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"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 (zh)": 46.18, "IFlyTek": 51.8, "JDReview": 86.02, "MassiveIntentClassification (zh-CN)": 73.85, "MassiveScenarioClassification (zh-CN)": 77.13, "MultilingualSentiment": 76.35, "OnlineShopping": 93.2, "TNews": 53.06, "Waimai": 88.1 } ] }, "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 (zh)": 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": { "v_measure": [ { "Model": "USER-bge-m3", "GeoreviewClusteringP2P": 62.79, "RuSciBenchGRNTIClusteringP2P": 53.11, "RuSciBenchOECDClusteringP2P": 44.93 } ] }, "PairClassification": { "max_ap": [ { "Model": "USER-bge-m3", "OpusparcusPC (ru)": 90.73, "TERRa": 64.99 }, { "Model": "USER-bge-m3", "OpusparcusPC (ru)": 90.73, "TERRa": 65.07 } ] }, "Reranking": { "map": [ { "Model": "USER-bge-m3", "MIRACLReranking (ru)": 64.35 }, { "Model": "USER-bge-m3", "RuBQReranking": 73.08 } ] }, "Retrieval": { "ndcg_at_10": [ { "Model": "USER-bge-m3", "MIRACLRetrieval (ru)": 67.33, "RiaNewsRetrieval": 83.53, "RuBQRetrieval": 70.03 } ] }, "STS": { "cosine_spearman": [ { "Model": "USER-bge-m3", "RUParaPhraserSTS": 76.36, "RuSTSBenchmarkSTS": 83.35, "STS22 (ru)": 66.42, "STSBenchmarkMultilingualSTS (ru)": 82.96 } ] }, "Summarization": { "cosine_spearman": [] }, "MultilabelClassification": { "accuracy": [ { "Model": "USER-bge-m3", "CEDRClassification": 45.48, "SensitiveTopicsClassification": 26.29 } ] }, "InstructionRetrieval": { "p-MRR": [] } }, "all-MiniLM-L12-v2": { "BitextMining": { "f1": [ { "Model": "all-MiniLM-L12-v2", "BornholmBitextMining": 35.25, "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, "Tatoeba (nld-eng)": 12.56, "Tatoeba (ast-eng)": 9.99, "Tatoeba (awa-eng)": 0.44, "Tatoeba (jpn-eng)": 2.18, "Tatoeba (kat-eng)": 0.45, "Tatoeba (pes-eng)": 0.3, "Tatoeba (fra-eng)": 17.53, "Tatoeba (nds-eng)": 11.35, "Tatoeba (gle-eng)": 3.08, "Tatoeba (arz-eng)": 0.0, "Tatoeba (srp-eng)": 2.22, "Tatoeba (mhr-eng)": 0.0, "Tatoeba (bos-eng)": 7.05, "Tatoeba (heb-eng)": 0.3, "Tatoeba (orv-eng)": 0.15, "Tatoeba (kaz-eng)": 0.82, "Tatoeba (eus-eng)": 6.58, "Tatoeba (hsb-eng)": 2.89, "Tatoeba (max-eng)": 8.4, "Tatoeba (kab-eng)": 0.91, 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"Tatoeba (tha-eng)": 0.67, "Tatoeba (mon-eng)": 0.06, "Tatoeba (hin-eng)": 0.0, "Tatoeba (swe-eng)": 7.31, "Tatoeba (epo-eng)": 8.5, "Tatoeba (ind-eng)": 5.3, "Tatoeba (tgl-eng)": 3.34, "Tatoeba (arq-eng)": 0.28, "Tatoeba (aze-eng)": 1.47, "Tatoeba (por-eng)": 11.36, "Tatoeba (hun-eng)": 3.93, "Tatoeba (kur-eng)": 7.3, "Tatoeba (urd-eng)": 0.0, "Tatoeba (csb-eng)": 5.21, "Tatoeba (glg-eng)": 12.6, "Tatoeba (wuu-eng)": 1.89, "Tatoeba (uzb-eng)": 2.2, "Tatoeba (fao-eng)": 5.92, "Tatoeba (mal-eng)": 0.24, "Tatoeba (dsb-eng)": 3.06, "Tatoeba (jav-eng)": 3.5, "Tatoeba (xho-eng)": 3.66, "Tatoeba (dan-eng)": 10.21, "Tatoeba (gla-eng)": 2.58, "Tatoeba (spa-eng)": 11.26, "Tatoeba (ber-eng)": 4.72, "Tatoeba (ukr-eng)": 0.57, "Tatoeba (cym-eng)": 5.13, "Tatoeba (cha-eng)": 13.07, "Tatoeba (pol-eng)": 4.29, "Tatoeba (fin-eng)": 3.65, "Tatoeba (bul-eng)": 0.23, "Tatoeba (tuk-eng)": 2.66, "Tatoeba (tam-eng)": 0.33, "Tatoeba (mar-eng)": 0.04, "Tatoeba (vie-eng)": 5.06, "Tatoeba (ell-eng)": 0.2, 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48.46, "DanishPoliticalCommentsClassification": 27.07, "EmotionClassification": 41.17, "GeoreviewClassification": 23.49, "HeadlineClassification": 28.49, "IFlyTek": 15.31, "ImdbClassification": 59.76, "InappropriatenessClassification": 50.85, "JDReview": 59.57, "KinopoiskClassification": 34.17, "LccSentimentClassification": 41.93, "MTOPDomainClassification (en)": 91.9, "MTOPDomainClassification (de)": 72.04, "MTOPDomainClassification (es)": 72.99, "MTOPDomainClassification (fr)": 75.59, "MTOPDomainClassification (hi)": 40.36, "MTOPDomainClassification (th)": 17.1, "MTOPIntentClassification (en)": 62.84, "MTOPIntentClassification (de)": 43.41, "MTOPIntentClassification (es)": 41.88, "MTOPIntentClassification (fr)": 38.94, "MTOPIntentClassification (hi)": 17.75, "MTOPIntentClassification (th)": 5.63, "MasakhaNEWSClassification (amh)": 30.64, "MasakhaNEWSClassification (eng)": 76.62, "MasakhaNEWSClassification (fra)": 72.2, "MasakhaNEWSClassification (hau)": 52.59, "MasakhaNEWSClassification (ibo)": 54.26, "MasakhaNEWSClassification (lin)": 62.23, "MasakhaNEWSClassification (lug)": 47.62, "MasakhaNEWSClassification (orm)": 47.17, "MasakhaNEWSClassification (pcm)": 91.77, "MasakhaNEWSClassification (run)": 54.47, "MasakhaNEWSClassification (sna)": 66.53, "MasakhaNEWSClassification (som)": 40.27, "MasakhaNEWSClassification (swa)": 47.77, "MasakhaNEWSClassification (tir)": 21.18, "MasakhaNEWSClassification (xho)": 54.34, "MasakhaNEWSClassification (yor)": 58.61, "MassiveIntentClassification (ja)": 30.94, "MassiveIntentClassification (zh-CN)": 23.74, "MassiveIntentClassification (en)": 67.15, "MassiveIntentClassification (nb)": 41.91, "MassiveIntentClassification (ur)": 16.18, "MassiveIntentClassification (kn)": 3.08, "MassiveIntentClassification (ru)": 26.33, "MassiveIntentClassification (de)": 44.17, "MassiveIntentClassification (az)": 34.25, "MassiveIntentClassification (hu)": 38.0, "MassiveIntentClassification (ml)": 2.85, "MassiveIntentClassification (tr)": 35.9, "MassiveIntentClassification (ko)": 19.97, "MassiveIntentClassification (mn)": 23.25, "MassiveIntentClassification (ta)": 13.1, "MassiveIntentClassification (fr)": 44.82, "MassiveIntentClassification (el)": 28.7, "MassiveIntentClassification (sw)": 35.28, "MassiveIntentClassification (sv)": 40.42, "MassiveIntentClassification (vi)": 37.38, "MassiveIntentClassification (ms)": 36.21, "MassiveIntentClassification (hi)": 17.98, "MassiveIntentClassification (hy)": 8.69, "MassiveIntentClassification (pl)": 37.63, "MassiveIntentClassification (pt)": 45.12, "MassiveIntentClassification (fi)": 39.27, "MassiveIntentClassification (ar)": 20.94, "MassiveIntentClassification (da)": 44.43, "MassiveIntentClassification (af)": 38.94, "MassiveIntentClassification (sq)": 41.62, "MassiveIntentClassification (am)": 2.45, "MassiveIntentClassification (nl)": 41.85, "MassiveIntentClassification (es)": 40.91, "MassiveIntentClassification (it)": 43.17, 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"MassiveScenarioClassification (ml)": 7.25, "MassiveScenarioClassification (is)": 43.08, "MassiveScenarioClassification (sq)": 49.14, "MassiveScenarioClassification (am)": 7.41, "MassiveScenarioClassification (cy)": 41.4, "MassiveScenarioClassification (ro)": 49.97, "MassiveScenarioClassification (th)": 18.32, "MassiveScenarioClassification (kn)": 8.32, "MassiveScenarioClassification (ur)": 24.46, "MassiveScenarioClassification (id)": 44.35, "MassiveScenarioClassification (el)": 35.51, "MassiveScenarioClassification (he)": 25.68, "MassiveScenarioClassification (my)": 10.07, "MassiveScenarioClassification (de)": 52.07, "MassiveScenarioClassification (hi)": 23.02, "MassiveScenarioClassification (hu)": 44.09, "MassiveScenarioClassification (tl)": 48.31, "MassiveScenarioClassification (en)": 74.58, "MassiveScenarioClassification (vi)": 40.94, "MassiveScenarioClassification (bn)": 18.98, "MassiveScenarioClassification (ka)": 14.84, "MassiveScenarioClassification (hy)": 14.83, 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