diff --git "a/EXTERNAL_MODEL_RESULTS.json" "b/EXTERNAL_MODEL_RESULTS.json"
deleted file mode 100644--- "a/EXTERNAL_MODEL_RESULTS.json"
+++ /dev/null
@@ -1,25145 +0,0 @@
-{
- "Alibaba-NLP__gte-Qwen1.5-7B-instruct": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "AmazonCounterfactualClassification (en)": 83.16,
- "AmazonPolarityClassification": 96.7,
- "AmazonReviewsClassification (en)": 62.17,
- "AmazonReviewsClassification (zh)": 52.95,
- "Banking77Classification": 81.68,
- "EmotionClassification": 54.53,
- "IFlyTek": 53.77,
- "ImdbClassification": 95.58,
- "JDReview": 88.2,
- "MTOPDomainClassification (en)": 95.75,
- "MTOPIntentClassification (en)": 84.26,
- "MassiveIntentClassification (zh-CN)": 76.25,
- "MassiveIntentClassification (en)": 78.47,
- "MassiveScenarioClassification (en)": 78.19,
- "MassiveScenarioClassification (zh-CN)": 77.26,
- "MultilingualSentiment": 77.42,
- "OnlineShopping": 94.48,
- "TNews": 51.24,
- "ToxicConversationsClassification": 78.75,
- "TweetSentimentExtractionClassification": 66.0,
- "Waimai": 88.63
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "ArxivClusteringP2P": 56.4,
- "ArxivClusteringS2S": 51.45,
- "BiorxivClusteringP2P": 49.01,
- "BiorxivClusteringS2S": 45.06,
- "CLSClusteringP2P": 47.21,
- "CLSClusteringS2S": 45.79,
- "MedrxivClusteringP2P": 44.37,
- "MedrxivClusteringS2S": 42.0,
- "RedditClustering": 73.37,
- "RedditClusteringP2P": 72.51,
- "StackExchangeClustering": 79.07,
- "StackExchangeClusteringP2P": 49.57,
- "ThuNewsClusteringP2P": 87.43,
- "ThuNewsClusteringS2S": 87.9,
- "TwentyNewsgroupsClustering": 51.31
- }
- ]
- },
- "PairClassification": {
- "max_ap": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "Cmnli": 91.81,
- "Ocnli": 85.22,
- "SprintDuplicateQuestions": 95.99,
- "TwitterSemEval2015": 79.36,
- "TwitterURLCorpus": 86.79
- },
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "Cmnli": 91.85,
- "Ocnli": 85.28,
- "SprintDuplicateQuestions": 96.07,
- "TwitterSemEval2015": 79.36,
- "TwitterURLCorpus": 86.79
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "AskUbuntuDupQuestions": 66.0,
- "CMedQAv1": 86.37,
- "CMedQAv2": 87.41,
- "MindSmallReranking": 32.71,
- "SciDocsRR": 87.89,
- "StackOverflowDupQuestions": 53.93,
- "T2Reranking": 68.11
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "ArguAna": 62.65,
- "BrightRetrieval (stackoverflow)": 19.85,
- "BrightRetrieval (earth_science)": 36.22,
- "BrightRetrieval (leetcode)": 25.46,
- "BrightRetrieval (theoremqa_questions)": 26.97,
- "BrightRetrieval (economics)": 17.72,
- "BrightRetrieval (robotics)": 13.47,
- "BrightRetrieval (pony)": 9.79,
- "BrightRetrieval (aops)": 14.36,
- "BrightRetrieval (psychology)": 24.61,
- "BrightRetrieval (theoremqa_theorems)": 30.8,
- "BrightRetrieval (biology)": 30.92,
- "BrightRetrieval (sustainable_living)": 14.93,
- "CQADupstackRetrieval": 40.64,
- "ClimateFEVER": 44.0,
- "CmedqaRetrieval": 43.47,
- "CovidRetrieval": 80.87,
- "DBPedia": 48.04,
- "DuRetrieval": 86.01,
- "EcomRetrieval": 66.46,
- "FEVER": 93.35,
- "FiQA2018": 55.31,
- "HotpotQA": 72.25,
- "MMarcoRetrieval": 73.83,
- "MSMARCO": 41.68,
- "MedicalRetrieval": 61.33,
- "NFCorpus": 38.25,
- "NQ": 61.79,
- "QuoraRetrieval": 89.61,
- "SCIDOCS": 27.69,
- "SciFact": 75.31,
- "T2Retrieval": 83.58,
- "TRECCOVID": 72.72,
- "Touche2020": 20.3,
- "VideoRetrieval": 69.41
- }
- ],
- "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
- }
- ]
- },
- "Summarization": {
- "cosine_spearman": [
- {
- "Model": "gte-Qwen1.5-7B-instruct",
- "SummEval": 31.46
- }
- ]
- },
- "MultilabelClassification": {
- "accuracy": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "Alibaba-NLP__gte-Qwen2-7B-instruct": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": []
- },
- "Clustering": {
- "v_measure": []
- },
- "PairClassification": {
- "max_ap": []
- },
- "Reranking": {
- "map": []
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "gte-Qwen2-7B-instruct",
- "BrightRetrieval (earth_science)": 40.66,
- "BrightRetrieval (sustainable_living)": 20.82,
- "BrightRetrieval (theoremqa_theorems)": 34.22,
- "BrightRetrieval (aops)": 15.1,
- "BrightRetrieval (economics)": 16.18,
- "BrightRetrieval (pony)": 1.25,
- "BrightRetrieval (stackoverflow)": 13.95,
- "BrightRetrieval (leetcode)": 31.07,
- "BrightRetrieval (biology)": 32.09,
- "BrightRetrieval (theoremqa_questions)": 29.9,
- "BrightRetrieval (robotics)": 12.82,
- "BrightRetrieval (psychology)": 26.58
- }
- ],
- "recall_at_1": [
- {
- "Model": "gte-Qwen2-7B-instruct",
- "BrightRetrieval (psychology)": 46.73,
- "BrightRetrieval (biology)": 34.87,
- "BrightRetrieval (sustainable_living)": 31.28,
- "BrightRetrieval (robotics)": 10.89,
- "BrightRetrieval (pony)": 1.17,
- "BrightRetrieval (earth_science)": 38.36,
- "BrightRetrieval (stackoverflow)": 16.67,
- "BrightRetrieval (economics)": 27.67
- }
- ]
- },
- "STS": {
- "cosine_spearman": []
- },
- "Summarization": {
- "cosine_spearman": []
- },
- "MultilabelClassification": {
- "accuracy": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "BAAI__bge-base-en-v1.5": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": []
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "bge-base-en-v1.5",
- "BiorxivClusteringP2P": 39.44,
- "BiorxivClusteringS2S": 36.62,
- "MedrxivClusteringP2P": 33.21,
- "MedrxivClusteringS2S": 31.68,
- "RedditClustering": 56.61,
- "RedditClusteringP2P": 62.66,
- "StackExchangeClustering": 66.11,
- "StackExchangeClusteringP2P": 35.24,
- "TwentyNewsgroupsClustering": 50.75
- }
- ]
- },
- "PairClassification": {
- "max_ap": []
- },
- "Reranking": {
- "map": []
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "bge-base-en-v1.5",
- "ARCChallenge": 9.66,
- "AlphaNLI": 10.99,
- "HellaSwag": 26.64,
- "PIQA": 25.69,
- "Quail": 1.42,
- "RARbCode": 46.47,
- "RARbMath": 46.86,
- "SIQA": 0.94,
- "SpartQA": 3.37,
- "TempReasonL1": 1.07,
- "TempReasonL2Fact": 17.23,
- "TempReasonL2Pure": 1.29,
- "TempReasonL3Fact": 13.36,
- "TempReasonL3Pure": 5.2,
- "WinoGrande": 13.76
- }
- ]
- },
- "STS": {
- "cosine_spearman": []
- },
- "Summarization": {
- "cosine_spearman": []
- },
- "MultilabelClassification": {
- "accuracy": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "BAAI__bge-base-en-v1.5-instruct": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": []
- },
- "Clustering": {
- "v_measure": []
- },
- "PairClassification": {
- "max_ap": []
- },
- "Reranking": {
- "map": []
- },
- "Retrieval": {
- "ndcg_at_10": [
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- "Model": "bge-base-en-v1.5-instruct",
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- "AlphaNLI": 4.13,
- "HellaSwag": 24.03,
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- "Quail": 1.25,
- "RARbCode": 46.32,
- "RARbMath": 45.62,
- "SIQA": 0.24,
- "SpartQA": 2.67,
- "TempReasonL1": 0.8,
- "TempReasonL2Fact": 16.56,
- "TempReasonL2Pure": 1.33,
- "TempReasonL3Fact": 12.68,
- "TempReasonL3Pure": 5.08,
- "WinoGrande": 10.27
- }
- ]
- },
- "STS": {
- "cosine_spearman": []
- },
- "Summarization": {
- "cosine_spearman": []
- },
- "MultilabelClassification": {
- "accuracy": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "BAAI__bge-base-zh-v1.5": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "bge-base-zh-v1.5",
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- "IFlyTek": 48.62,
- "JDReview": 83.62,
- "MassiveIntentClassification (zh-CN)": 67.93,
- "MassiveScenarioClassification (zh-CN)": 73.98,
- "MultilingualSentiment": 70.67,
- "OnlineShopping": 91.26,
- "TNews": 51.08,
- "Waimai": 85.36
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "bge-base-zh-v1.5",
- "CLSClusteringP2P": 39.91,
- "CLSClusteringS2S": 37.63,
- "ThuNewsClusteringP2P": 58.45,
- "ThuNewsClusteringS2S": 54.12
- }
- ]
- },
- "PairClassification": {
- "max_ap": [
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- "Model": "bge-base-zh-v1.5",
- "Cmnli": 84.1,
- "Ocnli": 75.41
- },
- {
- "Model": "bge-base-zh-v1.5",
- "Cmnli": 84.11,
- "Ocnli": 75.43
- }
- ]
- },
- "Reranking": {
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- "Model": "bge-base-zh-v1.5",
- "CMedQAv1": 80.47,
- "CMedQAv2": 84.88,
- "MMarcoReranking": 29.74,
- "T2Reranking": 66.49
- }
- ]
- },
- "Retrieval": {
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- "Model": "bge-base-zh-v1.5",
- "CmedqaRetrieval": 41.61,
- "CovidRetrieval": 74.7,
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- "EcomRetrieval": 64.25,
- "MMarcoRetrieval": 77.69,
- "MedicalRetrieval": 56.51,
- "T2Retrieval": 83.71,
- "VideoRetrieval": 72.35
- }
- ]
- },
- "STS": {
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- "Model": "bge-base-zh-v1.5",
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- "LCQMC": 74.45,
- "PAWSX": 20.4,
- "QBQTC": 36.22,
- "STS22 (zh)": 68.01,
- "STSB": 78.31
- }
- ]
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- "MultilabelClassification": {
- "accuracy": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
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- "BAAI__bge-large-en-v1.5": {
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- },
- "Classification": {
- "accuracy": []
- },
- "Clustering": {
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- },
- "PairClassification": {
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- },
- "Reranking": {
- "map": []
- },
- "Retrieval": {
- "ndcg_at_10": [
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- "Model": "bge-large-en-v1.5",
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- "AILAStatutes": 20.74,
- "ARCChallenge": 9.99,
- "AlphaNLI": 13.13,
- "BrightRetrieval (stackoverflow)": 9.51,
- "BrightRetrieval (earth_science)": 24.15,
- "BrightRetrieval (aops)": 6.08,
- "BrightRetrieval (sustainable_living)": 13.27,
- "BrightRetrieval (psychology)": 17.44,
- "BrightRetrieval (robotics)": 12.21,
- "BrightRetrieval (theoremqa_theorems)": 6.72,
- "BrightRetrieval (pony)": 5.64,
- "BrightRetrieval (biology)": 11.96,
- "BrightRetrieval (theoremqa_questions)": 12.56,
- "BrightRetrieval (leetcode)": 26.68,
- "BrightRetrieval (economics)": 16.59,
- "GerDaLIRSmall": 3.96,
- "HellaSwag": 28.5,
- "LeCaRDv2": 22.68,
- "LegalBenchConsumerContractsQA": 73.52,
- "LegalBenchCorporateLobbying": 91.51,
- "LegalQuAD": 16.22,
- "LegalSummarization": 59.99,
- "PIQA": 27.99,
- "Quail": 1.83,
- "RARbCode": 48.12,
- "RARbMath": 57.36,
- "SIQA": 1.04,
- "SpartQA": 2.99,
- "TempReasonL1": 1.46,
- "TempReasonL2Fact": 24.25,
- "TempReasonL2Pure": 2.35,
- "TempReasonL3Fact": 20.64,
- "TempReasonL3Pure": 6.67,
- "WinoGrande": 19.18
- }
- ],
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- "Model": "bge-large-en-v1.5",
- "BrightRetrieval (pony)": 0.36,
- "BrightRetrieval (psychology)": 11.58,
- "BrightRetrieval (stackoverflow)": 13.25,
- "BrightRetrieval (robotics)": 10.89,
- "BrightRetrieval (earth_science)": 27.73,
- "BrightRetrieval (biology)": 16.42,
- "BrightRetrieval (economics)": 20.87,
- "BrightRetrieval (sustainable_living)": 16.9
- }
- ]
- },
- "STS": {
- "cosine_spearman": []
- },
- "Summarization": {
- "cosine_spearman": []
- },
- "MultilabelClassification": {
- "accuracy": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "BAAI__bge-large-en-v1.5-instruct": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": []
- },
- "Clustering": {
- "v_measure": []
- },
- "PairClassification": {
- "max_ap": []
- },
- "Reranking": {
- "map": []
- },
- "Retrieval": {
- "ndcg_at_10": [
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- "Model": "bge-large-en-v1.5-instruct",
- "ARCChallenge": 8.86,
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- "HellaSwag": 26.24,
- "PIQA": 23.26,
- "Quail": 2.72,
- "RARbCode": 45.25,
- "RARbMath": 49.82,
- "SIQA": 0.59,
- "SpartQA": 2.34,
- "TempReasonL1": 1.17,
- "TempReasonL2Fact": 21.19,
- "TempReasonL2Pure": 2.1,
- "TempReasonL3Fact": 17.59,
- "TempReasonL3Pure": 5.99,
- "WinoGrande": 10.31
- }
- ]
- },
- "STS": {
- "cosine_spearman": []
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- "Summarization": {
- "cosine_spearman": []
- },
- "MultilabelClassification": {
- "accuracy": []
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- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "BAAI__bge-large-zh-noinstruct": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
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- "Model": "bge-large-zh-noinstruct",
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- "IFlyTek": 45.32,
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- "MassiveIntentClassification (zh-CN)": 66.96,
- "MassiveScenarioClassification (zh-CN)": 73.39,
- "MultilingualSentiment": 73.7,
- "OnlineShopping": 91.66,
- "TNews": 52.05,
- "Waimai": 86.83
- }
- ]
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- "Model": "bge-large-zh-noinstruct",
- "CLSClusteringP2P": 41.23,
- "CLSClusteringS2S": 40.04,
- "ThuNewsClusteringP2P": 62.03,
- "ThuNewsClusteringS2S": 56.75
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- ]
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- "Model": "bge-large-zh-noinstruct",
- "Cmnli": 82.17,
- "Ocnli": 71.37
- },
- {
- "Model": "bge-large-zh-noinstruct",
- "Cmnli": 82.18,
- "Ocnli": 71.37
- }
- ]
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- "Reranking": {
- "map": [
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- "Model": "bge-large-zh-noinstruct",
- "CMedQAv1": 81.72,
- "CMedQAv2": 84.64,
- "MMarcoReranking": 27.1,
- "T2Reranking": 66.16
- }
- ]
- },
- "Retrieval": {
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- "Model": "bge-large-zh-noinstruct",
- "CmedqaRetrieval": 41.03,
- "CovidRetrieval": 75.07,
- "DuRetrieval": 84.68,
- "EcomRetrieval": 65.6,
- "MMarcoRetrieval": 81.38,
- "MedicalRetrieval": 58.28,
- "T2Retrieval": 84.39,
- "VideoRetrieval": 73.93
- }
- ]
- },
- "STS": {
- "cosine_spearman": [
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- "Model": "bge-large-zh-noinstruct",
- "AFQMC": 43.06,
- "ATEC": 48.29,
- "BQ": 60.53,
- "LCQMC": 74.71,
- "PAWSX": 16.64,
- "QBQTC": 35.2,
- "STS22 (zh)": 67.19,
- "STSB": 78.41
- }
- ]
- },
- "Summarization": {
- "cosine_spearman": []
- },
- "MultilabelClassification": {
- "accuracy": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- },
- "BAAI__bge-large-zh-v1.5": {
- "BitextMining": {
- "f1": []
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "bge-large-zh-v1.5",
- "AmazonReviewsClassification (zh)": 41.38,
- "IFlyTek": 48.74,
- "JDReview": 85.14,
- "MassiveIntentClassification (zh-CN)": 68.84,
- "MassiveScenarioClassification (zh-CN)": 74.7,
- "MultilingualSentiment": 72.97,
- "OnlineShopping": 91.43,
- "TNews": 52.1,
- "Waimai": 86.9
- }
- ]
- },
- "Clustering": {
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- {
- "Model": "bge-large-zh-v1.5",
- "CLSClusteringP2P": 41.44,
- "CLSClusteringS2S": 38.33,
- "ThuNewsClusteringP2P": 59.61,
- "ThuNewsClusteringS2S": 56.58
- }
- ]
- },
- "PairClassification": {
- "max_ap": [
- {
- "Model": "bge-large-zh-v1.5",
- "Cmnli": 85.27,
- "Ocnli": 77.94
- },
- {
- "Model": "bge-large-zh-v1.5",
- "Cmnli": 85.29,
- "Ocnli": 77.96
- }
- ]
- },
- "Reranking": {
- "map": [
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- "Model": "bge-large-zh-v1.5",
- "CMedQAv1": 83.45,
- "CMedQAv2": 85.44,
- "MMarcoReranking": 28.74,
- "T2Reranking": 65.74
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
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- "MassiveIntentClassification (ru)": 60.53,
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- "MassiveIntentClassification (cy)": 26.59,
- "MassiveIntentClassification (jv)": 26.84,
- "MassiveIntentClassification (mn)": 35.97,
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- "MassiveIntentClassification (km)": 4.6,
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- "MassiveIntentClassification (zh-TW)": 5.29,
- "MassiveIntentClassification (ro)": 37.45,
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- "MassiveIntentClassification (hu)": 26.74,
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- "MassiveScenarioClassification (sw)": 25.61,
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- "MassiveScenarioClassification (zh-CN)": 9.98,
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- "MassiveScenarioClassification (kn)": 8.73,
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- "MassiveScenarioClassification (sv)": 35.83,
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- "MassiveScenarioClassification (pt)": 44.62,
- "MassiveScenarioClassification (ja)": 9.51,
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- "MassiveScenarioClassification (ka)": 7.32,
- "MassiveScenarioClassification (sl)": 37.6,
- "MassiveScenarioClassification (ru)": 65.15,
- "MassiveScenarioClassification (it)": 47.28,
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- "MassiveScenarioClassification (af)": 37.27,
- "MassiveScenarioClassification (is)": 30.32,
- "MassiveScenarioClassification (fa)": 6.83,
- "MassiveScenarioClassification (vi)": 28.92,
- "MassiveScenarioClassification (bn)": 8.57,
- "MassiveScenarioClassification (hy)": 8.91,
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- "MassiveScenarioClassification (jv)": 33.94,
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- "MassiveScenarioClassification (nb)": 42.43,
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- "MassiveScenarioClassification (km)": 9.99,
- "MassiveScenarioClassification (nl)": 41.47,
- "MassiveScenarioClassification (id)": 39.05,
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- "MassiveScenarioClassification (my)": 9.94,
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- "MassiveScenarioClassification (da)": 44.69,
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- "MassiveScenarioClassification (fr)": 45.08,
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- "MassiveScenarioClassification (sq)": 40.9,
- "MassiveScenarioClassification (hu)": 33.92,
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- "STS22 (fr)": 74.98,
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- "STS22 (pl)": 32.74,
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- "STS22 (es-en)": 70.8,
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- "STS22 (it)": 68.58,
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- "RuReviewsClassification": 56.99,
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- "MasakhaNEWSClassification (fra)": 70.36,
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- "MasakhaNEWSClassification (fra)": 80.62,
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- "PawsXPairClassification (fr)": 59.59
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- "Model": "sentence-camembert-large",
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- "TERRa": 60.02
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- {
- "Model": "USER-base",
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- "TERRa": 60.11
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- "map": [
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- "MIRACLReranking (ru)": 46.75
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- {
- "Model": "USER-base",
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- ]
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- "Retrieval": {
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- "MIRACLRetrieval (ru)": 35.22,
- "RiaNewsRetrieval": 77.83,
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- "STS": {
- "cosine_spearman": [
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- "STSBenchmarkMultilingualSTS (ru)": 81.81
- },
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- },
- "deepvk__USER-bge-m3": {
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- "Tatoeba (rus-eng)": 93.52
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- "MassiveIntentClassification (ru)": 68.85,
- "MassiveScenarioClassification (ru)": 72.9,
- "RuReviewsClassification": 68.52,
- "RuSciBenchGRNTIClassification": 57.67,
- "RuSciBenchOECDClassification": 44.2
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- "PairClassification": {
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- "Model": "USER-bge-m3",
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- "TERRa": 64.99
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- {
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- "TERRa": 65.07
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- ]
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- "Model": "USER-bge-m3",
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- "deepvk__deberta-v1-base": {
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- "RuReviewsClassification": 55.66,
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- "RuSciBenchOECDClassification": 41.34
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- "MLSUMClusteringS2S (ru)": 44.6,
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- "RuSciBenchOECDClusteringP2P": 33.31
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- {
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- "Retrieval": {
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- "STS": {
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- "Model": "e5-base-4k",
- "LEMBNarrativeQARetrieval": 30.35,
- "LEMBQMSumRetrieval": 35.6,
- "LEMBSummScreenFDRetrieval": 95.23,
- "LEMBWikimQARetrieval": 69.19
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- "MTOPIntentClassification (en)": 71.1,
- "MassiveIntentClassification (en)": 68.48,
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- "ToxicConversationsClassification": 68.15,
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- "RedditClusteringP2P": 51.92,
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- "StackExchangeClusteringP2P": 28.7,
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- "MassiveIntentClassification (en)": 47.91,
- "MassiveIntentClassification (es)": 45.44,
- "MassiveIntentClassification (fa)": 45.01,
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- "MassiveIntentClassification (fr)": 46.13,
- "MassiveIntentClassification (he)": 42.55,
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- "MassiveScenarioClassification (da)": 54.87,
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- "STS22 (es-it)": 66.43,
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- "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,
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- "STS22 (es-en)": 74.0,
- "STS22 (en)": 62.26,
- "STS22 (tr)": 63.71,
- "STS22 (de-pl)": 39.35,
- "STSB": 79.04,
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- "STSBenchmarkMultilingualSTS (zh)": 79.87,
- "STSBenchmarkMultilingualSTS (de)": 79.68,
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- "STSBenchmarkMultilingualSTS (nl)": 75.96,
- "STSBenchmarkMultilingualSTS (it)": 78.09,
- "STSBenchmarkMultilingualSTS (ru)": 79.33
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- "Model": "multilingual-e5-base",
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- }
- ]
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- "Summarization": {
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- }
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- }
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- "Tatoeba (ido-eng)": 83.52,
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- "AmazonReviewsClassification (fr)": 41.91,
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- "MTOPDomainClassification (fr)": 86.41,
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- "PawsXPairClassification (ko)": 52.08,
- "PawsXPairClassification (zh)": 56.82,
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- "PawsXPairClassification (fr)": 58.61,
- "PawsXPairClassification (ja)": 50.84,
- "PawsXPairClassification (ko)": 52.22,
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- }
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- "CodeSearchNetCCRetrieval (python)": 84.45,
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- "LEMBQMSumRetrieval": 24.26,
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- "MSMARCO-PL": 33.38,
- "MedicalRetrieval": 51.44,
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- "TRECCOVID": 71.21,
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- }
- ]
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- "PairClassification": {
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- "CDSC-E": 76.17,
- "OpusparcusPC (de)": 97.56,
- "OpusparcusPC (en)": 98.91,
- "OpusparcusPC (fi)": 94.74,
- "OpusparcusPC (fr)": 94.73,
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- "PSC": 99.31,
- "PawsXPairClassification (de)": 56.46,
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- "PawsXPairClassification (ja)": 50.82,
- "PawsXPairClassification (ko)": 51.63,
- "PawsXPairClassification (zh)": 57.34,
- "SICK-E-PL": 79.69,
- "SprintDuplicateQuestions": 92.19,
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- "OpusparcusPC (en)": 98.92,
- "OpusparcusPC (fi)": 94.74,
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- "PawsXPairClassification (de)": 56.64,
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- "PawsXPairClassification (es)": 57.28,
- "PawsXPairClassification (fr)": 59.76,
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- "PawsXPairClassification (ko)": 51.74,
- "PawsXPairClassification (zh)": 57.75,
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- "SprintDuplicateQuestions": 92.19,
- "TERRa": 63.89,
- "TwitterSemEval2015": 79.79,
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- }
- ]
- },
- "Reranking": {
- "map": [
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- "Model": "multilingual-e5-large-instruct",
- "AlloprofReranking": 74.68,
- "AskUbuntuDupQuestions": 64.41,
- "MMarcoReranking": 23.6,
- "MindSmallReranking": 33.07,
- "RuBQReranking": 75.84,
- "SciDocsRR": 85.75,
- "StackOverflowDupQuestions": 52.45,
- "SyntecReranking": 89.95,
- "T2Reranking": 67.12
- },
- {
- "Model": "multilingual-e5-large-instruct",
- "MIRACLReranking (ru)": 62.49
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "multilingual-e5-large-instruct",
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- "ARCChallenge": 15.03,
- "AlloprofRetrieval": 52.12,
- "AlphaNLI": 24.87,
- "AppsRetrieval": 34.89,
- "ArguAna": 58.48,
- "ArguAna-PL": 44.6,
- "BSARDRetrieval": 24.61,
- "CmedqaRetrieval": 34.15,
- "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,
- "CodeSearchNetCCRetrieval (php)": 72.49,
- "CodeSearchNetRetrieval (python)": 88.96,
- "CodeSearchNetRetrieval (javascript)": 75.37,
- "CodeSearchNetRetrieval (go)": 90.41,
- "CodeSearchNetRetrieval (ruby)": 79.56,
- "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,
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- "RARbCode": 71.22,
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- "RiaNewsRetrieval": 83.26,
- "RuBQRetrieval": 73.9,
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- "SIQA": 7.33,
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- "SciFact-PL": 63.31,
- "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,
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- "XPQARetrieval (ita-eng)": 70.6,
- "XPQARetrieval (jpn-jpn)": 74.36,
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- "XPQARetrieval (jpn-eng)": 70.5,
- "XPQARetrieval (kor-kor)": 39.74,
- "XPQARetrieval (eng-kor)": 34.9,
- "XPQARetrieval (kor-eng)": 37.39,
- "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,
- "XPQARetrieval (eng-cmn)": 33.94,
- "XPQARetrieval (cmn-eng)": 59.78
- }
- ]
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- "cosine_spearman": [
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- "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)": 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,
- "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)": 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": [
- {
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- "CEDRClassification": 50.01,
- "SensitiveTopicsClassification": 32.29
- }
- ]
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- "InstructionRetrieval": {
- "p-MRR": [
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- "Model": "multilingual-e5-large-instruct",
- "Core17InstructionRetrieval": 1.82,
- "News21InstructionRetrieval": 1.5,
- "Robust04InstructionRetrieval": -4.52
- }
- ]
- }
- },
- "intfloat__multilingual-e5-small": {
- "BitextMining": {
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- "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 (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,
- "Tatoeba (cmn-eng)": 89.85,
- "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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- "OpusparcusPC (fi)": 88.29,
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- "PawsXPairClassification (fr)": 52.69,
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- "PawsXPairClassification (ko)": 49.95,
- "PawsXPairClassification (zh)": 54.01,
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- "PawsXPairClassification (ko)": 49.98,
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- "MintakaRetrieval (ar)": 21.22,
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- "MintakaRetrieval (fr)": 22.53,
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- "CodeSearchNetCCRetrieval (javascript)": 52.0,
- "CodeSearchNetCCRetrieval (go)": 41.73,
- "CodeSearchNetCCRetrieval (ruby)": 41.46,
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- "CodeSearchNetRetrieval (python)": 60.52,
- "CodeSearchNetRetrieval (javascript)": 46.24,
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- "LegalSummarization": 53.89,
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- "MedicalRetrieval": 6.68,
- "MintakaRetrieval (ar)": 14.06,
- "MintakaRetrieval (de)": 15.26,
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- "MintakaRetrieval (fr)": 15.53,
- "MintakaRetrieval (hi)": 13.67,
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- "MintakaRetrieval (pt)": 15.03,
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- "XPQARetrieval (ara-ara)": 35.19,
- "XPQARetrieval (eng-ara)": 20.64,
- "XPQARetrieval (ara-eng)": 32.47,
- "XPQARetrieval (deu-deu)": 53.56,
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- "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,
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- "XPQARetrieval (ita-eng)": 52.69,
- "XPQARetrieval (jpn-jpn)": 58.6,
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- "XPQARetrieval (jpn-eng)": 52.41,
- "XPQARetrieval (kor-kor)": 27.63,
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- "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,
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- "XPQARetrieval (tam-eng)": 30.14,
- "XPQARetrieval (cmn-cmn)": 50.7,
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- "XPQARetrieval (cmn-eng)": 48.23,
- "XPQARetrieval (fr)": 51.74
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- "Model": "LaBSE",
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- "ATEC": 26.61,
- "BIOSSES": 78.7,
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- "SICK-R-PL": 65.9,
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- "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
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- {
- "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,
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- "StackExchangeClusteringP2P": 33.13,
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- }
- ]
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- "OpusparcusPC (en)": 97.41,
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- "PawsXPairClassification (zh)": 52.8,
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- ]
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- }
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- "CodeSearchNetCCRetrieval (ruby)": 72.28,
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- "STS22 (es)": 43.98,
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- "STS22 (de-pl)": 1.63,
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- "STS22 (es-en)": 53.99,
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- "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
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- "Model": "all-MiniLM-L12-v2",
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- }
- ]
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- "Model": "all-MiniLM-L12-v2",
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- },
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- }
- ]
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- }
- ]
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- "Core17InstructionRetrieval": 1.69,
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- }
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- "MassiveIntentClassification (nl)": 58.29,
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- "MassiveIntentClassification (pt)": 58.63,
- "MassiveIntentClassification (ro)": 50.63,
- "MassiveIntentClassification (ru)": 57.96,
- "MassiveIntentClassification (sl)": 50.66,
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- "MassiveIntentClassification (vi)": 45.25,
- "MassiveIntentClassification (zh-CN)": 59.22,
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- "MassiveScenarioClassification (ar)": 52.19,
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- "MassiveScenarioClassification (en)": 74.0,
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- "MassiveScenarioClassification (hi)": 55.99,
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- "MassiveScenarioClassification (ka)": 39.08,
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- "MassiveScenarioClassification (vi)": 55.15,
- "MassiveScenarioClassification (zh-CN)": 66.44,
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- "PAC": 68.17,
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- "TweetSentimentExtractionClassification": 59.97
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- "Model": "distiluse-base-multilingual-cased-v2",
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- "DBPedia-PL": 12.36,
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- "MSMARCO-PL": 4.57,
- "MintakaRetrieval (fr)": 22.55,
- "NFCorpus-PL": 16.28,
- "NQ-PL": 5.85,
- "Quora-PL": 71.95,
- "SCIDOCS-PL": 6.5,
- "SciFact-PL": 33.03,
- "SyntecRetrieval": 65.34,
- "TRECCOVID-PL": 16.91,
- "XPQARetrieval (fr)": 51.2
- }
- ]
- },
- "STS": {
- "cosine_spearman": [
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- "Model": "distiluse-base-multilingual-cased-v2",
- "BIOSSES": 78.34,
- "CDSC-R": 87.67,
- "SICK-R": 75.25,
- "SICK-R-PL": 65.53,
- "SICKFr": 72.49,
- "STS12": 72.96,
- "STS13": 70.58,
- "STS14": 70.29,
- "STS15": 81.94,
- "STS16": 76.8,
- "STS17 (ar-ar)": 77.34,
- "STS17 (en-ar)": 77.46,
- "STS17 (en-de)": 80.24,
- "STS17 (en-en)": 86.19,
- "STS17 (en-tr)": 74.34,
- "STS17 (es-en)": 77.4,
- "STS17 (es-es)": 83.71,
- "STS17 (fr-en)": 79.28,
- "STS17 (it-en)": 80.82,
- "STS17 (ko-ko)": 76.4,
- "STS17 (nl-en)": 80.51,
- "STS22 (ar)": 49.04,
- "STS22 (de)": 35.73,
- "STS22 (de-en)": 47.51,
- "STS22 (de-fr)": 60.76,
- "STS22 (de-pl)": 36.09,
- "STS22 (en)": 62.88,
- "STS22 (es)": 59.34,
- "STS22 (es-en)": 68.96,
- "STS22 (es-it)": 63.28,
- "STS22 (fr)": 76.41,
- "STS22 (fr-pl)": 61.98,
- "STS22 (it)": 65.1,
- "STS22 (pl)": 34.58,
- "STS22 (pl-en)": 71.33,
- "STS22 (ru)": 52.4,
- "STS22 (tr)": 54.07,
- "STS22 (zh)": 54.32,
- "STS22 (zh-en)": 61.75,
- "STSBenchmark": 80.75,
- "STSBenchmarkMultilingualSTS (fr)": 77.49
- }
- ]
- },
- "Summarization": {
- "cosine_spearman": [
- {
- "Model": "distiluse-base-multilingual-cased-v2",
- "SummEvalFr": 28.12
- }
- ]
- },
- "MultilabelClassification": {
- "accuracy": []
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- "InstructionRetrieval": {
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- }
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- "sentence-transformers__gtr-t5-base": {
- "BitextMining": {
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- },
- "Classification": {
- "accuracy": [
- {
- "Model": "gtr-t5-base",
- "AmazonCounterfactualClassification (en)": 69.33,
- "AmazonPolarityClassification": 67.82,
- "AmazonReviewsClassification (en)": 38.48,
- "Banking77Classification": 79.26,
- "EmotionClassification": 42.2,
- "ImdbClassification": 65.99,
- "MTOPDomainClassification (en)": 92.42,
- "MTOPIntentClassification (en)": 62.44,
- "MassiveIntentClassification (en)": 67.05,
- "MassiveScenarioClassification (en)": 75.4,
- "ToxicConversationsClassification": 66.6,
- "TweetSentimentExtractionClassification": 56.02
- }
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- {
- "Model": "gtr-t5-base",
- "ArxivClusteringP2P": 35.49,
- "ArxivClusteringS2S": 27.18,
- "BiorxivClusteringP2P": 27.66,
- "BiorxivClusteringS2S": 23.25,
- "MedrxivClusteringP2P": 27.57,
- "MedrxivClusteringS2S": 25.13,
- "RedditClustering": 56.13,
- "RedditClusteringP2P": 58.53,
- "StackExchangeClustering": 64.21,
- "StackExchangeClusteringP2P": 33.01,
- "TwentyNewsgroupsClustering": 46.72
- }
- ]
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- "PairClassification": {
- "max_ap": [
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- "Model": "gtr-t5-base",
- "SprintDuplicateQuestions": 94.55,
- "TwitterSemEval2015": 72.23,
- "TwitterURLCorpus": 84.77
- },
- {
- "Model": "gtr-t5-base",
- "SprintDuplicateQuestions": 94.55,
- "TwitterSemEval2015": 72.23,
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- }
- ]
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- "Reranking": {
- "map": [
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- "Model": "gtr-t5-base",
- "AskUbuntuDupQuestions": 60.86,
- "MindSmallReranking": 31.33,
- "SciDocsRR": 73.71,
- "StackOverflowDupQuestions": 51.01
- }
- ]
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- "Retrieval": {
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- "Model": "gtr-t5-base",
- "ArguAna": 50.83,
- "CQADupstackRetrieval": 34.55,
- "ClimateFEVER": 24.88,
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- "NQ": 50.47,
- "QuoraRetrieval": 87.98,
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- "STS": {
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- "MTOPDomainClassification (hi)": 22.11,
- "MTOPDomainClassification (th)": 16.36,
- "MTOPIntentClassification (de)": 52.13,
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- "MTOPIntentClassification (hi)": 3.9,
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- "MassiveIntentClassification (af)": 41.02,
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- "STS12": 69.11,
- "STS13": 81.82,
- "STS14": 77.07,
- "STS15": 86.01,
- "STS16": 82.23,
- "STS17 (ar-ar)": 9.06,
- "STS17 (en-ar)": -3.22,
- "STS17 (en-de)": 70.38,
- "STS17 (en-en)": 84.9,
- "STS17 (en-tr)": 17.17,
- "STS17 (es-en)": 60.24,
- "STS17 (es-es)": 81.93,
- "STS17 (fr-en)": 62.17,
- "STS17 (it-en)": 59.11,
- "STS17 (ko-ko)": 8.9,
- "STS17 (nl-en)": 56.91,
- "STS22 (ar)": 37.66,
- "STS22 (de)": 50.58,
- "STS22 (de-en)": 53.63,
- "STS22 (de-fr)": 55.72,
- "STS22 (de-pl)": 27.99,
- "STS22 (en)": 66.61,
- "STS22 (es)": 59.14,
- "STS22 (es-en)": 69.99,
- "STS22 (es-it)": 60.94,
- "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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- "SummEval": 30.21
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- ]
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- "MultilabelClassification": {
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- "InstructionRetrieval": {
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- }
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- "sentence-transformers__gtr-t5-xxl": {
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- "AmazonCounterfactualClassification (en)": 67.3,
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- "Banking77Classification": 82.32,
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- "ImdbClassification": 70.8,
- "MTOPDomainClassification (en)": 93.84,
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- "MassiveIntentClassification (en)": 70.61,
- "MassiveScenarioClassification (en)": 77.77,
- "ToxicConversationsClassification": 68.48,
- "TweetSentimentExtractionClassification": 54.54
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- "BiorxivClusteringP2P": 30.48,
- "BiorxivClusteringS2S": 27.5,
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- "MedrxivClusteringS2S": 27.56,
- "RedditClustering": 64.13,
- "RedditClusteringP2P": 62.84,
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- "StackExchangeClusteringP2P": 32.85,
- "TwentyNewsgroupsClustering": 50.44
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- ]
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- "SprintDuplicateQuestions": 95.68,
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- "AskUbuntuDupQuestions": 63.23,
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- "SciDocsRR": 77.96,
- "StackOverflowDupQuestions": 53.5
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- "TRECCOVID": 51.9,
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- "MTOPIntentClassification (fr)": 37.18,
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- "MasakhaNEWSClusteringS2S (fra)": 27.27
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- "OpusparcusPC (fr)": 88.07,
- "PawsXPairClassification (fr)": 57.36
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- "Model": "multi-qa-MiniLM-L6-cos-v1",
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- "Retrieval": {
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- "MassiveIntentClassification (id)": 59.9,
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- "MassiveIntentClassification (zh-CN)": 62.0,
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- "MintakaRetrieval (ar)": 12.61,
- "MintakaRetrieval (de)": 21.77,
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- "XPQARetrieval (ita-eng)": 46.53,
- "XPQARetrieval (jpn-jpn)": 51.57,
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- "XPQARetrieval (jpn-eng)": 44.93,
- "XPQARetrieval (kor-kor)": 21.36,
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- "XPQARetrieval (kor-eng)": 22.59,
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- "XPQARetrieval (pol-eng)": 26.54,
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- "XPQARetrieval (fr)": 42.51
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- ]
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- "STS16": 81.05,
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- "STS17 (en-de)": 84.22,
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- "STS17 (ar-ar)": 79.16,
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- "STS22 (es-en)": 67.33,
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- "STS22 (pl-en)": 69.02,
- "STS22 (de-fr)": 51.73,
- "STS22 (de)": 44.64,
- "STS22 (ar)": 46.2,
- "STS22 (de-pl)": 44.22,
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- "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,
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- {
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "BIOSSES": 74.18,
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- "STS17 (ar-ar)": 79.16,
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- "STS17 (en-de)": 84.22,
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- ]
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- ]
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- "Tatoeba (ber-eng)": 4.88,
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- "Tatoeba (cbk-eng)": 58.68,
- "Tatoeba (ceb-eng)": 7.39,
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- "Tatoeba (cha-eng)": 12.59,
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- "FiQA2018": 43.55,
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- }
- ]
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- "STS15": 88.28,
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- "STS17 (en-ar)": -4.71,
- "STS17 (en-de)": 73.62,
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- "STS17 (en-tr)": -0.42,
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- "MTOPDomainClassification (fr)": 88.19,
- "MTOPIntentClassification (fr)": 63.64,
- "MasakhaNEWSClassification (fra)": 72.04,
- "MassiveIntentClassification (fr)": 65.8,
- "MassiveScenarioClassification (fr)": 73.47
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "AlloProfClusteringP2P": 54.21,
- "AlloProfClusteringS2S": 37.95,
- "HALClusteringS2S": 18.94,
- "MLSUMClusteringP2P": 41.02,
- "MLSUMClusteringS2S": 37.97,
- "MasakhaNEWSClusteringP2P (fra)": 24.09,
- "MasakhaNEWSClusteringS2S (fra)": 40.24
- }
- ]
- },
- "PairClassification": {
- "max_ap": [
- {
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "OpusparcusPC (fr)": 93.38,
- "PawsXPairClassification (fr)": 53.62
- },
- {
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "OpusparcusPC (fr)": 93.38,
- "PawsXPairClassification (fr)": 53.66
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "AlloprofReranking": 55.39,
- "SyntecReranking": 77.13
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "AlloprofRetrieval": 33.78,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 26.21,
- "SyntecRetrieval": 63.69,
- "XPQARetrieval (fr)": 65.21
- }
- ]
- },
- "STS": {
- "cosine_spearman": [
- {
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "SICKFr": 74.39,
- "STS22 (fr)": 71.11,
- "STSBenchmarkMultilingualSTS (fr)": 78.16
- }
- ]
- },
- "Summarization": {
- "cosine_spearman": [
- {
- "Model": "universal-sentence-encoder-multilingual-large-3",
- "SummEvalFr": 28.56
- }
- ]
- },
- "MultilabelClassification": {
- "accuracy": []
- },
- "InstructionRetrieval": {
- "p-MRR": []
- }
- }
-}
\ No newline at end of file