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"XPQARetrieval (kor-eng)": 28.51, "XPQARetrieval (pol-pol)": 39.11, "XPQARetrieval (eng-pol)": 23.3, "XPQARetrieval (pol-eng)": 37.17, "XPQARetrieval (por-por)": 41.84, "XPQARetrieval (eng-por)": 19.63, "XPQARetrieval (por-eng)": 43.75, "XPQARetrieval (tam-tam)": 23.55, "XPQARetrieval (eng-tam)": 5.04, "XPQARetrieval (tam-eng)": 13.74, "XPQARetrieval (cmn-cmn)": 64.98, "XPQARetrieval (eng-cmn)": 36.15, "XPQARetrieval (cmn-eng)": 60.31 } ], "recall_at_1": [ { "Model": "gte-Qwen1.5-7B-instruct", "BrightRetrieval (economics)": 25.73, "BrightRetrieval (pony)": 1.32, "BrightRetrieval (robotics)": 21.29, "BrightRetrieval (biology)": 39.24, "BrightRetrieval (earth_science)": 36.13, "BrightRetrieval (stackoverflow)": 23.5, "BrightRetrieval (psychology)": 42.28, "BrightRetrieval (sustainable_living)": 33.1 } ] }, "STS": { "cosine_spearman": [ { "Model": "gte-Qwen1.5-7B-instruct", "AFQMC": 58.47, "ATEC": 55.46, "BIOSSES": 81.12, "BQ": 77.59, "LCQMC": 76.29, "PAWSX": 50.22, "QBQTC": 31.82, "SICK-R": 79.15, "STS12": 76.52, "STS13": 88.63, "STS14": 83.32, "STS15": 87.5, "STS16": 86.39, "STS17 (en-en)": 87.79, "STS22 (en)": 66.4, "STS22 (zh)": 67.36, "STSB": 81.37, "STSBenchmark": 87.35 }, { "Model": "gte-Qwen1.5-7B-instruct", "CDSC-R": 85.32, "GermanSTSBenchmark": 81.1, "RUParaPhraserSTS": 73.65, "RuSTSBenchmarkSTS": 80.03, "SICK-R-PL": 73.6, "SICKFr": 76.53, "STS22 (ru)": 60.37, "STS22 (pl)": 40.2, "STS22 (fr)": 81.74, "STS22 (de-pl)": 53.46, "STS22 (it)": 77.46, "STS22 (de-fr)": 67.08, "STS22 (fr-pl)": 84.52, "STS22 (es-en)": 77.16, "STS22 (es)": 67.35, "STS22 (tr)": 65.5, "STS22 (de)": 55.27, "STS22 (zh)": 67.9, "STS22 (de-en)": 53.99, "STS22 (zh-en)": 69.8, "STS22 (es-it)": 74.55, "STS22 (ar)": 58.84, "STS22 (en)": 67.1, "STS22 (pl-en)": 76.53, "STSBenchmarkMultilingualSTS (en)": 87.64, "STSBenchmarkMultilingualSTS (zh)": 81.33, "STSBenchmarkMultilingualSTS (es)": 83.68, "STSBenchmarkMultilingualSTS (pl)": 77.17, "STSBenchmarkMultilingualSTS (fr)": 82.69, "STSBenchmarkMultilingualSTS (it)": 81.59, "STSBenchmarkMultilingualSTS (nl)": 78.86, "STSBenchmarkMultilingualSTS (de)": 82.29, "STSBenchmarkMultilingualSTS (ru)": 80.48, "STSBenchmarkMultilingualSTS (pt)": 81.98 }, { "Model": "gte-Qwen1.5-7B-instruct", "CDSC-R": 85.32, "GermanSTSBenchmark": 81.1, "RUParaPhraserSTS": 73.65, "RuSTSBenchmarkSTS": 80.03, "SICK-R-PL": 73.6, "SICKFr": 76.53, "STS22 (ru)": 60.37, "STS22 (pl)": 40.2, "STS22 (fr)": 81.74, "STS22 (de-pl)": 53.46, "STS22 (it)": 77.46, "STS22 (de-fr)": 67.08, "STS22 (fr-pl)": 84.52, "STS22 (es-en)": 77.16, "STS22 (es)": 67.35, "STS22 (tr)": 65.5, "STS22 (de)": 55.27, "STS22 (zh)": 67.9, "STS22 (de-en)": 53.99, "STS22 (zh-en)": 69.8, "STS22 (es-it)": 74.55, "STS22 (ar)": 58.84, "STS22 (en)": 67.1, "STS22 (pl-en)": 76.53, "STSBenchmarkMultilingualSTS (en)": 87.64, "STSBenchmarkMultilingualSTS (zh)": 81.33, "STSBenchmarkMultilingualSTS (es)": 83.68, "STSBenchmarkMultilingualSTS (pl)": 77.17, "STSBenchmarkMultilingualSTS (fr)": 82.69, "STSBenchmarkMultilingualSTS (it)": 81.59, "STSBenchmarkMultilingualSTS (nl)": 78.86, "STSBenchmarkMultilingualSTS (de)": 82.29, "STSBenchmarkMultilingualSTS (ru)": 80.48, "STSBenchmarkMultilingualSTS (pt)": 81.98 } ] }, "Summarization": { "cosine_spearman": [ { "Model": "gte-Qwen1.5-7B-instruct", "SummEval": 31.46 }, { "Model": "gte-Qwen1.5-7B-instruct", "SummEvalFr": 30.04 }, { "Model": "gte-Qwen1.5-7B-instruct", "SummEvalFr": 30.04 } ] }, "MultilabelClassification": { "accuracy": [ { "Model": "gte-Qwen1.5-7B-instruct", "CEDRClassification": 54.77, "SensitiveTopicsClassification": 35.62 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "gte-Qwen1.5-7B-instruct", "Core17InstructionRetrieval": 8.37, "News21InstructionRetrieval": 1.82, "Robust04InstructionRetrieval": 5.88 } ] } }, "Alibaba-NLP__gte-Qwen2-7B-instruct": { "BitextMining": { "f1": [ { "Model": "gte-Qwen2-7B-instruct", "BornholmBitextMining": 50.16, "Tatoeba (dan-eng)": 94.29, "Tatoeba (ara-eng)": 92.36, "Tatoeba 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"MassiveIntentClassification (fr)": 81.9, "MassiveIntentClassification (es)": 81.29, "MassiveIntentClassification (da)": 78.15, "MassiveIntentClassification (sv)": 79.13, "MassiveIntentClassification (jv)": 58.24, "MassiveIntentClassification (ta)": 52.74, "MassiveIntentClassification (cy)": 49.37, "MassiveIntentClassification (tl)": 73.98, "MassiveIntentClassification (ur)": 72.4, "MassiveIntentClassification (en)": 85.43, "MassiveIntentClassification (ro)": 76.41, "MassiveIntentClassification (hi)": 78.0, "MassiveIntentClassification (id)": 80.11, "MassiveIntentClassification (he)": 74.39, "MassiveIntentClassification (km)": 49.36, "MassiveIntentClassification (nl)": 81.59, "MassiveIntentClassification (sl)": 75.0, "MassiveIntentClassification (ms)": 76.4, "MassiveIntentClassification (ko)": 79.24, "MassiveIntentClassification (ml)": 64.98, "MassiveIntentClassification (pl)": 80.89, "MassiveIntentClassification (fi)": 74.58, "MassiveIntentClassification (zh-CN)": 81.09, "MassiveIntentClassification (hu)": 72.1, "MassiveIntentClassification (is)": 56.6, "MassiveIntentClassification (am)": 32.29, "MassiveIntentClassification (mn)": 53.96, "MassiveIntentClassification (de)": 80.49, "MassiveIntentClassification (ka)": 54.94, "MassiveScenarioClassification (ru)": 87.43, "MassiveScenarioClassification (is)": 64.96, "MassiveScenarioClassification (en)": 89.7, "MassiveScenarioClassification (fi)": 79.5, "MassiveScenarioClassification (sw)": 61.58, "MassiveScenarioClassification (af)": 83.1, "MassiveScenarioClassification (hu)": 78.12, "MassiveScenarioClassification (ms)": 82.99, "MassiveScenarioClassification (ka)": 63.42, "MassiveScenarioClassification (kn)": 64.91, "MassiveScenarioClassification (id)": 86.1, "MassiveScenarioClassification (it)": 87.3, "MassiveScenarioClassification (de)": 86.82, "MassiveScenarioClassification (km)": 56.31, "MassiveScenarioClassification (pl)": 85.54, "MassiveScenarioClassification (vi)": 84.95, "MassiveScenarioClassification (pt)": 86.3, "MassiveScenarioClassification (th)": 81.19, "MassiveScenarioClassification (zh-CN)": 85.74, "MassiveScenarioClassification (sv)": 85.01, "MassiveScenarioClassification (es)": 87.02, "MassiveScenarioClassification (ta)": 57.91, "MassiveScenarioClassification (sq)": 57.85, "MassiveScenarioClassification (ur)": 77.18, "MassiveScenarioClassification (he)": 80.12, "MassiveScenarioClassification (cy)": 57.57, "MassiveScenarioClassification (jv)": 69.44, "MassiveScenarioClassification (nb)": 84.15, "MassiveScenarioClassification (am)": 41.09, "MassiveScenarioClassification (hy)": 49.28, "MassiveScenarioClassification (zh-TW)": 83.56, "MassiveScenarioClassification (az)": 76.8, "MassiveScenarioClassification (tl)": 79.26, "MassiveScenarioClassification (te)": 68.13, "MassiveScenarioClassification (hi)": 83.21, "MassiveScenarioClassification (ja)": 87.44, "MassiveScenarioClassification (fa)": 82.51, "MassiveScenarioClassification (ml)": 71.49, "MassiveScenarioClassification (sl)": 79.98, "MassiveScenarioClassification (ar)": 77.71, "MassiveScenarioClassification (ro)": 81.88, "MassiveScenarioClassification (lv)": 76.39, "MassiveScenarioClassification (bn)": 80.4, "MassiveScenarioClassification (ko)": 86.28, "MassiveScenarioClassification (tr)": 83.32, "MassiveScenarioClassification (el)": 81.23, "MassiveScenarioClassification (fr)": 86.64, "MassiveScenarioClassification (da)": 84.33, "MassiveScenarioClassification (my)": 60.44, "MassiveScenarioClassification (mn)": 59.65, "MassiveScenarioClassification (nl)": 86.68, "NoRecClassification": 65.99, "NordicLangClassification": 73.23, "PAC": 66.32, "PolEmo2.0-OUT": 54.49, "RuReviewsClassification": 74.85, "RuSciBenchGRNTIClassification": 71.01, "RuSciBenchOECDClassification": 57.68, "ToxicConversationsClassification": 85.74 } ] }, "Clustering": { "v_measure": [ { "Model": "gte-Qwen2-7B-instruct", "BlurbsClusteringP2P": 47.0, "BlurbsClusteringS2S": 21.74, "GeoreviewClusteringP2P": 78.32, "MLSUMClusteringP2P (de)": 49.66, "MLSUMClusteringP2P (fr)": 49.71, "MLSUMClusteringP2P (ru)": 58.58, "MLSUMClusteringP2P (es)": 50.43, "MLSUMClusteringS2S (de)": 47.75, "MLSUMClusteringS2S (fr)": 48.91, "MLSUMClusteringS2S (ru)": 55.79, "MLSUMClusteringS2S (es)": 48.93, "MasakhaNEWSClusteringP2P (amh)": 51.99, "MasakhaNEWSClusteringP2P (eng)": 63.97, "MasakhaNEWSClusteringP2P (fra)": 63.67, "MasakhaNEWSClusteringP2P (hau)": 57.93, "MasakhaNEWSClusteringP2P (ibo)": 66.36, "MasakhaNEWSClusteringP2P (lin)": 84.66, "MasakhaNEWSClusteringP2P (lug)": 50.98, "MasakhaNEWSClusteringP2P (orm)": 56.51, "MasakhaNEWSClusteringP2P (pcm)": 89.16, "MasakhaNEWSClusteringP2P (run)": 63.84, "MasakhaNEWSClusteringP2P (sna)": 80.08, "MasakhaNEWSClusteringP2P (som)": 43.45, "MasakhaNEWSClusteringP2P (swa)": 45.64, "MasakhaNEWSClusteringP2P (tir)": 58.86, "MasakhaNEWSClusteringP2P (xho)": 54.15, "MasakhaNEWSClusteringP2P (yor)": 68.84, "MasakhaNEWSClusteringS2S (amh)": 48.74, 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"MassiveScenarioClassification (he)": 65.48, "MassiveScenarioClassification (af)": 71.0, "MassiveScenarioClassification (it)": 74.88, "MassiveScenarioClassification (sw)": 62.31, "MassiveScenarioClassification (vi)": 71.92, "MultilingualSentiment": 73.47, "NoRecClassification": 55.0, "NordicLangClassification": 69.13, "OnlineShopping": 92.56, "PAC": 62.26, "PolEmo2.0-IN": 85.58, "PolEmo2.0-OUT": 60.55, "RuReviewsClassification": 70.57, "RuSciBenchGRNTIClassification": 66.05, "RuSciBenchOECDClassification": 52.11, "TNews": 50.58, "ToxicConversationsClassification": 71.75, "TweetSentimentExtractionClassification": 64.89, "Waimai": 87.79 } ] }, "Clustering": { "v_measure": [ { "Model": "e5-mistral-7b-instruct", "AlloProfClusteringP2P": 61.06, "AlloProfClusteringS2S": 28.12, "BlurbsClusteringP2P": 47.07, "BlurbsClusteringS2S": 21.35, "GeoreviewClusteringP2P": 76.32, "HALClusteringS2S": 19.69, "MLSUMClusteringP2P (de)": 52.88, "MLSUMClusteringP2P (fr)": 48.33, "MLSUMClusteringP2P (ru)": 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"XPQARetrieval (ita-eng)": 56.2, "XPQARetrieval (jpn-jpn)": 71.97, "XPQARetrieval (eng-jpn)": 17.63, "XPQARetrieval (jpn-eng)": 61.03, "XPQARetrieval (kor-kor)": 36.12, "XPQARetrieval (eng-kor)": 20.15, "XPQARetrieval (kor-eng)": 29.27, "XPQARetrieval (pol-pol)": 48.05, "XPQARetrieval (eng-pol)": 19.48, "XPQARetrieval (pol-eng)": 40.18, "XPQARetrieval (por-por)": 44.78, "XPQARetrieval (eng-por)": 17.66, "XPQARetrieval (por-eng)": 40.58, "XPQARetrieval (tam-tam)": 35.21, "XPQARetrieval (eng-tam)": 12.64, "XPQARetrieval (tam-eng)": 26.73, "XPQARetrieval (cmn-cmn)": 67.06, "XPQARetrieval (eng-cmn)": 12.72, "XPQARetrieval (cmn-eng)": 53.53, "XPQARetrieval (fr)": 65.81 } ] }, "STS": { "cosine_spearman": [ { "Model": "multilingual-e5-base", "AFQMC": 29.66, "ATEC": 37.01, "BIOSSES": 85.05, "BQ": 45.45, "CDSC-R": 90.09, "GermanSTSBenchmark": 78.86, "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": 29.66, "ATEC": 37.01, "BIOSSES": 85.05, "BQ": 45.45, "CDSC-R": 90.09, "GermanSTSBenchmark": 78.86, "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": [ { "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 } ] } }, "intfloat__multilingual-e5-large": { "BitextMining": { "f1": [ { "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)": 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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)": 6.79, "Tatoeba (epo-eng)": 96.01, "Tatoeba (kat-eng)": 84.09, "Tatoeba (ina-eng)": 93.47, "Tatoeba (tam-eng)": 88.23, "Tatoeba (ita-eng)": 93.29, "Tatoeba (hrv-eng)": 96.15, "Tatoeba (fra-eng)": 93.42, "Tatoeba (wuu-eng)": 86.37, "Tatoeba (dan-eng)": 95.08, "Tatoeba (max-eng)": 63.41, "Tatoeba (ang-eng)": 40.18, "Tatoeba (bel-eng)": 91.08, "Tatoeba (swg-eng)": 55.64 } ] }, "Classification": { "accuracy": [ { "Model": "multilingual-e5-large", "AllegroReviews": 41.14, "AmazonCounterfactualClassification (en-ext)": 78.73, "AmazonCounterfactualClassification (en)": 78.67, "AmazonCounterfactualClassification (de)": 68.66, "AmazonCounterfactualClassification (ja)": 78.8, "AmazonPolarityClassification": 93.26, "AmazonReviewsClassification (en)": 49.2, "AmazonReviewsClassification (de)": 46.5, "AmazonReviewsClassification (es)": 44.35, "AmazonReviewsClassification (fr)": 41.91, "AmazonReviewsClassification (ja)": 41.71, "AmazonReviewsClassification (zh)": 38.87, "AngryTweetsClassification": 54.95, "Banking77Classification": 75.88, "CBD": 69.9, "DKHateClassification": 66.02, "DanishPoliticalCommentsClassification": 38.27, "EmotionClassification": 47.58, "GeoreviewClassification": 49.69, "HeadlineClassification": 77.19, "IFlyTek": 45.47, "ImdbClassification": 90.23, "InappropriatenessClassification": 61.59, "JDReview": 80.99, "KinopoiskClassification": 56.59, "LccSentimentClassification": 59.6, "MTOPDomainClassification (en)": 91.81, "MTOPDomainClassification (de)": 90.44, "MTOPDomainClassification (es)": 88.34, "MTOPDomainClassification (fr)": 86.41, "MTOPDomainClassification (hi)": 86.84, "MTOPDomainClassification (th)": 86.88, "MTOPIntentClassification (en)": 64.29, "MTOPIntentClassification (de)": 65.97, "MTOPIntentClassification (es)": 61.9, "MTOPIntentClassification (fr)": 59.43, "MTOPIntentClassification (hi)": 59.17, "MTOPIntentClassification (th)": 62.59, "MasakhaNEWSClassification (amh)": 83.7, "MasakhaNEWSClassification (eng)": 78.26, "MasakhaNEWSClassification (fra)": 79.38, "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 (he)": 62.44, "MassiveIntentClassification (id)": 63.51, "MassiveIntentClassification (fi)": 64.28, "MassiveIntentClassification (hu)": 64.0, "MassiveIntentClassification (nb)": 59.83, "MassiveIntentClassification (vi)": 63.39, "MassiveIntentClassification (ko)": 63.92, "MassiveIntentClassification (ta)": 53.41, "MassiveIntentClassification (te)": 53.96, "MassiveIntentClassification (da)": 60.16, "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)": 61.78, "MassiveIntentClassification (ro)": 59.76, "MassiveIntentClassification (zh-TW)": 58.78, "MassiveIntentClassification (jv)": 48.96, "MassiveIntentClassification (fa)": 63.74, "MassiveIntentClassification (pl)": 65.07, "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 (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)": 69.82, "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)": 66.18, "MassiveScenarioClassification (de)": 71.25, "MassiveScenarioClassification (el)": 69.74, "MassiveScenarioClassification (es)": 69.07, "MassiveScenarioClassification (da)": 67.46, "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)": 69.15, "MassiveScenarioClassification (zh-TW)": 64.35, 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61.98, "STS22 (ar)": 59.52, "STS22 (it)": 79.45, "STS22 (tr)": 67.2, "STS22 (zh-en)": 71.45, "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, "STSBenchmarkMultilingualSTS (es)": 86.15, "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, "GermanSTSBenchmark": 84.84, "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)": 70.06, "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, "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, "STSBenchmarkMultilingualSTS (es)": 86.15, "STSBenchmarkMultilingualSTS (zh)": 82.54, "STSBenchmarkMultilingualSTS (en)": 88.39, "STSBenchmarkMultilingualSTS (ru)": 83.86 } ] }, "Summarization": { "cosine_spearman": [ { "Model": "multilingual-e5-large-instruct", "SummEval": 30.46, "SummEvalFr": 31.72 }, { "Model": "multilingual-e5-large-instruct", "SummEval": 30.46, "SummEvalFr": 31.72 } ] }, "MultilabelClassification": { "accuracy": [ { "Model": "multilingual-e5-large-instruct", "CEDRClassification": 50.01, "SensitiveTopicsClassification": 32.29 } ] }, "InstructionRetrieval": { "p-MRR": [ { "Model": "multilingual-e5-large-instruct", "Core17InstructionRetrieval": 1.82, "News21InstructionRetrieval": 1.5, "Robust04InstructionRetrieval": -4.52 } ] } }, "intfloat__multilingual-e5-small": { "BitextMining": { "f1": [ { "Model": "multilingual-e5-small", "BornholmBitextMining": 43.89, "Tatoeba (dan-eng)": 86.38, "Tatoeba (aze-eng)": 80.79, "Tatoeba (tur-eng)": 88.42, "Tatoeba (ces-eng)": 80.99, "Tatoeba (swh-eng)": 65.43, "Tatoeba 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"MassiveIntentClassification (mn)": 47.38, "MassiveIntentClassification (kn)": 47.85, "MassiveIntentClassification (ja)": 61.58, "MassiveIntentClassification (hy)": 47.89, "MassiveIntentClassification (ko)": 57.12, "MassiveIntentClassification (es)": 59.19, "MassiveIntentClassification (is)": 41.53, "MassiveIntentClassification (km)": 33.45, "MassiveIntentClassification (af)": 48.74, "MassiveIntentClassification (zh-CN)": 62.04, "MassiveIntentClassification (he)": 51.11, "MassiveIntentClassification (fa)": 57.73, "MassiveIntentClassification (nb)": 53.96, "MassiveIntentClassification (sv)": 56.6, "MassiveIntentClassification (ta)": 47.65, "MassiveIntentClassification (tr)": 56.88, "MassiveIntentClassification (sl)": 47.71, "MassiveIntentClassification (it)": 58.8, "MassiveIntentClassification (tl)": 48.7, "MassiveIntentClassification (vi)": 56.19, "MassiveIntentClassification (lv)": 44.93, "MassiveIntentClassification (fi)": 55.14, "MassiveIntentClassification (pl)": 57.4, "MassiveIntentClassification (jv)": 42.96, "MassiveIntentClassification (my)": 45.64, "MassiveIntentClassification (ka)": 39.52, "MassiveIntentClassification (th)": 56.26, "MassiveIntentClassification (el)": 54.14, "MassiveIntentClassification (ar)": 47.78, "MassiveIntentClassification (az)": 49.32, "MassiveIntentClassification (cy)": 36.62, "MassiveIntentClassification (hu)": 53.21, "MassiveIntentClassification (ml)": 52.81, "MassiveScenarioClassification (ru)": 63.89, "MassiveScenarioClassification (fr)": 63.9, "MassiveScenarioClassification (my)": 51.07, "MassiveScenarioClassification (sq)": 56.15, "MassiveScenarioClassification (af)": 58.0, "MassiveScenarioClassification (de)": 65.88, "MassiveScenarioClassification (ka)": 44.96, "MassiveScenarioClassification (tl)": 55.3, "MassiveScenarioClassification (zh-CN)": 68.96, "MassiveScenarioClassification (pl)": 64.25, "MassiveScenarioClassification (mn)": 52.41, "MassiveScenarioClassification (ms)": 59.18, "MassiveScenarioClassification 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"MassiveScenarioClassification (ml)": 60.31, "MassiveScenarioClassification (sl)": 54.05, "MassiveScenarioClassification (ja)": 67.75, "MassiveScenarioClassification (fi)": 61.89, "MassiveScenarioClassification (zh-TW)": 61.15, "MassiveScenarioClassification (id)": 62.0, "MassiveScenarioClassification (tr)": 62.14, "MassiveScenarioClassification (km)": 39.01, "MassiveScenarioClassification (nb)": 59.9, "MassiveScenarioClassification (az)": 53.27, "MassiveScenarioClassification (hy)": 52.93, "MassiveScenarioClassification (cy)": 44.63, "MassiveScenarioClassification (th)": 65.72, "MassiveScenarioClassification (hu)": 61.93, "MassiveScenarioClassification (kn)": 52.73, "MassiveScenarioClassification (ur)": 55.91, "MultilingualSentiment": 64.74, "NoRecClassification": 53.96, "NordicLangClassification": 75.15, "NorwegianParliament": 60.15, "OnlineShopping": 88.73, "PAC": 70.55, "PolEmo2.0-IN": 67.35, "PolEmo2.0-OUT": 39.13, "RuReviewsClassification": 61.18, "RuSciBenchGRNTIClassification": 54.99, "RuSciBenchOECDClassification": 41.72, "ScalaDaClassification": 50.3, "ScalaNbClassification": 50.06, "TNews": 48.38, "ToxicConversationsClassification": 63.59, "TweetSentimentExtractionClassification": 62.79, "Waimai": 83.9 } ] }, "Clustering": { "v_measure": [ { "Model": "multilingual-e5-small", "8TagsClustering": 23.92, "AlloProfClusteringP2P": 60.89, "AlloProfClusteringS2S": 32.52, "BiorxivClusteringP2P": 35.84, "BiorxivClusteringS2S": 27.35, "BlurbsClusteringP2P": 37.05, "BlurbsClusteringS2S": 15.24, "CLSClusteringP2P": 39.14, "CLSClusteringS2S": 37.79, "GeoreviewClusteringP2P": 58.57, "HALClusteringS2S": 18.95, "MLSUMClusteringP2P (de)": 40.19, "MLSUMClusteringP2P (fr)": 43.01, "MLSUMClusteringP2P (ru)": 39.69, "MLSUMClusteringP2P (es)": 46.38, "MLSUMClusteringP2P": 43.2, "MLSUMClusteringS2S (de)": 39.39, "MLSUMClusteringS2S (fr)": 42.84, "MLSUMClusteringS2S (ru)": 39.9, "MLSUMClusteringS2S (es)": 45.78, "MLSUMClusteringS2S": 37.61, "MasakhaNEWSClusteringP2P (amh)": 66.2, "MasakhaNEWSClusteringP2P (eng)": 50.08, "MasakhaNEWSClusteringP2P (fra)": 40.12, "MasakhaNEWSClusteringP2P (hau)": 53.63, "MasakhaNEWSClusteringP2P (ibo)": 49.19, "MasakhaNEWSClusteringP2P (lin)": 55.06, "MasakhaNEWSClusteringP2P (lug)": 59.97, "MasakhaNEWSClusteringP2P (orm)": 32.72, "MasakhaNEWSClusteringP2P (pcm)": 62.22, "MasakhaNEWSClusteringP2P (run)": 57.52, "MasakhaNEWSClusteringP2P (sna)": 45.11, "MasakhaNEWSClusteringP2P (som)": 42.39, "MasakhaNEWSClusteringP2P (swa)": 23.77, "MasakhaNEWSClusteringP2P (tir)": 57.68, "MasakhaNEWSClusteringP2P (xho)": 39.96, "MasakhaNEWSClusteringP2P (yor)": 26.56, "MasakhaNEWSClusteringS2S (amh)": 55.48, "MasakhaNEWSClusteringS2S (eng)": 37.79, "MasakhaNEWSClusteringS2S (fra)": 39.22, "MasakhaNEWSClusteringS2S (hau)": 20.22, "MasakhaNEWSClusteringS2S (ibo)": 35.67, "MasakhaNEWSClusteringS2S (lin)": 41.12, "MasakhaNEWSClusteringS2S (lug)": 48.63, "MasakhaNEWSClusteringS2S (orm)": 29.16, "MasakhaNEWSClusteringS2S (pcm)": 65.36, 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"MassiveScenarioClassification (el)": 68.81, "MassiveScenarioClassification (he)": 65.16, "MassiveScenarioClassification (vi)": 65.7, "MassiveScenarioClassification (af)": 59.68, "MassiveScenarioClassification (hu)": 70.31, "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 (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, "MultilingualSentiment": 66.49, "NoRecClassification": 50.32, "NordicLangClassification": 41.57, "OnlineShopping": 87.75, "PAC": 63.76, "PolEmo2.0-IN": 62.74, "PolEmo2.0-OUT": 19.92, "RuReviewsClassification": 62.33, "RuSciBenchGRNTIClassification": 56.01, "RuSciBenchOECDClassification": 44.14, "TNews": 43.73, "ToxicConversationsClassification": 65.56, "TweetSentimentExtractionClassification": 59.04, "Waimai": 83.97 } ] }, "Clustering": { "v_measure": [ { "Model": "paraphrase-multilingual-mpnet-base-v2", "8TagsClustering": 25.62, "AlloProfClusteringP2P": 53.84, "AlloProfClusteringS2S": 40.83, "ArxivClusteringP2P": 37.83, "ArxivClusteringS2S": 31.69, "BiorxivClusteringP2P": 33.02, "BiorxivClusteringS2S": 29.45, "BlurbsClusteringP2P": 34.0, "BlurbsClusteringS2S": 15.31, "GeoreviewClusteringP2P": 56.18, "HALClusteringS2S": 23.56, "MLSUMClusteringP2P": 40.55, "MLSUMClusteringP2P (ru)": 35.95, "MLSUMClusteringP2P (de)": 34.46, "MLSUMClusteringP2P (fr)": 39.08, "MLSUMClusteringP2P (es)": 37.58, "MLSUMClusteringS2S": 37.53, "MLSUMClusteringS2S (ru)": 38.88, "MLSUMClusteringS2S (de)": 34.25, "MLSUMClusteringS2S (fr)": 36.54, "MLSUMClusteringS2S (es)": 36.99, "MasakhaNEWSClusteringP2P (fra)": 53.3, "MasakhaNEWSClusteringP2P (amh)": 46.85, "MasakhaNEWSClusteringP2P (eng)": 47.3, "MasakhaNEWSClusteringP2P (hau)": 27.61, "MasakhaNEWSClusteringP2P (ibo)": 41.32, "MasakhaNEWSClusteringP2P (lin)": 58.37, "MasakhaNEWSClusteringP2P (lug)": 47.56, "MasakhaNEWSClusteringP2P (orm)": 24.53, "MasakhaNEWSClusteringP2P (pcm)": 66.55, "MasakhaNEWSClusteringP2P (run)": 51.97, "MasakhaNEWSClusteringP2P (sna)": 45.55, "MasakhaNEWSClusteringP2P (som)": 33.98, "MasakhaNEWSClusteringP2P (swa)": 25.03, "MasakhaNEWSClusteringP2P (tir)": 48.33, "MasakhaNEWSClusteringP2P (xho)": 29.47, "MasakhaNEWSClusteringP2P (yor)": 28.25, "MasakhaNEWSClusteringS2S (fra)": 37.92, "MasakhaNEWSClusteringS2S (amh)": 51.54, "MasakhaNEWSClusteringS2S (eng)": 43.28, "MasakhaNEWSClusteringS2S (hau)": 17.97, "MasakhaNEWSClusteringS2S (ibo)": 34.56, "MasakhaNEWSClusteringS2S (lin)": 57.43, "MasakhaNEWSClusteringS2S (lug)": 45.22, "MasakhaNEWSClusteringS2S (orm)": 21.9, "MasakhaNEWSClusteringS2S (pcm)": 62.1, "MasakhaNEWSClusteringS2S (run)": 46.81, "MasakhaNEWSClusteringS2S (sna)": 43.15, "MasakhaNEWSClusteringS2S (som)": 29.44, "MasakhaNEWSClusteringS2S (swa)": 10.31, "MasakhaNEWSClusteringS2S (tir)": 51.95, "MasakhaNEWSClusteringS2S (xho)": 21.26, "MasakhaNEWSClusteringS2S (yor)": 28.88, "MedrxivClusteringP2P": 31.93, "MedrxivClusteringS2S": 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