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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": 75.22, "STS22": 64.02, "STSBenchmark": 72.25, "STSBenchmarkMultilingualSTS": 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": [ { "Model": "LaBSE", "CEDRClassification": 40.61, "SensitiveTopicsClassification": 22.23 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "LaBSE", "Core17InstructionRetrieval": 1.49, "News21InstructionRetrieval": -1.11, "Robust04InstructionRetrieval": -9.37 } ] } }, "LaBSE-en-ru": { "BitextMining": { "f1": [ { "Model": "LaBSE-en-ru", "Tatoeba (rus-eng)": 93.62 } ] }, "Classification": { "accuracy": [ { "Model": "LaBSE-en-ru", "GeoreviewClassification": 40.89, "HeadlineClassification": 68.75, "InappropriatenessClassification": 58.48, "KinopoiskClassification": 49.85, "MassiveIntentClassification (sw)": 19.98, "MassiveIntentClassification (az)": 19.52, "MassiveIntentClassification (tr)": 24.12, "MassiveIntentClassification (zh-CN)": 3.96, "MassiveIntentClassification (am)": 2.76, "MassiveIntentClassification (kn)": 2.86, "MassiveIntentClassification (hi)": 3.29, "MassiveIntentClassification (tl)": 27.08, "MassiveIntentClassification (th)": 4.0, "MassiveIntentClassification (sv)": 32.01, "MassiveIntentClassification (de)": 35.14, "MassiveIntentClassification (es)": 37.67, "MassiveIntentClassification (pt)": 39.84, "MassiveIntentClassification (ja)": 4.78, "MassiveIntentClassification (fi)": 31.11, "MassiveIntentClassification (ka)": 2.87, "MassiveIntentClassification (sl)": 35.66, "MassiveIntentClassification (ru)": 60.53, "MassiveIntentClassification (it)": 43.32, "MassiveIntentClassification (te)": 2.72, "MassiveIntentClassification (af)": 30.59, "MassiveIntentClassification (is)": 25.61, "MassiveIntentClassification (fa)": 3.71, "MassiveIntentClassification (vi)": 23.0, "MassiveIntentClassification (bn)": 3.35, "MassiveIntentClassification (hy)": 2.8, "MassiveIntentClassification (pl)": 31.3, "MassiveIntentClassification (cy)": 26.59, "MassiveIntentClassification (jv)": 26.84, "MassiveIntentClassification (mn)": 35.97, "MassiveIntentClassification (en)": 60.48, "MassiveIntentClassification (ms)": 27.82, "MassiveIntentClassification (nb)": 35.78, "MassiveIntentClassification (he)": 2.33, "MassiveIntentClassification (km)": 4.6, "MassiveIntentClassification (nl)": 34.66, "MassiveIntentClassification (id)": 33.31, "MassiveIntentClassification (ml)": 2.63, "MassiveIntentClassification (ta)": 2.22, "MassiveIntentClassification (my)": 3.57, "MassiveIntentClassification (ur)": 3.36, "MassiveIntentClassification (da)": 38.66, "MassiveIntentClassification (zh-TW)": 5.29, "MassiveIntentClassification (ro)": 37.45, "MassiveIntentClassification (lv)": 23.92, "MassiveIntentClassification (fr)": 40.29, "MassiveIntentClassification (el)": 11.14, "MassiveIntentClassification (sq)": 35.84, "MassiveIntentClassification (hu)": 26.74, "MassiveIntentClassification (ko)": 2.69, "MassiveIntentClassification (ar)": 5.19, "MassiveScenarioClassification (sw)": 25.61, "MassiveScenarioClassification (az)": 24.48, "MassiveScenarioClassification (tr)": 31.38, "MassiveScenarioClassification (zh-CN)": 9.98, "MassiveScenarioClassification (am)": 7.59, "MassiveScenarioClassification (kn)": 8.73, "MassiveScenarioClassification (hi)": 8.77, "MassiveScenarioClassification (tl)": 35.12, "MassiveScenarioClassification (th)": 8.69, "MassiveScenarioClassification (sv)": 35.83, "MassiveScenarioClassification (de)": 41.72, "MassiveScenarioClassification (es)": 43.33, "MassiveScenarioClassification (pt)": 44.62, "MassiveScenarioClassification (ja)": 9.51, "MassiveScenarioClassification (fi)": 33.79, "MassiveScenarioClassification (ka)": 7.32, "MassiveScenarioClassification (sl)": 37.6, "MassiveScenarioClassification (ru)": 65.15, "MassiveScenarioClassification (it)": 47.28, "MassiveScenarioClassification (te)": 7.53, "MassiveScenarioClassification (af)": 37.27, "MassiveScenarioClassification (is)": 30.32, "MassiveScenarioClassification (fa)": 6.83, "MassiveScenarioClassification (vi)": 28.92, "MassiveScenarioClassification (bn)": 8.57, "MassiveScenarioClassification (hy)": 8.91, "MassiveScenarioClassification (pl)": 33.75, "MassiveScenarioClassification (cy)": 30.38, "MassiveScenarioClassification (jv)": 33.94, "MassiveScenarioClassification (mn)": 41.53, "MassiveScenarioClassification (en)": 65.43, "MassiveScenarioClassification (ms)": 36.28, "MassiveScenarioClassification (nb)": 42.43, "MassiveScenarioClassification (he)": 8.64, "MassiveScenarioClassification (km)": 9.99, "MassiveScenarioClassification (nl)": 41.47, "MassiveScenarioClassification (id)": 39.05, "MassiveScenarioClassification (ml)": 7.24, "MassiveScenarioClassification (ta)": 7.71, "MassiveScenarioClassification (my)": 9.94, "MassiveScenarioClassification (ur)": 9.16, "MassiveScenarioClassification (da)": 44.69, "MassiveScenarioClassification (zh-TW)": 10.48, "MassiveScenarioClassification (ro)": 44.55, "MassiveScenarioClassification (lv)": 26.26, "MassiveScenarioClassification (fr)": 45.08, "MassiveScenarioClassification (el)": 19.46, "MassiveScenarioClassification (sq)": 40.9, "MassiveScenarioClassification (hu)": 33.92, "MassiveScenarioClassification (ko)": 7.37, "MassiveScenarioClassification (ar)": 12.43, "RuReviewsClassification": 58.01, "RuSciBenchGRNTIClassification": 52.8, "RuSciBenchOECDClassification": 40.36 } ] }, "Clustering": { "v_measure": [ { "Model": "LaBSE-en-ru", "GeoreviewClusteringP2P": 51.89, "MLSUMClusteringP2P (ru)": 37.87, "MLSUMClusteringS2S (ru)": 41.24, "RuSciBenchGRNTIClusteringP2P": 47.48, "RuSciBenchOECDClusteringP2P": 41.16 } ] }, "PairClassification": { "max_ap": [ { "Model": "LaBSE-en-ru", "OpusparcusPC (ru)": 87.18, "TERRa": 55.61 }, { "Model": "LaBSE-en-ru", "OpusparcusPC (ru)": 87.18, "TERRa": 55.61 } ] }, "Reranking": { "map": [ { "Model": "LaBSE-en-ru", "MIRACLReranking (ru)": 28.86 }, { "Model": "LaBSE-en-ru", "RuBQReranking": 54.83 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LaBSE-en-ru", "MIRACLRetrieval (ru)": 10.58, "RiaNewsRetrieval": 34.73, "RuBQRetrieval": 29.03 } ] }, "STS": { "cosine_spearman": [ { "Model": "LaBSE-en-ru", "RUParaPhraserSTS": 65.87, "RuSTSBenchmarkSTS": 73.32, "STS22 (de)": 38.9, "STS22 (en)": 59.47, "STS22 (pl-en)": 58.73, "STS22 (es)": 60.85, "STS22 (fr)": 74.98, "STS22 (de-en)": 47.98, "STS22 (de-fr)": 59.4, "STS22 (de-pl)": 39.48, "STS22 (pl)": 32.74, "STS22 (tr)": 55.04, "STS22 (es-en)": 70.8, "STS22 (ru)": 58.53, "STS22 (it)": 68.58, "STS22 (fr-pl)": 61.98, "STS22 (es-it)": 66.83, "STS22 (zh-en)": 24.98, "STS22 (ar)": 31.85, "STS22 (zh)": 35.1, "STSBenchmarkMultilingualSTS (ru)": 73.02 } ] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [ { "Model": "LaBSE-en-ru", "CEDRClassification": 40.75, "SensitiveTopicsClassification": 21.79 } ] }, "InstructionRetrieval": { "p-MRR": [] } }, "LaBSE-ru-turbo": { "BitextMining": { "f1": [ { "Model": "LaBSE-ru-turbo", "Tatoeba (rus-eng)": 93.22 } ] }, "Classification": { "accuracy": [ { "Model": "LaBSE-ru-turbo", "GeoreviewClassification": 46.04, "HeadlineClassification": 69.98, "InappropriatenessClassification": 61.39, "KinopoiskClassification": 53.59, "MassiveIntentClassification (ru)": 66.08, "MassiveScenarioClassification (ru)": 71.13, "RuReviewsClassification": 64.58, "RuSciBenchGRNTIClassification": 56.67, "RuSciBenchOECDClassification": 43.58 } ] }, "Clustering": { "v_measure": [ { "Model": "LaBSE-ru-turbo", "GeoreviewClusteringP2P": 64.55, "MLSUMClusteringP2P (ru)": 45.7, "MLSUMClusteringS2S (ru)": 42.93, "RuSciBenchGRNTIClusteringP2P": 50.64, "RuSciBenchOECDClusteringP2P": 44.48 } ] }, "PairClassification": { "max_ap": [ { "Model": "LaBSE-ru-turbo", "OpusparcusPC (ru)": 89.32, "TERRa": 57.81 }, { "Model": "LaBSE-ru-turbo", "OpusparcusPC (ru)": 89.32, "TERRa": 57.81 } ] }, "Reranking": { "map": [ { "Model": "LaBSE-ru-turbo", "MIRACLReranking (ru)": 57.44 }, { "Model": "LaBSE-ru-turbo", "RuBQReranking": 68.65 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "LaBSE-ru-turbo", "MIRACLRetrieval (ru)": 55.97, "RiaNewsRetrieval": 69.36, "RuBQRetrieval": 65.71 } ] }, "STS": { "cosine_spearman": [ { "Model": "LaBSE-ru-turbo", "RUParaPhraserSTS": 72.97, "RuSTSBenchmarkSTS": 81.77, "STS22 (ru)": 62.89, "STSBenchmarkMultilingualSTS (ru)": 81.81 } ] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [ { "Model": "LaBSE-ru-turbo", "CEDRClassification": 45.11, "SensitiveTopicsClassification": 27.52 } ] }, "InstructionRetrieval": { "p-MRR": [] } }, "OpenSearch-text-hybrid": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [ { "Model": "OpenSearch-text-hybrid", "AmazonReviewsClassification": 46.18, "IFlyTek": 51.8, "JDReview": 86.02, "MassiveIntentClassification": 73.85, "MassiveScenarioClassification": 77.13, "MultilingualSentiment": 76.35, "OnlineShopping": 93.2, "TNews": 53.06, "Waimai": 88.1 } ] }, "Clustering": { "v_measure": [ { "Model": "OpenSearch-text-hybrid", "CLSClusteringP2P": 41.64, "CLSClusteringS2S": 40.33, "ThuNewsClusteringP2P": 69.28, "ThuNewsClusteringS2S": 63.75 } ] }, "PairClassification": { "max_ap": [ { "Model": "OpenSearch-text-hybrid", "Cmnli": 90.77, "Ocnli": 85.44 }, { "Model": "OpenSearch-text-hybrid", "Cmnli": 90.77, "Ocnli": 85.44 } ] }, "Reranking": { "map": [ { "Model": "OpenSearch-text-hybrid", "CMedQAv1": 88.99, "CMedQAv2": 89.6, "MMarcoReranking": 28.12, "T2Reranking": 66.38 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "OpenSearch-text-hybrid", "CmedqaRetrieval": 46.56, "CovidRetrieval": 84.03, "DuRetrieval": 87.85, "EcomRetrieval": 68.79, "MMarcoRetrieval": 79.93, "MedicalRetrieval": 65.92, "T2Retrieval": 86.76, "VideoRetrieval": 75.43 } ] }, "STS": { "cosine_spearman": [ { "Model": "OpenSearch-text-hybrid", "AFQMC": 59.11, "ATEC": 58.19, "BQ": 71.07, "LCQMC": 78.27, "PAWSX": 44.98, "QBQTC": 38.69, "STS22": 66.53, "STSB": 82.8 } ] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] }, "InstructionRetrieval": { "p-MRR": [] } }, "SFR-Embedding-Mistral": { "BitextMining": { "f1": [] }, "Classification": { "accuracy": [] }, "Clustering": { "v_measure": [] }, "PairClassification": { "max_ap": [] }, "Reranking": { "map": [] }, "Retrieval": { "ndcg_at_10": [ { "Model": "SFR-Embedding-Mistral", "BrightRetrieval (sustainable_living)": 19.79, "BrightRetrieval (economics)": 17.84, "BrightRetrieval (theoremqa_theorems)": 24.32, "BrightRetrieval (aops)": 7.43, "BrightRetrieval (theoremqa_questions)": 23.05, "BrightRetrieval (psychology)": 18.97, "BrightRetrieval (stackoverflow)": 12.72, "BrightRetrieval (pony)": 1.97, "BrightRetrieval (leetcode)": 27.35, "BrightRetrieval (biology)": 19.49, "BrightRetrieval (earth_science)": 26.63, "BrightRetrieval (robotics)": 16.7 } ], "recall_at_1": [ { "Model": "SFR-Embedding-Mistral", "BrightRetrieval (earth_science)": 37.0, "BrightRetrieval (biology)": 30.26, "BrightRetrieval (stackoverflow)": 14.53, "BrightRetrieval (sustainable_living)": 34.99, "BrightRetrieval (psychology)": 47.72, "BrightRetrieval (pony)": 2.0, "BrightRetrieval (economics)": 24.27, "BrightRetrieval (robotics)": 17.33 } ] }, "STS": { "cosine_spearman": [] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [] }, "InstructionRetrieval": { "p-MRR": [] } }, "USER-base": { "BitextMining": { "f1": [ { "Model": "USER-base", "Tatoeba (rus-eng)": 90.2 } ] }, "Classification": { "accuracy": [ { "Model": "USER-base", "GeoreviewClassification": 47.23, "HeadlineClassification": 74.88, "InappropriatenessClassification": 61.94, "KinopoiskClassification": 55.69, "MassiveIntentClassification (ru)": 65.57, "MassiveScenarioClassification (ru)": 68.33, "RuReviewsClassification": 66.44, "RuSciBenchGRNTIClassification": 55.55, "RuSciBenchOECDClassification": 43.28 } ] }, "Clustering": { "v_measure": [ { "Model": "USER-base", "GeoreviewClusteringP2P": 64.16, "MLSUMClusteringP2P (ru)": 48.09, "MLSUMClusteringS2S (ru)": 45.73, "RuSciBenchGRNTIClusteringP2P": 51.38, "RuSciBenchOECDClusteringP2P": 44.73 } ] }, "PairClassification": { "max_ap": [ { "Model": "USER-base", "OpusparcusPC (ru)": 91.65, "TERRa": 60.02 }, { "Model": "USER-base", "OpusparcusPC (ru)": 91.65, "TERRa": 60.11 } ] }, "Reranking": { "map": [ { "Model": "USER-base", "MIRACLReranking (ru)": 46.75 }, { "Model": "USER-base", "RuBQReranking": 64.42 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "USER-base", "MIRACLRetrieval (ru)": 35.22, "RiaNewsRetrieval": 77.83, "RuBQRetrieval": 56.86 } ] }, "STS": { "cosine_spearman": [ { "Model": "USER-base", "RUParaPhraserSTS": 73.56, "RuSTSBenchmarkSTS": 82.26, "STS22 (ru)": 63.39, "STSBenchmarkMultilingualSTS (ru)": 81.81 }, { "Model": "USER-base", "RUParaPhraserSTS": 73.56, "RuSTSBenchmarkSTS": 82.26, "STS22 (ru)": 63.39, "STSBenchmarkMultilingualSTS (ru)": 81.81 } ] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [ { "Model": "USER-base", "CEDRClassification": 46.47, "SensitiveTopicsClassification": 27.5 } ] }, "InstructionRetrieval": { "p-MRR": [] } }, "USER-bge-m3": { "BitextMining": { "f1": [ { "Model": "USER-bge-m3", "Tatoeba (rus-eng)": 93.52 } ] }, "Classification": { "accuracy": [ { "Model": "USER-bge-m3", "GeoreviewClassification": 50.98, "HeadlineClassification": 70.09, "InappropriatenessClassification": 60.76, "KinopoiskClassification": 63.33, "MassiveIntentClassification (ru)": 68.85, "MassiveScenarioClassification (ru)": 72.9, "RuReviewsClassification": 68.52, "RuSciBenchGRNTIClassification": 57.67, "RuSciBenchOECDClassification": 44.2 } ] }, "Clustering": { 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"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 } ] }, "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": [ { "Model": "multilingual-e5-base", "CEDRClassification": 42.32, "SensitiveTopicsClassification": 24.98 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "multilingual-e5-base", "Core17InstructionRetrieval": 0.61, "News21InstructionRetrieval": -1.14, "Robust04InstructionRetrieval": -7.43 } ] } }, "multilingual-e5-large": { "BitextMining": { "f1": [ { "Model": "multilingual-e5-large", "BornholmBitextMining": 29.87, "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 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"Tatoeba (urd-eng)": 89.21, "Tatoeba (kzj-eng)": 7.91, "Tatoeba (kor-eng)": 90.65, "Tatoeba (slv-eng)": 89.57, "Tatoeba (ast-eng)": 81.76, "Tatoeba (cmn-eng)": 95.28, "Tatoeba (cor-eng)": 6.28, "Tatoeba (tel-eng)": 91.34, "Tatoeba (kab-eng)": 36.54, "Tatoeba (yue-eng)": 88.71, "Tatoeba (swe-eng)": 95.3, "Tatoeba (pes-eng)": 92.14, "Tatoeba (hun-eng)": 94.01, "Tatoeba (tgl-eng)": 92.0, "Tatoeba (pms-eng)": 59.85, "Tatoeba (lvs-eng)": 90.06, "Tatoeba (swh-eng)": 71.61, "Tatoeba (uzb-eng)": 72.35, "Tatoeba (por-eng)": 93.63, "Tatoeba (ron-eng)": 94.87, "Tatoeba (nds-eng)": 69.28, "Tatoeba (fry-eng)": 63.43, "Tatoeba (khm-eng)": 59.96, "Tatoeba (nld-eng)": 96.63, "Tatoeba (lit-eng)": 88.48, "Tatoeba (awa-eng)": 72.27, "Tatoeba (amh-eng)": 80.69, "Tatoeba (jav-eng)": 75.46, "Tatoeba (mar-eng)": 88.58, "Tatoeba (spa-eng)": 97.1, "Tatoeba (lfn-eng)": 62.91, "Tatoeba (ceb-eng)": 55.31, "Tatoeba (bul-eng)": 92.93, "Tatoeba (tat-eng)": 73.51, "Tatoeba (kur-eng)": 66.83, "Tatoeba (mhr-eng)": 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38.87, "AngryTweetsClassification": 57.69, "Banking77Classification": 75.88, "CBD": 69.84, "DKHateClassification": 66.02, "DanishPoliticalCommentsClassification": 39.43, "EmotionClassification": 47.58, "GeoreviewClassification": 49.69, "HeadlineClassification": 77.19, "IFlyTek": 41.86, "ImdbClassification": 90.23, "InappropriatenessClassification": 61.59, "JDReview": 80.54, "KinopoiskClassification": 56.59, "LccSentimentClassification": 61.53, "MTOPDomainClassification": 86.41, "MTOPDomainClassification (en)": 91.81, "MTOPDomainClassification (de)": 90.44, "MTOPDomainClassification (es)": 88.34, "MTOPDomainClassification (fr)": 86.23, "MTOPDomainClassification (hi)": 86.84, "MTOPDomainClassification (th)": 86.88, "MTOPIntentClassification": 59.43, "MTOPIntentClassification (en)": 64.29, "MTOPIntentClassification (de)": 65.97, "MTOPIntentClassification (es)": 61.9, "MTOPIntentClassification (fr)": 56.25, "MTOPIntentClassification (hi)": 59.17, "MTOPIntentClassification (th)": 62.59, "MasakhaNEWSClassification": 79.38, "MasakhaNEWSClassification (amh)": 83.7, "MasakhaNEWSClassification (eng)": 78.26, "MasakhaNEWSClassification (fra)": 76.11, "MasakhaNEWSClassification (hau)": 76.17, "MasakhaNEWSClassification (ibo)": 70.05, "MasakhaNEWSClassification (lin)": 75.89, "MasakhaNEWSClassification (lug)": 73.63, "MasakhaNEWSClassification (orm)": 80.31, "MasakhaNEWSClassification (pcm)": 89.15, "MasakhaNEWSClassification (run)": 76.55, "MasakhaNEWSClassification (sna)": 86.99, "MasakhaNEWSClassification (som)": 64.63, "MasakhaNEWSClassification (swa)": 73.42, "MasakhaNEWSClassification (tir)": 72.06, "MasakhaNEWSClassification (xho)": 82.56, "MasakhaNEWSClassification (yor)": 81.09, "MassiveIntentClassification": 65.07, "MassiveIntentClassification (he)": 62.44, "MassiveIntentClassification (id)": 63.51, "MassiveIntentClassification (fi)": 64.28, "MassiveIntentClassification (hu)": 64.0, "MassiveIntentClassification (nb)": 64.54, "MassiveIntentClassification (vi)": 63.39, "MassiveIntentClassification (ko)": 63.92, "MassiveIntentClassification (ta)": 53.41, "MassiveIntentClassification (te)": 53.96, "MassiveIntentClassification (da)": 63.7, "MassiveIntentClassification (ar)": 54.1, "MassiveIntentClassification (en)": 68.51, "MassiveIntentClassification (hi)": 60.93, "MassiveIntentClassification (bn)": 55.6, "MassiveIntentClassification (tr)": 64.61, "MassiveIntentClassification (am)": 45.48, "MassiveIntentClassification (es)": 64.01, "MassiveIntentClassification (lv)": 58.31, "MassiveIntentClassification (my)": 49.73, "MassiveIntentClassification (sq)": 57.3, "MassiveIntentClassification (th)": 62.75, "MassiveIntentClassification (sl)": 59.38, "MassiveIntentClassification (ml)": 57.58, "MassiveIntentClassification (is)": 53.3, "MassiveIntentClassification (ms)": 58.49, "MassiveIntentClassification (nl)": 65.0, "MassiveIntentClassification (az)": 54.68, "MassiveIntentClassification (ru)": 65.76, "MassiveIntentClassification (sv)": 66.52, "MassiveIntentClassification (ro)": 59.76, "MassiveIntentClassification (zh-TW)": 58.78, "MassiveIntentClassification (jv)": 48.96, "MassiveIntentClassification (fa)": 63.74, "MassiveIntentClassification (pl)": 65.09, "MassiveIntentClassification (km)": 34.88, "MassiveIntentClassification (ja)": 67.11, "MassiveIntentClassification (kn)": 53.45, "MassiveIntentClassification (fr)": 63.37, "MassiveIntentClassification (ka)": 41.45, "MassiveIntentClassification (sw)": 47.69, "MassiveIntentClassification (zh-CN)": 66.23, "MassiveIntentClassification (ur)": 54.6, "MassiveIntentClassification (tl)": 54.77, "MassiveIntentClassification (cy)": 44.22, "MassiveIntentClassification (de)": 63.82, "MassiveIntentClassification (af)": 53.69, "MassiveIntentClassification (it)": 63.89, "MassiveIntentClassification (el)": 64.34, "MassiveIntentClassification (mn)": 49.6, "MassiveIntentClassification (hy)": 50.89, "MassiveIntentClassification (pt)": 65.6, "MassiveScenarioClassification": 69.82, "MassiveScenarioClassification (en)": 73.04, "MassiveScenarioClassification (ta)": 58.76, "MassiveScenarioClassification (ml)": 63.17, "MassiveScenarioClassification (pt)": 68.33, "MassiveScenarioClassification (he)": 67.72, "MassiveScenarioClassification (ar)": 61.0, "MassiveScenarioClassification (pl)": 69.83, "MassiveScenarioClassification (vi)": 68.91, "MassiveScenarioClassification (ms)": 63.55, "MassiveScenarioClassification (sl)": 65.33, "MassiveScenarioClassification (hu)": 70.53, "MassiveScenarioClassification (my)": 54.03, "MassiveScenarioClassification (sq)": 63.79, "MassiveScenarioClassification (fi)": 68.62, "MassiveScenarioClassification (te)": 59.49, "MassiveScenarioClassification (ru)": 70.85, "MassiveScenarioClassification (am)": 52.69, "MassiveScenarioClassification (hi)": 66.85, "MassiveScenarioClassification (fr)": 68.74, "MassiveScenarioClassification (cy)": 51.25, "MassiveScenarioClassification (tr)": 68.12, "MassiveScenarioClassification (ro)": 66.06, "MassiveScenarioClassification (zh-CN)": 72.25, "MassiveScenarioClassification (kn)": 59.36, "MassiveScenarioClassification (nb)": 70.44, "MassiveScenarioClassification (de)": 71.25, "MassiveScenarioClassification (el)": 69.74, "MassiveScenarioClassification (es)": 69.07, "MassiveScenarioClassification (da)": 71.18, "MassiveScenarioClassification (ur)": 60.89, "MassiveScenarioClassification (af)": 62.35, "MassiveScenarioClassification (ko)": 70.54, "MassiveScenarioClassification (bn)": 61.85, "MassiveScenarioClassification (ja)": 73.16, "MassiveScenarioClassification (az)": 58.49, "MassiveScenarioClassification (fa)": 67.55, "MassiveScenarioClassification (sv)": 72.77, "MassiveScenarioClassification (zh-TW)": 64.35, "MassiveScenarioClassification (ka)": 47.82, "MassiveScenarioClassification (nl)": 71.11, "MassiveScenarioClassification (sw)": 56.27, "MassiveScenarioClassification (hy)": 55.76, "MassiveScenarioClassification (is)": 60.74, "MassiveScenarioClassification (mn)": 55.37, "MassiveScenarioClassification (it)": 69.45, "MassiveScenarioClassification (tl)": 60.71, "MassiveScenarioClassification (km)": 41.14, "MassiveScenarioClassification (th)": 69.06, "MassiveScenarioClassification (lv)": 64.28, "MassiveScenarioClassification (jv)": 56.24, "MassiveScenarioClassification (id)": 69.43, "MultilingualSentiment": 70.81, "NoRecClassification": 58.43, "NordicLangClassification": 80.15, "NorwegianParliament": 60.36, "OnlineShopping": 90.45, "PAC": 70.33, "PolEmo2.0-IN": 77.06, "PolEmo2.0-OUT": 53.48, "RuReviewsClassification": 65.28, "RuSciBenchGRNTIClassification": 58.2, "RuSciBenchOECDClassification": 43.91, "ScalaDaClassification": 50.77, "ScalaNbClassification": 50.44, "TNews": 48.8, "ToxicConversationsClassification": 66.01, "TweetSentimentExtractionClassification": 62.8, "Waimai": 86.3 } ] }, "Clustering": { "v_measure": [ { "Model": "multilingual-e5-large", "8TagsClustering": 33.88, "AlloProfClusteringP2P": 62.99, "AlloProfClusteringS2S": 32.26, "BiorxivClusteringP2P": 35.5, "BiorxivClusteringS2S": 33.3, "CLSClusteringP2P": 40.68, "CLSClusteringS2S": 38.59, "GeoreviewClusteringP2P": 59.59, "HALClusteringS2S": 22.44, "MLSUMClusteringP2P": 44.04, "MLSUMClusteringP2P (ru)": 42.79, "MLSUMClusteringS2S": 37.65, "MLSUMClusteringS2S (ru)": 44.32, "MasakhaNEWSClusteringP2P": 40.94, "MasakhaNEWSClusteringP2P (amh)": 67.16, "MasakhaNEWSClusteringP2P (eng)": 61.1, "MasakhaNEWSClusteringP2P (fra)": 41.66, "MasakhaNEWSClusteringP2P (hau)": 60.7, "MasakhaNEWSClusteringP2P (ibo)": 48.41, "MasakhaNEWSClusteringP2P (lin)": 57.69, "MasakhaNEWSClusteringP2P (lug)": 71.95, "MasakhaNEWSClusteringP2P (orm)": 60.14, "MasakhaNEWSClusteringP2P (pcm)": 80.84, "MasakhaNEWSClusteringP2P (run)": 59.91, "MasakhaNEWSClusteringP2P (sna)": 53.3, "MasakhaNEWSClusteringP2P (som)": 34.38, "MasakhaNEWSClusteringP2P (swa)": 33.25, "MasakhaNEWSClusteringP2P (tir)": 54.21, "MasakhaNEWSClusteringP2P (xho)": 41.12, "MasakhaNEWSClusteringP2P (yor)": 36.22, "MasakhaNEWSClusteringS2S": 30.56, "MasakhaNEWSClusteringS2S (amh)": 47.24, "MasakhaNEWSClusteringS2S (eng)": 53.93, "MasakhaNEWSClusteringS2S (fra)": 39.84, "MasakhaNEWSClusteringS2S (hau)": 19.24, "MasakhaNEWSClusteringS2S (ibo)": 28.88, "MasakhaNEWSClusteringS2S (lin)": 42.22, "MasakhaNEWSClusteringS2S (lug)": 43.63, "MasakhaNEWSClusteringS2S (orm)": 26.29, "MasakhaNEWSClusteringS2S (pcm)": 59.77, "MasakhaNEWSClusteringS2S (run)": 51.46, "MasakhaNEWSClusteringS2S (sna)": 48.14, "MasakhaNEWSClusteringS2S (som)": 25.14, "MasakhaNEWSClusteringS2S (swa)": 7.28, "MasakhaNEWSClusteringS2S (tir)": 50.51, "MasakhaNEWSClusteringS2S (xho)": 30.98, "MasakhaNEWSClusteringS2S (yor)": 34.09, "MedrxivClusteringP2P": 31.7, "MedrxivClusteringS2S": 29.76, "RedditClustering": 46.91, "RedditClusteringP2P": 63.0, "RuSciBenchGRNTIClusteringP2P": 51.98, "RuSciBenchOECDClusteringP2P": 45.12, "StackExchangeClustering": 58.37, "StackExchangeClusteringP2P": 32.9, "ThuNewsClusteringP2P": 58.05, "ThuNewsClusteringS2S": 55.59, "TwentyNewsgroupsClustering": 39.4 } ] }, "PairClassification": { "max_ap": [ { "Model": "multilingual-e5-large", "CDSC-E": 74.47, "Cmnli": 78.18, "Ocnli": 61.6, "OpusparcusPC": 93.89, "PPC": 92.18, "PSC": 99.39, "PawsXPairClassification": 58.5, "SICK-E-PL": 75.96 }, { "Model": "multilingual-e5-large", "CDSC-E": 74.47, "Cmnli": 78.18, "Ocnli": 61.6, "OpusparcusPC": 93.89, "OpusparcusPC (de)": 97.27, "OpusparcusPC (en)": 98.74, "OpusparcusPC (fi)": 94.26, "OpusparcusPC (fr)": 93.68, "OpusparcusPC (ru)": 89.64, "OpusparcusPC (sv)": 94.98, "PPC": 92.18, "PSC": 99.4, "PawsXPairClassification": 58.61, "PawsXPairClassification (de)": 57.14, "PawsXPairClassification (en)": 62.97, "PawsXPairClassification (es)": 56.87, "PawsXPairClassification (fr)": 58.69, "PawsXPairClassification (ja)": 50.84, "PawsXPairClassification (ko)": 52.22, "PawsXPairClassification (zh)": 56.95, "SICK-E-PL": 75.95, "SprintDuplicateQuestions": 93.14, "TERRa": 58.42, "TwitterSemEval2015": 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"T2Reranking": 66.32 }, { "Model": "multilingual-e5-large", "MIRACLReranking (ru)": 63.71 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "multilingual-e5-large", "AILACasedocs": 26.43, "AILAStatutes": 20.84, "ARCChallenge": 10.83, "AlloprofRetrieval": 39.34, "AlphaNLI": 13.59, "AppsRetrieval": 32.55, "ArguAna": 54.36, "ArguAna-PL": 52.99, "BSARDRetrieval": 21.28, "CmedqaRetrieval": 28.66, "CodeFeedbackMT": 42.78, "CodeFeedbackST": 74.26, "CodeSearchNetCCRetrieval (python)": 84.45, "CodeSearchNetCCRetrieval (javascript)": 77.67, "CodeSearchNetCCRetrieval (go)": 72.08, "CodeSearchNetCCRetrieval (ruby)": 81.94, "CodeSearchNetCCRetrieval (java)": 78.65, "CodeSearchNetCCRetrieval (php)": 72.21, "CodeSearchNetRetrieval (python)": 89.42, "CodeSearchNetRetrieval (javascript)": 75.54, "CodeSearchNetRetrieval (go)": 91.8, "CodeSearchNetRetrieval (ruby)": 81.43, "CodeSearchNetRetrieval (java)": 82.05, "CodeSearchNetRetrieval (php)": 84.5, "CodeTransOceanContest": 74.03, "CodeTransOceanDL": 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83.28 } ] }, "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 } ] } }, "multilingual-e5-large-instruct": { "BitextMining": { "f1": [ { "Model": "multilingual-e5-large-instruct", "BornholmBitextMining": 55.42, "Tatoeba (rus-eng)": 93.7, "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 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"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, 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"paraphrase-multilingual-MiniLM-L12-v2", "BIOSSES": 74.18, "CDSC-R": 88.98, "SICK-R": 79.61, "SICK-R-PL": 68.77, "SICKFr": 75.1, "STS12": 76.02, "STS13": 80.7, "STS14": 78.85, "STS15": 85.84, "STS16": 81.05, "STS17": 81.71, "STS22": 70.55, "STSBenchmark": 84.42, "STSBenchmarkMultilingualSTS": 79.9 } ] }, "Summarization": { "cosine_spearman": [ { "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": { "accuracy": [ { "Model": "paraphrase-multilingual-MiniLM-L12-v2", "CEDRClassification": 37.76, "SensitiveTopicsClassification": 24.84 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "paraphrase-multilingual-MiniLM-L12-v2", "Core17InstructionRetrieval": -0.62, "News21InstructionRetrieval": -0.37, "Robust04InstructionRetrieval": -2.94 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"MassiveScenarioClassification (ta)": 55.97, "MassiveScenarioClassification (it)": 69.74, "MassiveScenarioClassification (sq)": 69.62, "MassiveScenarioClassification (fa)": 69.88, "MassiveScenarioClassification (cy)": 35.27, "MassiveScenarioClassification (de)": 67.35, "MassiveScenarioClassification (nl)": 70.37, "MassiveScenarioClassification (sl)": 70.81, "MassiveScenarioClassification (ko)": 68.52, "MassiveScenarioClassification (lv)": 66.28, "MassiveScenarioClassification (ur)": 62.92, "MassiveScenarioClassification (is)": 44.16, "MassiveScenarioClassification (zh-CN)": 71.25, "MassiveScenarioClassification (da)": 71.04, "MassiveScenarioClassification (te)": 58.79, "MassiveScenarioClassification (en)": 75.35, "MassiveScenarioClassification (sv)": 71.6, "MassiveScenarioClassification (pl)": 68.99, "MassiveScenarioClassification (ro)": 67.94, "MassiveScenarioClassification (hy)": 63.03, "MassiveScenarioClassification (am)": 48.96, "MassiveScenarioClassification (ja)": 69.68, "MassiveScenarioClassification (tr)": 70.41, "MassiveScenarioClassification (bn)": 54.52, "MassiveScenarioClassification (es)": 70.4, "MassiveScenarioClassification (my)": 63.03, "MassiveScenarioClassification (km)": 53.13, "MassiveScenarioClassification (tl)": 43.98, "MassiveScenarioClassification": 67.9, "MultilingualSentiment": 66.49, "NoRecClassification": 50.32, "NordicLangClassification": 41.57, "OnlineShopping": 87.75, "PAC": 63.76, "PolEmo2.0-IN": 62.78, "PolEmo2.0-OUT": 19.98, "RuReviewsClassification": 62.33, "RuSciBenchGRNTIClassification": 56.01, "RuSciBenchOECDClassification": 44.14, "TNews": 43.73, "ToxicConversationsClassification": 71.02, "TweetSentimentExtractionClassification": 59.03, "Waimai": 83.97 } ] }, "Clustering": { "v_measure": [ { "Model": "paraphrase-multilingual-mpnet-base-v2", "8TagsClustering": 25.62, "AlloProfClusteringP2P": 54.49, "AlloProfClusteringS2S": 44.79, "ArxivClusteringP2P": 37.78, "ArxivClusteringS2S": 31.68, "BiorxivClusteringP2P": 33.09, 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"TwentyNewsgroupsClustering": 44.1 } ] }, "PairClassification": { "max_ap": [ { "Model": "paraphrase-multilingual-mpnet-base-v2", "CDSC-E": 75.77, "OpusparcusPC (de)": 97.34, "OpusparcusPC (en)": 98.59, "OpusparcusPC (fi)": 95.33, "OpusparcusPC (fr)": 93.45, "OpusparcusPC (ru)": 90.47, "OpusparcusPC (sv)": 95.16, "PSC": 98.26, "PawsXPairClassification (de)": 55.69, "PawsXPairClassification (en)": 60.12, "PawsXPairClassification (es)": 56.94, "PawsXPairClassification (fr)": 58.14, "PawsXPairClassification (ja)": 49.37, "PawsXPairClassification (ko)": 50.66, "PawsXPairClassification (zh)": 55.47, "SICK-E-PL": 77.22, "SprintDuplicateQuestions": 90.55, "TERRa": 64.57, "TwitterSemEval2015": 66.75, "TwitterURLCorpus": 85.14 }, { "Model": "paraphrase-multilingual-mpnet-base-v2", "CDSC-E": 75.76, "OpusparcusPC (de)": 97.34, "OpusparcusPC (en)": 98.59, "OpusparcusPC (fi)": 95.33, "OpusparcusPC (fr)": 93.45, "OpusparcusPC (ru)": 90.47, "OpusparcusPC (sv)": 95.16, "OpusparcusPC": 93.45, "PPC": 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