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"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, "MasakhaNEWSClusteringP2P (pcm)": 88.57, "MasakhaNEWSClusteringP2P (run)": 64.64, "MasakhaNEWSClusteringP2P (sna)": 81.13, "MasakhaNEWSClusteringP2P (som)": 54.59, "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, "MasakhaNEWSClusteringS2S (orm)": 44.39, "MasakhaNEWSClusteringS2S (pcm)": 74.0, "MasakhaNEWSClusteringS2S (run)": 64.34, "MasakhaNEWSClusteringS2S (sna)": 67.1, 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"STSBenchmarkMultilingualSTS (zh)": 82.54, "STSBenchmarkMultilingualSTS (en)": 88.39, "STSBenchmarkMultilingualSTS (ru)": 83.86 }, { "Model": "multilingual-e5-large-instruct", "AFQMC": 37.53, "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, "STS22 (fr)": 82.25, "STS22 (es-it)": 75.25, "STS22 (pl-en)": 74.86, "STS22 (fr-pl)": 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"MassiveScenarioClassification (ja)": 67.75, "MassiveScenarioClassification (zh-CN)": 68.96, "MassiveScenarioClassification (id)": 62.0, "MassiveScenarioClassification (tr)": 62.14, "MassiveScenarioClassification (fa)": 63.32, "MassiveScenarioClassification (ta)": 52.74, "MassiveScenarioClassification (kn)": 52.73, "MassiveScenarioClassification (pt)": 62.75, "MassiveScenarioClassification (cy)": 44.63, "MassiveScenarioClassification (my)": 51.07, "MassiveScenarioClassification (es)": 64.43, "MassiveScenarioClassification (hi)": 62.22, "MassiveScenarioClassification (te)": 54.86, "MassiveScenarioClassification (mn)": 52.41, "MassiveScenarioClassification (ko)": 65.7, "MassiveScenarioClassification (sl)": 54.05, "MassiveScenarioClassification (sw)": 52.42, "MassiveScenarioClassification (hy)": 52.93, "MassiveScenarioClassification (nl)": 67.01, "MassiveScenarioClassification (sq)": 56.15, "MassiveScenarioClassification (fi)": 61.89, "MassiveScenarioClassification (en)": 69.28, 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