92.87,
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"Banking77Classification": 78.46,
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"ImdbClassification": 87.01,
"MTOPDomainClassification (de)": 80.56,
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"MassiveIntentClassification (id)": 34.55,
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"MassiveIntentClassification (it)": 52.94,
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"MassiveIntentClassification (jv)": 32.42,
"MassiveIntentClassification (ka)": 2.71,
"MassiveIntentClassification (km)": 5.5,
"MassiveIntentClassification (kn)": 2.41,
"MassiveIntentClassification (ko)": 2.57,
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"MassiveIntentClassification (ml)": 2.95,
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"MassiveIntentClassification (ru)": 17.32,
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"MassiveIntentClassification (vi)": 22.81,
"MassiveIntentClassification (zh-CN)": 1.09,
"MassiveIntentClassification (zh-TW)": 3.49,
"MassiveScenarioClassification (af)": 50.28,
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"MassiveScenarioClassification (ar)": 12.12,
"MassiveScenarioClassification (az)": 39.68,
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"MassiveScenarioClassification (de)": 62.71,
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"MassiveScenarioClassification (en)": 73.16,
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"MassiveScenarioClassification (fr)": 63.6,
"MassiveScenarioClassification (he)": 7.93,
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"MassiveScenarioClassification (te)": 7.07,
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"MassiveScenarioClassification (zh-CN)": 4.7,
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"ToxicConversationsClassification": 71.73,
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"Clustering": {
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"MLSUMClusteringS2S": 31.87,
"MasakhaNEWSClusteringP2P (fra)": 58.6,
"MasakhaNEWSClusteringS2S (fra)": 31.33,
"MedrxivClusteringP2P": 32.4,
"MedrxivClusteringS2S": 26.33,
"RedditClustering": 54.53,
"RedditClusteringP2P": 62.5,
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}
]
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"PairClassification": {
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"Model": "sentence-t5-large",
"OpusparcusPC (fr)": 91.19,
"PawsXPairClassification (fr)": 59.59,
"SprintDuplicateQuestions": 89.01,
"TwitterSemEval2015": 79.75,
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"Model": "sentence-t5-large",
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}
]
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"Reranking": {
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"Model": "sentence-t5-large",
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"AskUbuntuDupQuestions": 61.51,
"MindSmallReranking": 30.27,
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}
]
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"Retrieval": {
"ndcg_at_10": [
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"Model": "sentence-t5-large",
"AlloprofRetrieval": 34.52,
"ArguAna": 39.27,
"BSARDRetrieval": 0.0,
"CQADupstackRetrieval": 38.96,
"ClimateFEVER": 11.36,
"DBPedia": 31.55,
"FEVER": 36.21,
"FiQA2018": 43.55,
"HotpotQA": 33.95,
"MSMARCO": 23.96,
"MintakaRetrieval (fr)": 23.92,
"NFCorpus": 31.1,
"NQ": 42.02,
"QuoraRetrieval": 85.73,
"SCIDOCS": 15.38,
"SciFact": 49.91,
"SyntecRetrieval": 71.05,
"TRECCOVID": 46.11,
"Touche2020": 21.63,
"XPQARetrieval (fr)": 48.79
}
]
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"STS": {
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"Model": "sentence-t5-large",
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"SICK-R": 80.34,
"SICKFr": 72.83,
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"STS15": 88.28,
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"STS17 (ar-ar)": 10.75,
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"STS17 (en-de)": 73.62,
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"STS17 (en-tr)": -0.42,
"STS17 (es-en)": 62.62,
"STS17 (es-es)": 82.74,
"STS17 (fr-en)": 67.86,
"STS17 (it-en)": 51.86,
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"STS22 (ar)": 27.01,
"STS22 (de)": 43.73,
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"STS22 (de-fr)": 61.58,
"STS22 (de-pl)": 38.83,
"STS22 (en)": 62.39,
"STS22 (es)": 57.68,
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"STS22 (fr)": 75.01,
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"STSBenchmark": 85.36,
"STSBenchmarkMultilingualSTS (fr)": 77.59
}
]
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"MassiveIntentClassification (vi)": 21.47,
"MassiveIntentClassification (zh-CN)": 0.59,
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"MassiveScenarioClassification (af)": 50.81,
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"MassiveScenarioClassification (en)": 73.26,
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"MassiveScenarioClassification (id)": 51.92,
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"MassiveScenarioClassification (ka)": 7.76,
"MassiveScenarioClassification (km)": 9.19,
"MassiveScenarioClassification (kn)": 8.36,
"MassiveScenarioClassification (ko)": 6.13,
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"MassiveScenarioClassification (ms)": 46.9,
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"MassiveScenarioClassification (nl)": 59.65,
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"MassiveScenarioClassification (ro)": 58.22,
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"MassiveScenarioClassification (sl)": 43.66,
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"MassiveScenarioClassification (sv)": 57.17,
"MassiveScenarioClassification (sw)": 40.55,
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"MassiveScenarioClassification (tl)": 51.74,
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"MassiveScenarioClassification (vi)": 28.91,
"MassiveScenarioClassification (zh-CN)": 5.86,
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"ToxicConversationsClassification": 70.95,
"TweetSentimentExtractionClassification": 61.21
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"BiorxivClusteringP2P": 36.43,
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"HALClusteringS2S": 20.28,
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"MLSUMClusteringS2S": 33.6,
"MasakhaNEWSClusteringP2P (fra)": 62.82,
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"MedrxivClusteringP2P": 32.3,
"MedrxivClusteringS2S": 26.93,
"RedditClustering": 57.03,
"RedditClusteringP2P": 62.34,
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"SprintDuplicateQuestions": 91.44,
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"Model": "sentence-t5-xl",
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"ArguAna": 39.4,
"BSARDRetrieval": 0.14,
"CQADupstackRetrieval": 40.78,
"ClimateFEVER": 10.61,
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"FEVER": 36.12,
"FiQA2018": 44.71,
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"QuoraRetrieval": 85.85,
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"SciFact": 50.91,
"SyntecRetrieval": 74.24,
"TRECCOVID": 54.77,
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"STS22 (de-pl)": 34.34,
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"STSBenchmark": 83.93,
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"MassiveIntentClassification (ru)": 66.08,
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"RuSciBenchOECDClassification": 43.58
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