diff --git "a/EXTERNAL_MODEL_RESULTS.json" "b/EXTERNAL_MODEL_RESULTS.json"
--- "a/EXTERNAL_MODEL_RESULTS.json"
+++ "b/EXTERNAL_MODEL_RESULTS.json"
@@ -1,18888 +1,7993 @@
{
- "herbert-base-retrieval-v2": {
+ "monot5-3b-msmarco-10k": {
"BitextMining": {
"f1": [
{
- "Model": "herbert-base-retrieval-v2"
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "herbert-base-retrieval-v2",
- "AllegroReviews": 34.11,
- "CBD": 68.35,
- "MassiveIntentClassification (pl)": 65.53,
- "MassiveScenarioClassification (pl)": 68.51,
- "PAC": 68.4,
- "PolEmo2.0-IN": 64.18,
- "PolEmo2.0-OUT": 45.73
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "herbert-base-retrieval-v2",
- "8TagsClustering": 28.15
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "herbert-base-retrieval-v2",
- "CDSC-E": 63.31,
- "PPC": 84.18,
- "PSC": 98.87,
- "SICK-E-PL": 54.93
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Reranking": {
"map": [
{
- "Model": "herbert-base-retrieval-v2"
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "herbert-base-retrieval-v2",
- "ArguAna-PL": 41.97,
- "DBPedia-PL": 24.07,
- "FiQA-PL": 24.25,
- "HotpotQA-PL": 43.41,
- "MSMARCO-PL": 51.56,
- "NFCorpus-PL": 25.95,
- "NQ-PL": 35.09,
- "Quora-PL": 78.86,
- "SCIDOCS-PL": 11.0,
- "SciFact-PL": 51.92,
- "TRECCOVID-PL": 42.64
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"STS": {
"spearman": [
{
- "Model": "herbert-base-retrieval-v2",
- "CDSC-R": 86.18,
- "SICK-R-PL": 64.67,
- "STS22 (pl)": 39.73
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "herbert-base-retrieval-v2"
+ "Model": "monot5-3b-msmarco-10k"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "herbert-base-retrieval-v2"
+ "Model": "monot5-3b-msmarco-10k",
+ "Core17InstructionRetrieval": 1.84,
+ "News21InstructionRetrieval": 1.78,
+ "Robust04InstructionRetrieval": 3.96
}
]
}
},
- "multilingual-e5-base": {
+ "LLM2Vec-Mistral-unsupervised": {
"BitextMining": {
"f1": [
{
- "Model": "multilingual-e5-base",
- "BornholmBitextMining": 46.4
+ "Model": "LLM2Vec-Mistral-unsupervised"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "multilingual-e5-base",
- "AllegroReviews": 40.85,
- "AmazonReviewsClassification (fr)": 40.94,
- "AngryTweetsClassification": 54.65,
- "CBD": 62.66,
- "DKHateClassification": 63.53,
- "DanishPoliticalCommentsClassification": 36.69,
- "IFlyTek": 44.93,
- "JDReview": 76.21,
- "LccSentimentClassification": 59.67,
- "MTOPDomainClassification (fr)": 84.79,
- "MTOPIntentClassification (fr)": 55.51,
- "MasakhaNEWSClassification (fra)": 79.69,
- "MassiveIntentClassification (da)": 60.16,
- "MassiveIntentClassification (nb)": 59.83,
- "MassiveIntentClassification (sv)": 61.78,
- "MassiveIntentClassification (pl)": 61.04,
- "MassiveScenarioClassification (da)": 67.46,
- "MassiveScenarioClassification (nb)": 66.18,
- "MassiveScenarioClassification (sv)": 69.15,
- "MassiveScenarioClassification (pl)": 66.11,
- "MultilingualSentiment": 65.28,
- "NoRecClassification": 57.58,
- "NordicLangClassification": 75.94,
- "NorwegianParliament": 59.94,
- "OnlineShopping": 88.4,
- "PAC": 70.87,
- "PolEmo2.0-IN": 67.66,
- "PolEmo2.0-OUT": 43.91,
- "ScalaDaClassification": 50.79,
- "ScalaNbClassification": 50.32,
- "TNews": 47.06,
- "Waimai": 84.42
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "AmazonCounterfactualClassification (en)": 76.94,
+ "AmazonPolarityClassification": 85.29,
+ "AmazonReviewsClassification (en)": 47.09,
+ "Banking77Classification": 86.16,
+ "EmotionClassification": 48.88,
+ "ImdbClassification": 77.95,
+ "MTOPDomainClassification (en)": 95.48,
+ "MTOPIntentClassification (en)": 82.84,
+ "MassiveIntentClassification (en)": 76.65,
+ "MassiveScenarioClassification (en)": 79.99,
+ "ToxicConversationsClassification": 70.71,
+ "TweetSentimentExtractionClassification": 60.9
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "multilingual-e5-base",
- "8TagsClustering": 24.97,
- "AlloProfClusteringP2P": 62.09,
- "AlloProfClusteringS2S": 32.98,
- "CLSClusteringP2P": 32.41,
- "CLSClusteringS2S": 36.99,
- "HALClusteringS2S": 22.48,
- "MLSUMClusteringP2P": 43.48,
- "MLSUMClusteringS2S": 38.53,
- "MasakhaNEWSClusteringP2P (fra)": 47.91,
- "MasakhaNEWSClusteringS2S (fra)": 51.16,
- "ThuNewsClusteringP2P": 40.98,
- "ThuNewsClusteringS2S": 52.36
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "ArxivClusteringP2P": 47.56,
+ "ArxivClusteringS2S": 39.92,
+ "BiorxivClusteringP2P": 36.14,
+ "BiorxivClusteringS2S": 30.26,
+ "MedrxivClusteringP2P": 30.11,
+ "MedrxivClusteringS2S": 26.93,
+ "RedditClustering": 41.83,
+ "RedditClusteringP2P": 62.08,
+ "StackExchangeClustering": 67.34,
+ "StackExchangeClusteringP2P": 34.5,
+ "TwentyNewsgroupsClustering": 30.26
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "multilingual-e5-base",
- "CDSC-E": 72.67,
- "Cmnli": 74.51,
- "Ocnli": 59.63,
- "OpusparcusPC (fr)": 92.72,
- "PPC": 88.01,
- "PSC": 99.14,
- "PawsX (fr)": 56.93,
- "SICK-E-PL": 68.77
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "SprintDuplicateQuestions": 91.3,
+ "TwitterSemEval2015": 68.76,
+ "TwitterURLCorpus": 82.76
}
]
},
"Reranking": {
"map": [
{
- "Model": "multilingual-e5-base",
- "AlloprofReranking": 58.1,
- "CMedQAv1": 65.21,
- "CMedQAv2": 66.06,
- "MMarcoReranking": 21.76,
- "SyntecReranking": 85.43,
- "T2Reranking": 64.39
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "AskUbuntuDupQuestions": 58.6,
+ "MindSmallReranking": 29.73,
+ "SciDocsRR": 77.81,
+ "StackOverflowDupQuestions": 49.8
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "multilingual-e5-base",
- "AlloprofRetrieval": 36.21,
- "ArguAna-PL": 42.81,
- "BSARDRetrieval": 0.0,
- "CmedqaRetrieval": 27.2,
- "CovidRetrieval": 73.45,
- "DBPedia-PL": 30.23,
- "DuRetrieval": 81.64,
- "EcomRetrieval": 54.17,
- "FiQA-PL": 25.52,
- "HotpotQA-PL": 63.52,
- "MMarcoRetrieval": 76.04,
- "MSMARCO-PL": 29.52,
- "MedicalRetrieval": 48.35,
- "MintakaRetrieval (fr)": 23.46,
- "NFCorpus-PL": 25.98,
- "NQ-PL": 44.8,
- "Quora-PL": 81.22,
- "SCIDOCS-PL": 12.35,
- "SciFact-PL": 62.11,
- "SyntecRetrieval": 80.49,
- "T2Retrieval": 70.86,
- "TRECCOVID-PL": 66.06,
- "VideoRetrieval": 61.3,
- "XPQARetrieval (fr)": 65.81
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "ArguAna": 51.0,
+ "CQADupstackRetrieval": 33.37,
+ "ClimateFEVER": 22.97,
+ "DBPedia": 25.48,
+ "FEVER": 45.11,
+ "FiQA2018": 27.24,
+ "HotpotQA": 54.54,
+ "MSMARCO": 19.13,
+ "NFCorpus": 27.16,
+ "NQ": 34.16,
+ "QuoraRetrieval": 84.4,
+ "SCIDOCS": 15.35,
+ "SciFact": 68.68,
+ "TRECCOVID": 55.67,
+ "Touche2020": 6.54
}
]
},
"STS": {
"spearman": [
{
- "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
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "BIOSSES": 83.29,
+ "SICK-R": 75.55,
+ "STS12": 67.65,
+ "STS13": 83.9,
+ "STS14": 76.97,
+ "STS15": 83.8,
+ "STS16": 81.91,
+ "STS17 (en-en)": 85.58,
+ "STS22 (en)": 65.93,
+ "STSBenchmark": 80.42
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "multilingual-e5-base",
- "SummEvalFr": 30.76
+ "Model": "LLM2Vec-Mistral-unsupervised",
+ "SummEval": 30.19
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "multilingual-e5-base"
+ "Model": "LLM2Vec-Mistral-unsupervised"
}
]
}
},
- "nomic-embed-text-v1.5-512": {
+ "bge-small-en-v1.5-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "nomic-embed-text-v1.5-512"
+ "Model": "bge-small-en-v1.5-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "AmazonCounterfactualClassification (en)": 74.27,
- "AmazonPolarityClassification": 91.89,
- "AmazonReviewsClassification (en)": 46.97,
- "Banking77Classification": 84.15,
- "EmotionClassification": 47.73,
- "ImdbClassification": 85.47,
- "MTOPDomainClassification (en)": 92.62,
- "MTOPIntentClassification (en)": 74.27,
- "MassiveIntentClassification (en)": 73.07,
- "MassiveScenarioClassification (en)": 76.82,
- "ToxicConversationsClassification": 71.25,
- "TweetSentimentExtractionClassification": 60.4
+ "Model": "bge-small-en-v1.5-instruct"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "ArxivClusteringP2P": 45.45,
- "ArxivClusteringS2S": 36.19,
- "BiorxivClusteringP2P": 38.41,
- "BiorxivClusteringS2S": 32.28,
- "MedrxivClusteringP2P": 34.47,
- "MedrxivClusteringS2S": 31.43,
- "RedditClustering": 55.9,
- "RedditClusteringP2P": 60.58,
- "StackExchangeClustering": 62.94,
- "StackExchangeClusteringP2P": 33.81,
- "TwentyNewsgroupsClustering": 49.36
+ "Model": "bge-small-en-v1.5-instruct"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "SprintDuplicateQuestions": 92.91,
- "TwitterSemEval2015": 74.3,
- "TwitterURLCorpus": 86.57
+ "Model": "bge-small-en-v1.5-instruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "AskUbuntuDupQuestions": 61.6,
- "MindSmallReranking": 30.34,
- "SciDocsRR": 80.33,
- "StackOverflowDupQuestions": 50.32
+ "Model": "bge-small-en-v1.5-instruct"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "ArguAna": 47.45,
- "CQADupstackRetrieval": 39.06,
- "ClimateFEVER": 40.7,
- "DBPedia": 42.96,
- "FEVER": 85.7,
- "FiQA2018": 36.92,
- "HotpotQA": 71.48,
- "MSMARCO": 42.29,
- "NFCorpus": 33.31,
- "NQ": 58.83,
- "QuoraRetrieval": 87.87,
- "SCIDOCS": 17.88,
- "SciFact": 70.12,
- "TRECCOVID": 82.12,
- "Touche2020": 29.24
+ "Model": "bge-small-en-v1.5-instruct",
+ "ARCChallenge": 7.72,
+ "AlphaNLI": 1.26,
+ "HellaSwag": 23.41,
+ "PIQA": 20.79,
+ "Quail": 2.01,
+ "RARbCode": 41.52,
+ "RARbMath": 46.5,
+ "SIQA": 0.98,
+ "SpartQA": 2.86,
+ "TempReasonL1": 1.27,
+ "TempReasonL2Fact": 16.72,
+ "TempReasonL2Pure": 1.1,
+ "TempReasonL3Fact": 12.81,
+ "TempReasonL3Pure": 4.63,
+ "WinoGrande": 5.35
}
]
},
"STS": {
"spearman": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "BIOSSES": 83.3,
- "SICK-R": 79.27,
- "STS12": 78.3,
- "STS13": 85.81,
- "STS14": 81.38,
- "STS15": 86.79,
- "STS16": 84.56,
- "STS17 (en-en)": 87.25,
- "STS22 (en)": 65.24,
- "STSBenchmark": 85.14
+ "Model": "bge-small-en-v1.5-instruct"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "nomic-embed-text-v1.5-512",
- "SummEval": 30.47
+ "Model": "bge-small-en-v1.5-instruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "nomic-embed-text-v1.5-512"
+ "Model": "bge-small-en-v1.5-instruct"
}
]
}
},
- "bge-base-zh-v1.5": {
+ "m3e-large": {
"BitextMining": {
"f1": [
{
- "Model": "bge-base-zh-v1.5"
+ "Model": "m3e-large"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bge-base-zh-v1.5",
- "AmazonReviewsClassification (zh)": 40.15,
- "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
+ "Model": "m3e-large",
+ "AmazonReviewsClassification (zh)": 44.44,
+ "IFlyTek": 43.96,
+ "JDReview": 86.92,
+ "MassiveIntentClassification (zh-CN)": 67.23,
+ "MassiveScenarioClassification (zh-CN)": 74.88,
+ "MultilingualSentiment": 72.47,
+ "OnlineShopping": 89.59,
+ "TNews": 48.26,
+ "Waimai": 86.08
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-base-zh-v1.5",
- "CLSClusteringP2P": 39.91,
- "CLSClusteringS2S": 37.63,
- "ThuNewsClusteringP2P": 58.45,
- "ThuNewsClusteringS2S": 54.12
+ "Model": "m3e-large",
+ "CLSClusteringP2P": 38.6,
+ "CLSClusteringS2S": 38.02,
+ "ThuNewsClusteringP2P": 60.39,
+ "ThuNewsClusteringS2S": 58.51
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-base-zh-v1.5",
- "Cmnli": 84.1,
- "Ocnli": 75.41
+ "Model": "m3e-large",
+ "Cmnli": 69.27,
+ "Ocnli": 59.33
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-base-zh-v1.5",
- "CMedQAv1": 80.47,
- "CMedQAv2": 84.88,
- "MMarcoReranking": 29.74,
- "T2Reranking": 66.49
+ "Model": "m3e-large",
+ "CMedQAv1": 77.76,
+ "CMedQAv2": 78.27,
+ "MMarcoReranking": 16.46,
+ "T2Reranking": 66.13
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-base-zh-v1.5",
- "CmedqaRetrieval": 41.61,
- "CovidRetrieval": 74.7,
- "DuRetrieval": 85.07,
- "EcomRetrieval": 64.25,
- "MMarcoRetrieval": 77.69,
- "MedicalRetrieval": 56.51,
- "T2Retrieval": 83.71,
- "VideoRetrieval": 72.35
+ "Model": "m3e-large",
+ "CmedqaRetrieval": 30.73,
+ "CovidRetrieval": 61.33,
+ "DuRetrieval": 74.69,
+ "EcomRetrieval": 45.18,
+ "MMarcoRetrieval": 61.06,
+ "MedicalRetrieval": 48.66,
+ "T2Retrieval": 72.36,
+ "VideoRetrieval": 44.02
}
]
},
"STS": {
"spearman": [
{
- "Model": "bge-base-zh-v1.5",
- "AFQMC": 42.4,
- "ATEC": 48.17,
- "BQ": 61.78,
- "LCQMC": 74.45,
- "PAWSX": 20.4,
- "QBQTC": 36.22,
- "STS22 (zh)": 68.01,
- "STSB": 78.31
+ "Model": "m3e-large",
+ "AFQMC": 36.53,
+ "ATEC": 41.8,
+ "BQ": 65.2,
+ "LCQMC": 74.2,
+ "PAWSX": 15.95,
+ "QBQTC": 32.65,
+ "STS22 (zh)": 62.91,
+ "STSB": 74.16
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bge-base-zh-v1.5"
+ "Model": "m3e-large"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-base-zh-v1.5"
+ "Model": "m3e-large"
}
]
}
},
- "bert-base-15lang-cased": {
+ "nomic-embed-text-v1.5-128": {
"BitextMining": {
"f1": [
{
- "Model": "bert-base-15lang-cased"
+ "Model": "nomic-embed-text-v1.5-128"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bert-base-15lang-cased",
- "AmazonReviewsClassification (fr)": 29.35,
- "MTOPDomainClassification (fr)": 63.7,
- "MTOPIntentClassification (fr)": 37.85,
- "MasakhaNEWSClassification (fra)": 63.89,
- "MassiveIntentClassification (fr)": 37.28,
- "MassiveScenarioClassification (fr)": 44.47
+ "Model": "nomic-embed-text-v1.5-128",
+ "AmazonCounterfactualClassification (en)": 69.78,
+ "AmazonPolarityClassification": 88.74,
+ "AmazonReviewsClassification (en)": 43.11,
+ "Banking77Classification": 82.78,
+ "EmotionClassification": 42.92,
+ "ImdbClassification": 80.87,
+ "MTOPDomainClassification (en)": 89.61,
+ "MTOPIntentClassification (en)": 68.9,
+ "MassiveIntentClassification (en)": 69.34,
+ "MassiveScenarioClassification (en)": 74.21,
+ "ToxicConversationsClassification": 68.16,
+ "TweetSentimentExtractionClassification": 57.99
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bert-base-15lang-cased",
- "AlloProfClusteringP2P": 53.16,
- "AlloProfClusteringS2S": 43.43,
- "HALClusteringS2S": 20.26,
- "MLSUMClusteringP2P": 41.22,
- "MLSUMClusteringS2S": 31.88,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
+ "Model": "nomic-embed-text-v1.5-128",
+ "ArxivClusteringP2P": 43.87,
+ "ArxivClusteringS2S": 34.57,
+ "BiorxivClusteringP2P": 36.79,
+ "BiorxivClusteringS2S": 30.68,
+ "MedrxivClusteringP2P": 34.09,
+ "MedrxivClusteringS2S": 31.3,
+ "RedditClustering": 53.31,
+ "RedditClusteringP2P": 58.96,
+ "StackExchangeClustering": 59.92,
+ "StackExchangeClusteringP2P": 33.88,
+ "TwentyNewsgroupsClustering": 47.29
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bert-base-15lang-cased",
- "OpusparcusPC (fr)": 86.78,
- "PawsX (fr)": 53.38
+ "Model": "nomic-embed-text-v1.5-128",
+ "SprintDuplicateQuestions": 91.45,
+ "TwitterSemEval2015": 73.23,
+ "TwitterURLCorpus": 85.93
}
]
},
"Reranking": {
"map": [
{
- "Model": "bert-base-15lang-cased",
- "AlloprofReranking": 36.21,
- "SyntecReranking": 53.25
+ "Model": "nomic-embed-text-v1.5-128",
+ "AskUbuntuDupQuestions": 61.16,
+ "MindSmallReranking": 30.02,
+ "SciDocsRR": 78.05,
+ "StackOverflowDupQuestions": 49.0
}
]
},
"Retrieval": {
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{
- "Model": "bert-base-15lang-cased",
- "AlloprofRetrieval": 1.61,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 3.55,
- "SyntecRetrieval": 18.95,
- "XPQARetrieval (fr)": 18.35
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+ "ArguAna": 43.4,
+ "CQADupstackRetrieval": 34.67,
+ "ClimateFEVER": 36.52,
+ "DBPedia": 36.22,
+ "FEVER": 80.48,
+ "FiQA2018": 32.08,
+ "HotpotQA": 60.09,
+ "MSMARCO": 39.99,
+ "NFCorpus": 30.72,
+ "NQ": 53.62,
+ "QuoraRetrieval": 87.07,
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+ "SciFact": 64.28,
+ "TRECCOVID": 74.58,
+ "Touche2020": 26.99
}
]
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"STS": {
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{
- "Model": "bert-base-15lang-cased",
- "SICKFr": 58.77,
- "STS22 (fr)": 40.4,
- "STSBenchmarkMultilingualSTS (fr)": 52.25
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+ "BIOSSES": 80.19,
+ "SICK-R": 79.09,
+ "STS12": 77.49,
+ "STS13": 85.62,
+ "STS14": 80.5,
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}
]
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- "SummEvalFr": 29.13
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+ "SummEval": 29.59
}
]
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{
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+ "Model": "nomic-embed-text-v1.5-128"
}
]
}
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+ "dragon-plus-instruct": {
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- "BUCC (de-en)": 97.11,
- "BUCC (fr-en)": 94.99,
- "BUCC (ru-en)": 95.06,
- "BUCC (zh-en)": 95.63,
- "Tatoeba (afr-eng)": 58.22,
- "Tatoeba (amh-eng)": 36.21,
- "Tatoeba (ang-eng)": 10.24,
- "Tatoeba (ara-eng)": 87.93,
- "Tatoeba (arq-eng)": 18.6,
- "Tatoeba (arz-eng)": 51.26,
- "Tatoeba (ast-eng)": 62.17,
- "Tatoeba (awa-eng)": 33.43,
- "Tatoeba (aze-eng)": 62.1,
- "Tatoeba (bel-eng)": 67.73,
- "Tatoeba (ben-eng)": 36.48,
- "Tatoeba (ber-eng)": 4.43,
- "Tatoeba (bos-eng)": 93.27,
- "Tatoeba (bre-eng)": 5.56,
- "Tatoeba (bul-eng)": 92.65,
- "Tatoeba (cat-eng)": 94.42,
- "Tatoeba (cbk-eng)": 55.37,
- "Tatoeba (ceb-eng)": 8.05,
- "Tatoeba (ces-eng)": 95.12,
- "Tatoeba (cha-eng)": 15.98,
- "Tatoeba (cmn-eng)": 94.93,
- "Tatoeba (cor-eng)": 3.42,
- "Tatoeba (csb-eng)": 21.56,
- "Tatoeba (cym-eng)": 13.25,
- "Tatoeba (dan-eng)": 94.8,
- "Tatoeba (deu-eng)": 97.02,
- "Tatoeba (dsb-eng)": 33.43,
- "Tatoeba (dtp-eng)": 5.69,
- "Tatoeba (ell-eng)": 95.43,
- "Tatoeba (epo-eng)": 41.73,
- "Tatoeba (est-eng)": 97.33,
- "Tatoeba (eus-eng)": 23.18,
- "Tatoeba (fao-eng)": 27.51,
- "Tatoeba (fin-eng)": 93.1,
- "Tatoeba (fra-eng)": 91.72,
- "Tatoeba (fry-eng)": 31.13,
- "Tatoeba (gla-eng)": 3.61,
- "Tatoeba (gle-eng)": 11.62,
- "Tatoeba (glg-eng)": 94.0,
- "Tatoeba (gsw-eng)": 25.74,
- "Tatoeba (heb-eng)": 86.88,
- "Tatoeba (hin-eng)": 97.62,
- "Tatoeba (hrv-eng)": 95.98,
- "Tatoeba (hsb-eng)": 36.1,
- "Tatoeba (hun-eng)": 91.58,
- "Tatoeba (hye-eng)": 93.28,
- "Tatoeba (ido-eng)": 40.25,
- "Tatoeba (ile-eng)": 57.71,
- "Tatoeba (ina-eng)": 79.13,
- "Tatoeba (ind-eng)": 92.74,
- "Tatoeba (isl-eng)": 24.07,
- "Tatoeba (ita-eng)": 93.05,
- "Tatoeba (jav-eng)": 17.04,
- "Tatoeba (jpn-eng)": 90.41,
- "Tatoeba (kab-eng)": 1.16,
- "Tatoeba (kat-eng)": 95.44,
- "Tatoeba (kaz-eng)": 34.89,
- "Tatoeba (khm-eng)": 32.11,
- "Tatoeba (kor-eng)": 92.52,
- "Tatoeba (kur-eng)": 46.94,
- "Tatoeba (kzj-eng)": 6.24,
- "Tatoeba (lat-eng)": 19.47,
- "Tatoeba (lfn-eng)": 47.02,
- "Tatoeba (lit-eng)": 93.16,
- "Tatoeba (lvs-eng)": 97.87,
- "Tatoeba (mal-eng)": 32.2,
- "Tatoeba (mar-eng)": 92.38,
- "Tatoeba (max-eng)": 45.25,
- "Tatoeba (mhr-eng)": 6.89,
- "Tatoeba (mkd-eng)": 91.0,
- "Tatoeba (mon-eng)": 95.04,
- "Tatoeba (nds-eng)": 32.16,
- "Tatoeba (nld-eng)": 94.58,
- "Tatoeba (nno-eng)": 76.34,
- "Tatoeba (nob-eng)": 97.73,
- "Tatoeba (nov-eng)": 47.99,
- "Tatoeba (oci-eng)": 38.57,
- "Tatoeba (orv-eng)": 15.1,
- "Tatoeba (pam-eng)": 5.41,
- "Tatoeba (pes-eng)": 92.59,
- "Tatoeba (pms-eng)": 30.7,
- "Tatoeba (pol-eng)": 94.28,
- "Tatoeba (por-eng)": 92.13,
- "Tatoeba (ron-eng)": 95.3,
- "Tatoeba (rus-eng)": 91.87,
- "Tatoeba (slk-eng)": 95.15,
- "Tatoeba (slv-eng)": 96.92,
- "Tatoeba (spa-eng)": 95.42,
- "Tatoeba (sqi-eng)": 98.17,
- "Tatoeba (srp-eng)": 92.24,
- "Tatoeba (swe-eng)": 94.42,
- "Tatoeba (swg-eng)": 26.31,
- "Tatoeba (swh-eng)": 14.48,
- "Tatoeba (tam-eng)": 24.64,
- "Tatoeba (tat-eng)": 10.25,
- "Tatoeba (tel-eng)": 36.4,
- "Tatoeba (tgl-eng)": 13.09,
- "Tatoeba (tha-eng)": 96.72,
- "Tatoeba (tuk-eng)": 15.16,
- "Tatoeba (tur-eng)": 95.08,
- "Tatoeba (tzl-eng)": 25.46,
- "Tatoeba (uig-eng)": 24.39,
- "Tatoeba (ukr-eng)": 92.82,
- "Tatoeba (urd-eng)": 94.57,
- "Tatoeba (uzb-eng)": 17.14,
- "Tatoeba (vie-eng)": 95.12,
- "Tatoeba (war-eng)": 7.25,
- "Tatoeba (wuu-eng)": 76.0,
- "Tatoeba (xho-eng)": 4.52,
- "Tatoeba (yid-eng)": 14.38,
- "Tatoeba (yue-eng)": 71.45,
- "Tatoeba (zsm-eng)": 95.31
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}
]
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"accuracy": [
{
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- "AllegroReviews": 30.88,
- "AmazonCounterfactualClassification (de)": 68.35,
- "AmazonCounterfactualClassification (en)": 71.57,
- "AmazonCounterfactualClassification (en-ext)": 69.99,
- "AmazonCounterfactualClassification (ja)": 63.45,
- "AmazonPolarityClassification": 69.21,
- "AmazonReviewsClassification (de)": 35.91,
- "AmazonReviewsClassification (en)": 35.11,
- "AmazonReviewsClassification (es)": 37.49,
- "AmazonReviewsClassification (fr)": 35.3,
- "AmazonReviewsClassification (ja)": 33.24,
- "AmazonReviewsClassification (zh)": 35.26,
- "Banking77Classification": 79.77,
- "CBD": 57.68,
- "EmotionClassification": 42.37,
- "ImdbClassification": 60.46,
- "MTOPDomainClassification (de)": 79.2,
- "MTOPDomainClassification (en)": 87.06,
- "MTOPDomainClassification (es)": 83.04,
- "MTOPDomainClassification (fr)": 78.63,
- "MTOPDomainClassification (hi)": 81.36,
- "MTOPDomainClassification (th)": 79.99,
- "MTOPIntentClassification (de)": 54.23,
- "MTOPIntentClassification (en)": 65.52,
- "MTOPIntentClassification (es)": 60.28,
- "MTOPIntentClassification (fr)": 54.05,
- "MTOPIntentClassification (hi)": 59.9,
- "MTOPIntentClassification (th)": 61.96,
- "MasakhaNEWSClassification (fra)": 76.09,
- "MassiveIntentClassification (pl)": 59.43,
- "MassiveIntentClassification (fr)": 57.52,
- "MassiveScenarioClassification (pl)": 65.04,
- "MassiveScenarioClassification (fr)": 64.52,
- "PAC": 65.76,
- "PolEmo2.0-IN": 57.76,
- "PolEmo2.0-OUT": 28.7,
- "ToxicConversationsClassification": 66.07,
- "TweetSentimentExtractionClassification": 56.12
+ "Model": "dragon-plus-instruct"
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "8TagsClustering": 23.24,
- "AlloProfClusteringP2P": 56.06,
- "AlloProfClusteringS2S": 42.16,
- "ArxivClusteringP2P": 38.33,
- "ArxivClusteringS2S": 31.55,
- "BiorxivClusteringP2P": 33.49,
- "BiorxivClusteringS2S": 29.44,
- "BlurbsClusteringP2P": 32.46,
- "BlurbsClusteringS2S": 14.33,
- "HALClusteringS2S": 23.21,
- "MLSUMClusteringP2P": 39.97,
- "MLSUMClusteringS2S": 36.55,
- "MasakhaNEWSClusteringP2P (fra)": 36.58,
- "MasakhaNEWSClusteringS2S (fra)": 33.9,
- "MedrxivClusteringP2P": 31.52,
- "MedrxivClusteringS2S": 30.87,
- "RedditClustering": 42.02,
- "RedditClusteringP2P": 50.73,
- "StackExchangeClustering": 49.6,
- "StackExchangeClusteringP2P": 31.69,
- "TenKGnadClusteringP2P": 36.13,
- "TenKGnadClusteringS2S": 22.26,
- "TwentyNewsgroupsClustering": 39.28
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}
]
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"PairClassification": {
"ap": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "CDSC-E": 72.22,
- "OpusparcusPC (fr)": 92.01,
- "PPC": 91.8,
- "PSC": 97.14,
- "PawsX (fr)": 56.94,
- "SICK-E-PL": 71.94,
- "SprintDuplicateQuestions": 89.46,
- "TwitterSemEval2015": 62.06,
- "TwitterURLCorpus": 83.83
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}
]
},
"Reranking": {
"map": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "AlloprofReranking": 49.01,
- "AskUbuntuDupQuestions": 60.49,
- "MindSmallReranking": 30.37,
- "SciDocsRR": 77.78,
- "StackOverflowDupQuestions": 45.85,
- "SyntecReranking": 75.03
+ "Model": "dragon-plus-instruct"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "AlloprofRetrieval": 26.63,
- "ArguAna": 44.88,
- "ArguAna-PL": 37.83,
- "BSARDRetrieval": 0.0,
- "CQADupstackRetrieval": 30.7,
- "ClimateFEVER": 18.49,
- "DBPedia": 22.63,
- "DBPedia-PL": 18.0,
- "FEVER": 52.66,
- "FiQA-PL": 12.49,
- "FiQA2018": 20.33,
- "HotpotQA": 30.01,
- "HotpotQA-PL": 22.76,
- "MSMARCO": 23.72,
- "MSMARCO-PL": 10.39,
- "MintakaRetrieval (fr)": 21.53,
- "NFCorpus": 23.45,
- "NFCorpus-PL": 17.16,
- "NQ": 29.8,
- "NQ-PL": 12.56,
- "Quora-PL": 77.18,
- "QuoraRetrieval": 86.55,
- "SCIDOCS": 0.03,
- "SCIDOCS-PL": 10.26,
- "SciFact": 48.37,
- "SciFact-PL": 40.24,
- "SyntecRetrieval": 65.54,
- "TRECCOVID": 39.12,
- "TRECCOVID-PL": 34.38,
- "Touche2020": 16.06,
- "XPQARetrieval (fr)": 42.51
+ "Model": "dragon-plus-instruct",
+ "ARCChallenge": 8.24,
+ "AlphaNLI": 25.18,
+ "HellaSwag": 24.06,
+ "PIQA": 26.35,
+ "Quail": 4.2,
+ "RARbCode": 12.84,
+ "RARbMath": 36.15,
+ "SIQA": 1.75,
+ "SpartQA": 10.82,
+ "TempReasonL1": 1.54,
+ "TempReasonL2Fact": 16.11,
+ "TempReasonL2Pure": 0.57,
+ "TempReasonL3Fact": 14.81,
+ "TempReasonL3Pure": 7.46,
+ "WinoGrande": 60.84
}
]
},
"STS": {
"spearman": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "BIOSSES": 74.18,
- "CDSC-R": 88.98,
- "SICK-R": 79.61,
- "SICK-R-PL": 68.77,
- "SICKFr": 75.1,
- "STS12": 76.02,
- "STS13": 80.7,
- "STS14": 78.85,
- "STS15": 85.84,
- "STS16": 81.05,
- "STS17 (ar-ar)": 79.16,
- "STS17 (en-ar)": 81.22,
- "STS17 (en-de)": 84.22,
- "STS17 (en-en)": 86.87,
- "STS17 (en-tr)": 76.74,
- "STS17 (es-en)": 84.44,
- "STS17 (es-es)": 85.56,
- "STS17 (fr-en)": 76.59,
- "STS17 (it-en)": 82.35,
- "STS17 (ko-ko)": 77.03,
- "STS17 (nl-en)": 81.71,
- "STS22 (pl)": 33.73,
- "STS22 (fr)": 70.55,
- "STSBenchmark": 84.42,
- "STSBenchmarkMultilingualSTS (fr)": 79.9
+ "Model": "dragon-plus-instruct"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2",
- "SummEval": 30.67,
- "SummEvalFr": 29.2
+ "Model": "dragon-plus-instruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "paraphrase-multilingual-MiniLM-L12-v2"
+ "Model": "dragon-plus-instruct"
}
]
}
},
- "nb-bert-large": {
+ "st-polish-paraphrase-from-mpnet": {
"BitextMining": {
"f1": [
{
- "Model": "nb-bert-large",
- "BornholmBitextMining": 4.53
+ "Model": "st-polish-paraphrase-from-mpnet"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "nb-bert-large",
- "AngryTweetsClassification": 52.14,
- "DKHateClassification": 62.13,
- "DanishPoliticalCommentsClassification": 35.04,
- "LccSentimentClassification": 56.27,
- "MassiveIntentClassification (da)": 57.03,
- "MassiveIntentClassification (nb)": 62.68,
- "MassiveIntentClassification (sv)": 55.02,
- "MassiveScenarioClassification (da)": 60.43,
- "MassiveScenarioClassification (nb)": 67.44,
- "MassiveScenarioClassification (sv)": 57.12,
- "NoRecClassification": 55.46,
- "NordicLangClassification": 85.27,
- "NorwegianParliament": 62.58,
- "ScalaDaClassification": 62.85,
- "ScalaNbClassification": 66.97
+ "Model": "st-polish-paraphrase-from-mpnet",
+ "AllegroReviews": 34.55,
+ "CBD": 67.48,
+ "MassiveIntentClassification (pl)": 65.93,
+ "MassiveScenarioClassification (pl)": 71.85,
+ "PAC": 63.25,
+ "PolEmo2.0-IN": 68.37,
+ "PolEmo2.0-OUT": 30.99
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "nb-bert-large"
+ "Model": "st-polish-paraphrase-from-mpnet",
+ "8TagsClustering": 33.15
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "nb-bert-large"
+ "Model": "st-polish-paraphrase-from-mpnet",
+ "CDSC-E": 75.06,
+ "PPC": 93.49,
+ "PSC": 99.05,
+ "SICK-E-PL": 80.56
}
]
},
"Reranking": {
"map": [
{
- "Model": "nb-bert-large"
+ "Model": "st-polish-paraphrase-from-mpnet"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "nb-bert-large"
+ "Model": "st-polish-paraphrase-from-mpnet",
+ "ArguAna-PL": 51.87,
+ "DBPedia-PL": 24.59,
+ "FiQA-PL": 22.27,
+ "HotpotQA-PL": 32.11,
+ "MSMARCO-PL": 17.91,
+ "NFCorpus-PL": 24.05,
+ "NQ-PL": 23.54,
+ "Quora-PL": 81.49,
+ "SCIDOCS-PL": 13.23,
+ "SciFact-PL": 52.51,
+ "TRECCOVID-PL": 35.23
}
]
},
"STS": {
"spearman": [
{
- "Model": "nb-bert-large"
+ "Model": "st-polish-paraphrase-from-mpnet",
+ "CDSC-R": 88.55,
+ "SICK-R-PL": 76.18,
+ "STS22 (pl)": 37.34
}
]
},
"Summarization": {
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{
- "Model": "nb-bert-large"
+ "Model": "st-polish-paraphrase-from-mpnet"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "nb-bert-large"
+ "Model": "st-polish-paraphrase-from-mpnet"
}
]
}
},
- "bge-small-zh-v1.5": {
+ "USER-bge-m3": {
"BitextMining": {
"f1": [
{
- "Model": "bge-small-zh-v1.5"
+ "Model": "USER-bge-m3",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 93.52
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bge-small-zh-v1.5",
- "AmazonReviewsClassification (zh)": 35.91,
- "IFlyTek": 45.49,
- "JDReview": 80.04,
- "MassiveIntentClassification (zh-CN)": 63.95,
- "MassiveScenarioClassification (zh-CN)": 70.8,
- "MultilingualSentiment": 63.06,
- "OnlineShopping": 85.05,
- "TNews": 48.15,
- "Waimai": 83.18
+ "Model": "USER-bge-m3",
+ "GeoreviewClassification (rus-Cyrl)": 50.98,
+ "HeadlineClassification (rus-Cyrl)": 70.09,
+ "InappropriatenessClassification (rus-Cyrl)": 60.76,
+ "KinopoiskClassification (rus-Cyrl)": 63.33,
+ "MassiveIntentClassification (rus-Cyrl)": 68.85,
+ "MassiveScenarioClassification (rus-Cyrl)": 72.9,
+ "RuReviewsClassification (rus-Cyrl)": 68.52,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 57.67,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 44.2
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-small-zh-v1.5",
- "CLSClusteringP2P": 38.14,
- "CLSClusteringS2S": 35.14,
- "ThuNewsClusteringP2P": 54.22,
- "ThuNewsClusteringS2S": 49.22
+ "Model": "USER-bge-m3",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 62.79,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 53.11,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.93
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-small-zh-v1.5",
- "Cmnli": 76.24,
- "Ocnli": 64.57
+ "Model": "USER-bge-m3",
+ "OpusparcusPC (rus-Cyrl)": 90.73,
+ "TERRa (rus-Cyrl)": 64.99
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-small-zh-v1.5",
- "CMedQAv1": 77.4,
- "CMedQAv2": 79.86,
- "MMarcoReranking": 20.5,
- "T2Reranking": 65.9
+ "Model": "USER-bge-m3",
+ "RuBQReranking (rus-Cyrl)": 73.08
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-small-zh-v1.5",
- "CmedqaRetrieval": 35.11,
- "CovidRetrieval": 70.14,
- "DuRetrieval": 77.28,
- "EcomRetrieval": 55.71,
- "MMarcoRetrieval": 63.48,
- "MedicalRetrieval": 49.8,
- "T2Retrieval": 76.43,
- "VideoRetrieval": 66.19
+ "Model": "USER-bge-m3",
+ "RiaNewsRetrieval (rus-Cyrl)": 83.53,
+ "RuBQRetrieval (rus-Cyrl)": 70.03
}
]
},
"STS": {
"spearman": [
{
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- "AFQMC": 33.42,
- "ATEC": 43.01,
- "BQ": 55.22,
- "LCQMC": 72.19,
- "PAWSX": 9.26,
- "QBQTC": 35.29,
- "STS22 (zh)": 67.72,
- "STSB": 76.73
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+ "RUParaPhraserSTS (rus-Cyrl)": 76.36,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 83.35,
+ "STS22 (rus-Cyrl)": 66.42,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.96
}
]
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+ "Model": "USER-bge-m3"
}
]
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{
- "Model": "bge-small-zh-v1.5"
+ "Model": "USER-bge-m3"
}
]
}
},
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+ "Cohere-embed-multilingual-v3.0": {
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{
- "Model": "LLM2Vec-Meta-Llama-3-supervised"
+ "Model": "Cohere-embed-multilingual-v3.0"
}
]
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- "Model": "LLM2Vec-Meta-Llama-3-supervised",
- "AmazonCounterfactualClassification (en)": 79.94,
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- "Banking77Classification": 88.05,
- "EmotionClassification": 51.2,
- "ImdbClassification": 82.94,
- "MTOPDomainClassification (en)": 96.14,
- "MTOPIntentClassification (en)": 86.11,
- "MassiveIntentClassification (en)": 79.8,
- "MassiveScenarioClassification (en)": 81.52,
- "ToxicConversationsClassification": 70.59,
- "TweetSentimentExtractionClassification": 61.9
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "AmazonReviewsClassification (fr)": 41.89,
+ "MTOPDomainClassification (fr)": 86.23,
+ "MTOPIntentClassification (fr)": 61.07,
+ "MasakhaNEWSClassification (fra)": 83.06,
+ "MassiveIntentClassification (fr)": 62.94,
+ "MassiveScenarioClassification (fr)": 67.29
}
]
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- "Model": "LLM2Vec-Meta-Llama-3-supervised",
- "ArxivClusteringP2P": 44.27,
- "ArxivClusteringS2S": 46.85,
- "BiorxivClusteringP2P": 32.35,
- "BiorxivClusteringS2S": 36.7,
- "MedrxivClusteringP2P": 30.71,
- "MedrxivClusteringS2S": 32.96,
- "RedditClustering": 61.72,
- "RedditClusteringP2P": 63.98,
- "StackExchangeClustering": 72.74,
- "StackExchangeClusteringP2P": 32.26,
- "TwentyNewsgroupsClustering": 56.41
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "AlloProfClusteringP2P": 63.53,
+ "AlloProfClusteringS2S": 36.18,
+ "HALClusteringS2S": 19.9,
+ "MLSUMClusteringP2P": 45.08,
+ "MLSUMClusteringS2S": 34.75,
+ "MasakhaNEWSClusteringP2P (fra)": 53.18,
+ "MasakhaNEWSClusteringS2S (fra)": 32.31
}
]
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- "Model": "LLM2Vec-Meta-Llama-3-supervised",
- "SprintDuplicateQuestions": 95.09,
- "TwitterSemEval2015": 81.73,
- "TwitterURLCorpus": 86.56
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "OpusparcusPC (fr)": 94.08,
+ "PawsXPairClassification (fr)": 61.26
}
]
},
"Reranking": {
"map": [
{
- "Model": "LLM2Vec-Meta-Llama-3-supervised",
- "AskUbuntuDupQuestions": 65.19,
- "MindSmallReranking": 32.67,
- "SciDocsRR": 86.05,
- "StackOverflowDupQuestions": 54.82
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "AlloprofReranking": 51.01,
+ "SyntecReranking": 85.72
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LLM2Vec-Meta-Llama-3-supervised",
- "ArguAna": 62.78,
- "CQADupstackRetrieval": 48.25,
- "ClimateFEVER": 34.27,
- "DBPedia": 48.34,
- "FEVER": 90.2,
- "FiQA2018": 55.33,
- "HotpotQA": 71.76,
- "MSMARCO": 43.24,
- "NFCorpus": 41.83,
- "NQ": 64.21,
- "QuoraRetrieval": 87.16,
- "SCIDOCS": 22.96,
- "SciFact": 78.22,
- "TRECCOVID": 80.34,
- "Touche2020": 20.5
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "AlloprofRetrieval": 38.36,
+ "BSARDRetrieval": 0.14,
+ "MintakaRetrieval (fr)": 25.44,
+ "SyntecRetrieval": 79.27,
+ "XPQARetrieval (fr)": 58.87
}
]
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"STS": {
"spearman": [
{
- "Model": "LLM2Vec-Meta-Llama-3-supervised",
- "BIOSSES": 84.92,
- "SICK-R": 83.94,
- "STS12": 79.27,
- "STS13": 84.83,
- "STS14": 82.94,
- "STS15": 88.09,
- "STS16": 86.54,
- "STS17 (en-en)": 89.58,
- "STS22 (en)": 67.67,
- "STSBenchmark": 88.05
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+ "SICKFr": 79.23,
+ "STS22 (fr)": 82.76,
+ "STSBenchmarkMultilingualSTS (fr)": 81.84
}
]
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- "Model": "LLM2Vec-Meta-Llama-3-supervised",
- "SummEval": 30.94
+ "Model": "Cohere-embed-multilingual-v3.0",
+ "SummEvalFr": 31.26
}
]
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{
- "Model": "LLM2Vec-Meta-Llama-3-supervised"
+ "Model": "Cohere-embed-multilingual-v3.0"
}
]
}
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+ "Tatoeba (cbk-Latn_eng-Latn)": 69.26,
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}
]
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- }
- ]
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- {
- "Model": "bert-base-swedish-cased"
- }
- ]
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- "Model": "bert-base-swedish-cased"
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+ "AmazonReviewsClassification (fra-Latn)": 42.55,
+ "AmazonReviewsClassification (jpn-Jpan)": 41.71,
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+ "AmazonReviewsClassification (fr)": 41.91,
+ "AngryTweetsClassification (dan-Latn)": 57.69,
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+ "GeoreviewClassification (rus-Cyrl)": 49.69,
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+ "MTOPDomainClassification (en)": 91.81,
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+ "MTOPDomainClassification (fra-Latn)": 86.23,
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+ "MasakhaNEWSClassification (ibo-Latn)": 70.05,
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+ "MasakhaNEWSClassification (lug-Latn)": 73.63,
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+ "MasakhaNEWSClassification (swa-Latn)": 73.42,
+ "MasakhaNEWSClassification (tir-Ethi)": 72.06,
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}
]
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{
- "Model": "bert-base-swedish-cased"
+ "Model": "multilingual-e5-large",
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+ "AlloprofReranking": 57.37,
+ "AskUbuntuDupQuestions": 59.24,
+ "CMedQAv1": 68.25,
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+ "T2Reranking": 65.83
}
]
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+ "Model": "multilingual-e5-large",
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+ "CmedqaRetrieval (cmn-Hans)": 28.66,
+ "CmedqaRetrieval": 28.67,
+ "CovidRetrieval (cmn-Hans)": 75.61,
+ "CovidRetrieval": 75.51,
+ "DBPedia-PL": 35.82,
+ "DuRetrieval (cmn-Hans)": 85.3,
+ "DuRetrieval": 85.32,
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+ "EcomRetrieval": 54.75,
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+ "FiQA2018": 43.81,
+ "GerDaLIRSmall (deu-Latn)": 15.72,
+ "HellaSwag": 27.35,
+ "HotpotQA-PL": 67.41,
+ "LEMBNarrativeQARetrieval": 24.22,
+ "LEMBNeedleRetrieval": 28.0,
+ "LEMBPasskeyRetrieval": 38.25,
+ "LEMBQMSumRetrieval": 24.26,
+ "LEMBSummScreenFDRetrieval": 71.12,
+ "LEMBWikimQARetrieval": 56.8,
+ "LeCaRDv2 (zho-Hans)": 55.83,
+ "LegalBenchConsumerContractsQA": 73.3,
+ "LegalBenchCorporateLobbying": 89.72,
+ "LegalQuAD (deu-Latn)": 43.17,
+ "LegalSummarization": 62.1,
+ "MMarcoRetrieval (cmn-Hans)": 79.2,
+ "MMarcoRetrieval": 79.2,
+ "MSMARCO-PL": 33.38,
+ "MedicalRetrieval (cmn-Hans)": 51.44,
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+ "MintakaRetrieval (ara-Arab)": 26.5,
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+ "MintakaRetrieval (spa-Latn)": 34.23,
+ "MintakaRetrieval (fra-Latn)": 34.24,
+ "MintakaRetrieval (hin-Deva)": 27.45,
+ "MintakaRetrieval (ita-Latn)": 33.84,
+ "MintakaRetrieval (jpn-Hira)": 26.45,
+ "MintakaRetrieval (por-Latn)": 35.9,
+ "MintakaRetrieval (fr)": 25.2,
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+ "NFCorpus-PL (pol-Latn)": 30.21,
+ "NFCorpus-PL": 30.24,
+ "NQ-PL": 52.79,
+ "PIQA": 28.82,
+ "Quail": 4.85,
+ "Quora-PL": 83.65,
+ "RARbCode": 58.92,
+ "RARbMath": 67.32,
+ "RiaNewsRetrieval (rus-Cyrl)": 80.67,
+ "RuBQRetrieval (rus-Cyrl)": 74.11,
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+ "SCIDOCS-PL (pol-Latn)": 13.82,
+ "SCIDOCS-PL": 13.81,
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+ "SciFact": 70.42,
+ "SciFact-PL (pol-Latn)": 65.66,
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+ "SyntecRetrieval": 81.07,
+ "T2Retrieval (cmn-Hans)": 76.07,
+ "T2Retrieval": 76.11,
+ "TRECCOVID": 71.21,
+ "TRECCOVID-PL (pol-Latn)": 69.9,
+ "TRECCOVID-PL": 70.03,
+ "TempReasonL1": 1.14,
+ "TempReasonL2Fact": 42.97,
+ "TempReasonL2Pure": 2.05,
+ "TempReasonL3Fact": 38.22,
+ "TempReasonL3Pure": 8.31,
+ "Touche2020": 23.13,
+ "VideoRetrieval (cmn-Hans)": 58.28,
+ "VideoRetrieval": 58.25,
+ "WinoGrande": 54.99,
+ "XPQARetrieval (ara-Arab_ara-Arab)": 43.69,
+ "XPQARetrieval (eng-Latn_ara-Arab)": 30.86,
+ "XPQARetrieval (ara-Arab_eng-Latn)": 39.11,
+ "XPQARetrieval (deu-Latn_deu-Latn)": 76.83,
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+ "XPQARetrieval (deu-Latn_eng-Latn)": 68.25,
+ "XPQARetrieval (spa-Latn_spa-Latn)": 61.77,
+ "XPQARetrieval (eng-Latn_spa-Latn)": 37.55,
+ "XPQARetrieval (spa-Latn_eng-Latn)": 52.86,
+ "XPQARetrieval (fra-Latn_fra-Latn)": 61.38,
+ "XPQARetrieval (eng-Latn_fra-Latn)": 39.12,
+ "XPQARetrieval (fra-Latn_eng-Latn)": 57.93,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 71.09,
+ "XPQARetrieval (eng-Latn_hin-Deva)": 32.39,
+ "XPQARetrieval (hin-Deva_eng-Latn)": 68.31,
+ "XPQARetrieval (ita-Latn_ita-Latn)": 74.32,
+ "XPQARetrieval (eng-Latn_ita-Latn)": 37.95,
+ "XPQARetrieval (ita-Latn_eng-Latn)": 64.54,
+ "XPQARetrieval (jpn-Hira_jpn-Hira)": 74.11,
+ "XPQARetrieval (eng-Latn_jpn-Hira)": 38.31,
+ "XPQARetrieval (jpn-Hira_eng-Latn)": 65.42,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 35.72,
+ "XPQARetrieval (eng-Latn_kor-Hang)": 31.09,
+ "XPQARetrieval (kor-Hang_eng-Latn)": 34.06,
+ "XPQARetrieval (pol-Latn_pol-Latn)": 51.01,
+ "XPQARetrieval (eng-Latn_pol-Latn)": 30.49,
+ "XPQARetrieval (pol-Latn_eng-Latn)": 44.66,
+ "XPQARetrieval (por-Latn_por-Latn)": 41.1,
+ "XPQARetrieval (eng-Latn_por-Latn)": 22.03,
+ "XPQARetrieval (por-Latn_eng-Latn)": 35.15,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 39.51,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 17.33,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 33.67,
+ "XPQARetrieval (cmn-Hans_cmn-Hans)": 66.27,
+ "XPQARetrieval (eng-Latn_cmn-Hans)": 26.24,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 55.15,
+ "XPQARetrieval (fr)": 66.15
}
]
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"spearman": [
{
- "Model": "bert-base-swedish-cased"
+ "Model": "multilingual-e5-large",
+ "AFQMC (cmn-Hans)": 33.01,
+ "AFQMC": 33.02,
+ "ATEC (cmn-Hans)": 39.8,
+ "ATEC": 39.81,
+ "BIOSSES": 82.49,
+ "BQ (cmn-Hans)": 46.44,
+ "BQ": 46.44,
+ "CDSC-R (pol-Latn)": 91.0,
+ "CDSC-R": 91.0,
+ "LCQMC (cmn-Hans)": 75.95,
+ "LCQMC": 75.95,
+ "PAWSX (cmn-Hans)": 14.63,
+ "PAWSX": 14.63,
+ "QBQTC": 29.77,
+ "RUParaPhraserSTS (rus-Cyrl)": 71.82,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 83.15,
+ "SICK-R": 80.23,
+ "SICK-R-PL (pol-Latn)": 75.08,
+ "SICK-R-PL": 75.08,
+ "SICKFr (fra-Latn)": 78.81,
+ "SICKFr": 78.78,
+ "STS12": 80.02,
+ "STS13": 81.55,
+ "STS14": 77.72,
+ "STS15": 89.31,
+ "STS16": 85.79,
+ "STS17 (en-en)": 88.12,
+ "STS17 (spa-Latn)": 86.71,
+ "STS17 (spa-Latn_eng-Latn)": 80.74,
+ "STS17 (eng-Latn_ara-Arab)": 75.03,
+ "STS17 (fra-Latn_eng-Latn)": 85.62,
+ "STS17 (kor-Hang)": 82.27,
+ "STS17 (ita-Latn_eng-Latn)": 84.52,
+ "STS17 (ara-Arab)": 77.83,
+ "STS17 (eng-Latn_tur-Latn)": 71.22,
+ "STS17 (eng-Latn_deu-Latn)": 86.15,
+ "STS17 (nld-Latn_eng-Latn)": 85.29,
+ "STS22 (spa-Latn)": 64.6,
+ "STS22 (spa-Latn_eng-Latn)": 72.51,
+ "STS22 (deu-Latn_eng-Latn)": 56.59,
+ "STS22 (cmn-Hans_eng-Latn)": 65.95,
+ "STS22 (deu-Latn_pol-Latn)": 49.58,
+ "STS22 (fra-Latn_pol-Latn)": 50.71,
+ "STS22 (en)": 63.66,
+ "STS22 (ara-Arab)": 56.95,
+ "STS22 (spa-Latn_ita-Latn)": 68.92,
+ "STS22 (tur-Latn)": 63.56,
+ "STS22 (deu-Latn_fra-Latn)": 67.96,
+ "STS22 (ita-Latn)": 76.99,
+ "STS22 (cmn-Hans)": 66.82,
+ "STS22 (rus-Cyrl)": 59.89,
+ "STS22 (fra-Latn)": 76.77,
+ "STS22 (pol-Latn_eng-Latn)": 65.54,
+ "STS22 (deu-Latn)": 56.58,
+ "STS22 (pol-Latn)": 34.65,
+ "STS22 (zh)": 65.64,
+ "STS22 (pl)": 34.66,
+ "STSB (cmn-Hans)": 81.08,
+ "STSB": 81.08,
+ "STSBenchmark": 87.29,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.22,
+ "STSBenchmarkMultilingualSTS (en)": 87.29,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 81.06,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 81.63,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 81.75,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 83.05,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 73.31,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 83.81,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 83.28,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 84.27,
+ "STSBenchmarkMultilingualSTS (fr)": 82.53
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "bert-base-swedish-cased"
+ "Model": "multilingual-e5-large",
+ "SummEval": 29.65,
+ "SummEvalFr (fra-Latn)": 30.92,
+ "SummEvalFr": 30.92
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bert-base-swedish-cased"
+ "Model": "multilingual-e5-large"
}
]
}
},
- "tart-dual-contriever-msmarco": {
+ "text-embedding-3-large": {
"BitextMining": {
"f1": [
{
- "Model": "tart-dual-contriever-msmarco"
+ "Model": "text-embedding-3-large"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "tart-dual-contriever-msmarco"
+ "Model": "text-embedding-3-large",
+ "AmazonCounterfactualClassification (en)": 78.93,
+ "AmazonPolarityClassification": 92.85,
+ "AmazonReviewsClassification (en)": 48.7,
+ "Banking77Classification": 85.69,
+ "EmotionClassification": 51.58,
+ "ImdbClassification": 87.67,
+ "MTOPDomainClassification (en)": 95.36,
+ "MTOPIntentClassification (en)": 75.07,
+ "MassiveIntentClassification (en)": 74.64,
+ "MassiveScenarioClassification (en)": 79.79,
+ "ToxicConversationsClassification": 72.92,
+ "TweetSentimentExtractionClassification": 62.22
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "tart-dual-contriever-msmarco"
+ "Model": "text-embedding-3-large",
+ "ArxivClusteringP2P": 49.01,
+ "ArxivClusteringS2S": 44.45,
+ "BiorxivClusteringP2P": 38.03,
+ "BiorxivClusteringS2S": 36.53,
+ "MedrxivClusteringP2P": 32.7,
+ "MedrxivClusteringS2S": 31.27,
+ "RedditClustering": 67.84,
+ "RedditClusteringP2P": 67.96,
+ "StackExchangeClustering": 76.26,
+ "StackExchangeClusteringP2P": 36.88,
+ "TwentyNewsgroupsClustering": 58.14
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "tart-dual-contriever-msmarco"
+ "Model": "text-embedding-3-large",
+ "SprintDuplicateQuestions": 92.25,
+ "TwitterSemEval2015": 77.13,
+ "TwitterURLCorpus": 87.78
}
]
},
"Reranking": {
"map": [
{
- "Model": "tart-dual-contriever-msmarco"
+ "Model": "text-embedding-3-large",
+ "AskUbuntuDupQuestions": 65.03,
+ "MindSmallReranking": 29.86,
+ "SciDocsRR": 86.66,
+ "StackOverflowDupQuestions": 55.08
}
]
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"Retrieval": {
"ndcg_at_10": [
{
- "Model": "tart-dual-contriever-msmarco"
+ "Model": "text-embedding-3-large",
+ "AILACasedocs": 39.0,
+ "AILAStatutes": 41.31,
+ "ARCChallenge": 23.98,
+ "AlphaNLI": 37.27,
+ "ArguAna": 58.05,
+ "BrightRetrieval (theoremqa_questions)": 22.22,
+ "BrightRetrieval (leetcode)": 23.65,
+ "BrightRetrieval (earth_science)": 26.27,
+ "BrightRetrieval (psychology)": 27.52,
+ "BrightRetrieval (robotics)": 12.93,
+ "BrightRetrieval (economics)": 19.98,
+ "BrightRetrieval (stackoverflow)": 12.49,
+ "BrightRetrieval (biology)": 23.67,
+ "BrightRetrieval (theoremqa_theorems)": 9.25,
+ "BrightRetrieval (pony)": 2.45,
+ "BrightRetrieval (sustainable_living)": 20.32,
+ "BrightRetrieval (aops)": 8.45,
+ "CQADupstackRetrieval": 47.54,
+ "ClimateFEVER": 30.27,
+ "DBPedia": 44.76,
+ "FEVER": 87.94,
+ "FiQA2018": 55.0,
+ "GerDaLIRSmall": 32.77,
+ "HellaSwag": 34.12,
+ "HotpotQA": 71.58,
+ "LEMBNarrativeQARetrieval": 44.09,
+ "LEMBNeedleRetrieval": 29.25,
+ "LEMBPasskeyRetrieval": 63.0,
+ "LEMBQMSumRetrieval": 32.49,
+ "LEMBSummScreenFDRetrieval": 84.8,
+ "LEMBWikimQARetrieval": 54.16,
+ "LeCaRDv2": 57.2,
+ "LegalBenchConsumerContractsQA": 79.39,
+ "LegalBenchCorporateLobbying": 95.09,
+ "LegalQuAD": 57.47,
+ "LegalSummarization": 71.55,
+ "MSMARCO": 40.24,
+ "NFCorpus": 42.07,
+ "NQ": 61.27,
+ "PIQA": 41.96,
+ "Quail": 10.15,
+ "QuoraRetrieval": 89.05,
+ "RARbCode": 89.64,
+ "RARbMath": 90.08,
+ "SCIDOCS": 23.11,
+ "SIQA": 3.44,
+ "SciFact": 77.77,
+ "SpartQA": 7.51,
+ "TRECCOVID": 79.56,
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+ "TempReasonL2Fact": 28.65,
+ "TempReasonL2Pure": 10.34,
+ "TempReasonL3Fact": 25.52,
+ "TempReasonL3Pure": 15.28,
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+ "WinoGrande": 29.11
}
]
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"STS": {
"spearman": [
{
- "Model": "tart-dual-contriever-msmarco"
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+ "SICK-R": 79.0,
+ "STS12": 72.84,
+ "STS13": 86.1,
+ "STS14": 81.15,
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}
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"Summarization": {
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- "Model": "tart-dual-contriever-msmarco"
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}
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- "Core17InstructionRetrieval": -3.04,
- "News21InstructionRetrieval": -2.98,
- "Robust04InstructionRetrieval": -8.98
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+ "Core17InstructionRetrieval": -0.2,
+ "News21InstructionRetrieval": -2.03,
+ "Robust04InstructionRetrieval": -5.81
}
]
}
},
- "electra-small-swedish-cased-discriminator": {
+ "contriever": {
"BitextMining": {
"f1": [
{
- "Model": "electra-small-swedish-cased-discriminator",
- "BornholmBitextMining": 0.85
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}
]
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- "DanishPoliticalCommentsClassification": 25.17,
- "LccSentimentClassification": 36.67,
- "MassiveIntentClassification (da)": 6.51,
- "MassiveIntentClassification (nb)": 5.66,
- "MassiveIntentClassification (sv)": 6.6,
- "MassiveScenarioClassification (da)": 11.5,
- "MassiveScenarioClassification (nb)": 11.26,
- "MassiveScenarioClassification (sv)": 12.16,
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- "NordicLangClassification": 44.53,
- "NorwegianParliament": 52.44,
- "ScalaDaClassification": 51.66,
- "ScalaNbClassification": 52.41
- }
- ]
- },
- "Clustering": {
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- "Model": "electra-small-swedish-cased-discriminator"
- }
- ]
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- "Model": "electra-small-swedish-cased-discriminator"
- }
- ]
- },
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- "map": [
- {
- "Model": "electra-small-swedish-cased-discriminator"
- }
- ]
- },
- "Retrieval": {
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- {
- "Model": "electra-small-swedish-cased-discriminator"
- }
- ]
- },
- "STS": {
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- "Model": "electra-small-swedish-cased-discriminator"
- }
- ]
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- "Model": "electra-small-swedish-cased-discriminator"
- }
- ]
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- "InstructionRetrieval": {
- "p-MRR": [
- {
- "Model": "electra-small-swedish-cased-discriminator"
- }
- ]
- }
- },
- "e5-large-v2": {
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- {
- "Model": "e5-large-v2"
- }
- ]
- },
- "Classification": {
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- "Model": "e5-large-v2"
+ "Model": "contriever"
}
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- "Model": "e5-large-v2"
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}
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"PairClassification": {
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- "Model": "e5-large-v2"
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}
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+ "AlphaNLI": 31.77,
+ "HellaSwag": 17.73,
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}
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}
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- "Core17InstructionRetrieval": 0.12,
- "News21InstructionRetrieval": 0.87,
- "Robust04InstructionRetrieval": -4.16
+ "Model": "contriever"
}
]
}
},
- "Cohere-embed-multilingual-light-v3.0": {
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{
- "Model": "Cohere-embed-multilingual-light-v3.0"
+ "Model": "rubert-tiny-turbo",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 83.14
}
]
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"Classification": {
"accuracy": [
{
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- "MTOPIntentClassification (fr)": 50.01,
- "MasakhaNEWSClassification (fra)": 82.58,
- "MassiveIntentClassification (fr)": 56.31,
- "MassiveScenarioClassification (fr)": 59.5
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+ "Banking77Classification": 59.86,
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+ "GeoreviewClassification (rus-Cyrl)": 41.36,
+ "HeadlineClassification (rus-Cyrl)": 68.9,
+ "ImdbClassification": 58.36,
+ "InappropriatenessClassification (rus-Cyrl)": 59.11,
+ "KinopoiskClassification (rus-Cyrl)": 50.47,
+ "MassiveIntentClassification (cmo-Hans)": 5.21,
+ "MassiveIntentClassification (kor-Kore)": 2.53,
+ "MassiveIntentClassification (hin-Deva)": 2.56,
+ "MassiveIntentClassification (kan-Knda)": 2.06,
+ "MassiveIntentClassification (kat-Geor)": 2.64,
+ "MassiveIntentClassification (amh-Ethi)": 2.28,
+ "MassiveIntentClassification (mya-Mymr)": 3.96,
+ "MassiveIntentClassification (ell-Grek)": 9.66,
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+ "MassiveIntentClassification (mal-Mlym)": 2.39,
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+ "MassiveIntentClassification (fas-Arab)": 3.34,
+ "MassiveIntentClassification (ron-Latn)": 31.72,
+ "MassiveIntentClassification (isl-Latn)": 24.85,
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+ "MassiveIntentClassification (hun-Latn)": 25.52,
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+ "MassiveIntentClassification (tha-Thai)": 3.74,
+ "MassiveIntentClassification (deu-Latn)": 32.1,
+ "MassiveIntentClassification (tur-Latn)": 27.56,
+ "MassiveIntentClassification (por-Latn)": 34.35,
+ "MassiveIntentClassification (sqi-Latn)": 32.38,
+ "MassiveIntentClassification (cmo-Hant)": 6.81,
+ "MassiveIntentClassification (hye-Armn)": 2.72,
+ "MassiveIntentClassification (dan-Latn)": 33.95,
+ "MassiveIntentClassification (afr-Latn)": 30.4,
+ "MassiveIntentClassification (ara-Arab)": 3.8,
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+ "MassiveIntentClassification (tel-Telu)": 2.21,
+ "MassiveIntentClassification (tgl-Latn)": 32.02,
+ "MassiveIntentClassification (swa-Latn)": 27.79,
+ "MassiveIntentClassification (jpn-Jpan)": 5.61,
+ "MassiveIntentClassification (msa-Latn)": 28.94,
+ "MassiveIntentClassification (nob-Latn)": 32.3,
+ "MassiveIntentClassification (fin-Latn)": 31.13,
+ "MassiveIntentClassification (ind-Latn)": 33.56,
+ "MassiveIntentClassification (cym-Latn)": 31.68,
+ "MassiveIntentClassification (slv-Latn)": 31.39,
+ "MassiveIntentClassification (spa-Latn)": 31.03,
+ "MassiveIntentClassification (ben-Beng)": 3.08,
+ "MassiveIntentClassification (swe-Latn)": 30.23,
+ "MassiveIntentClassification (rus-Cyrl)": 57.98,
+ "MassiveIntentClassification (aze-Latn)": 23.58,
+ "MassiveIntentClassification (ita-Latn)": 35.24,
+ "MassiveIntentClassification (pol-Latn)": 26.82,
+ "MassiveIntentClassification (vie-Latn)": 23.72,
+ "MassiveIntentClassification (tam-Taml)": 1.5,
+ "MassiveIntentClassification (heb-Hebr)": 2.25,
+ "MassiveIntentClassification (nld-Latn)": 32.44,
+ "MassiveIntentClassification (khm-Khmr)": 5.14,
+ "MassiveScenarioClassification (cmo-Hans)": 10.6,
+ "MassiveScenarioClassification (kor-Kore)": 5.63,
+ "MassiveScenarioClassification (hin-Deva)": 7.41,
+ "MassiveScenarioClassification (kan-Knda)": 7.6,
+ "MassiveScenarioClassification (kat-Geor)": 7.01,
+ "MassiveScenarioClassification (amh-Ethi)": 7.68,
+ "MassiveScenarioClassification (mya-Mymr)": 10.73,
+ "MassiveScenarioClassification (ell-Grek)": 17.95,
+ "MassiveScenarioClassification (lav-Latn)": 29.29,
+ "MassiveScenarioClassification (mal-Mlym)": 6.92,
+ "MassiveScenarioClassification (mon-Cyrl)": 33.7,
+ "MassiveScenarioClassification (urd-Arab)": 8.53,
+ "MassiveScenarioClassification (fas-Arab)": 6.62,
+ "MassiveScenarioClassification (ron-Latn)": 40.02,
+ "MassiveScenarioClassification (isl-Latn)": 33.1,
+ "MassiveScenarioClassification (en)": 61.29,
+ "MassiveScenarioClassification (hun-Latn)": 36.41,
+ "MassiveScenarioClassification (fra-Latn)": 42.9,
+ "MassiveScenarioClassification (tha-Thai)": 8.26,
+ "MassiveScenarioClassification (deu-Latn)": 42.07,
+ "MassiveScenarioClassification (tur-Latn)": 34.85,
+ "MassiveScenarioClassification (por-Latn)": 40.79,
+ "MassiveScenarioClassification (sqi-Latn)": 42.66,
+ "MassiveScenarioClassification (cmo-Hant)": 11.93,
+ "MassiveScenarioClassification (hye-Armn)": 8.78,
+ "MassiveScenarioClassification (dan-Latn)": 43.69,
+ "MassiveScenarioClassification (afr-Latn)": 40.84,
+ "MassiveScenarioClassification (ara-Arab)": 11.86,
+ "MassiveScenarioClassification (jav-Latn)": 37.23,
+ "MassiveScenarioClassification (tel-Telu)": 6.91,
+ "MassiveScenarioClassification (tgl-Latn)": 38.16,
+ "MassiveScenarioClassification (swa-Latn)": 35.66,
+ "MassiveScenarioClassification (jpn-Jpan)": 10.6,
+ "MassiveScenarioClassification (msa-Latn)": 38.97,
+ "MassiveScenarioClassification (nob-Latn)": 39.05,
+ "MassiveScenarioClassification (fin-Latn)": 35.19,
+ "MassiveScenarioClassification (ind-Latn)": 39.54,
+ "MassiveScenarioClassification (cym-Latn)": 39.85,
+ "MassiveScenarioClassification (slv-Latn)": 35.98,
+ "MassiveScenarioClassification (spa-Latn)": 37.13,
+ "MassiveScenarioClassification (ben-Beng)": 8.85,
+ "MassiveScenarioClassification (swe-Latn)": 36.12,
+ "MassiveScenarioClassification (rus-Cyrl)": 62.9,
+ "MassiveScenarioClassification (aze-Latn)": 30.32,
+ "MassiveScenarioClassification (ita-Latn)": 42.69,
+ "MassiveScenarioClassification (pol-Latn)": 31.62,
+ "MassiveScenarioClassification (vie-Latn)": 31.89,
+ "MassiveScenarioClassification (tam-Taml)": 7.01,
+ "MassiveScenarioClassification (heb-Hebr)": 7.61,
+ "MassiveScenarioClassification (nld-Latn)": 40.94,
+ "MassiveScenarioClassification (khm-Khmr)": 8.51,
+ "RuReviewsClassification (rus-Cyrl)": 60.66,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.93,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 40.79,
+ "ToxicConversationsClassification": 57.77,
+ "TweetSentimentExtractionClassification": 55.3
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "Cohere-embed-multilingual-light-v3.0",
- "AlloProfClusteringP2P": 61.96,
- "AlloProfClusteringS2S": 31.36,
- "HALClusteringS2S": 17.31,
- "MLSUMClusteringP2P": 42.8,
- "MLSUMClusteringS2S": 32.72,
- "MasakhaNEWSClusteringP2P (fra)": 56.81,
- "MasakhaNEWSClusteringS2S (fra)": 29.41
+ "Model": "rubert-tiny-turbo",
+ "ArxivClusteringP2P": 24.83,
+ "ArxivClusteringS2S": 16.68,
+ "BiorxivClusteringP2P": 20.0,
+ "BiorxivClusteringS2S": 12.67,
+ "GeoreviewClusteringP2P (rus-Cyrl)": 59.71,
+ "MLSUMClusteringP2P (rus-Cyrl)": 40.02,
+ "MLSUMClusteringS2S (rus-Cyrl)": 41.36,
+ "MedrxivClusteringP2P": 20.79,
+ "MedrxivClusteringS2S": 18.18,
+ "RedditClustering": 26.28,
+ "RedditClusteringP2P": 40.48,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.55,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.44,
+ "StackExchangeClustering": 33.51,
+ "StackExchangeClusteringP2P": 27.98,
+ "TwentyNewsgroupsClustering": 19.9
}
]
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"PairClassification": {
"ap": [
{
- "Model": "Cohere-embed-multilingual-light-v3.0",
- "OpusparcusPC (fr)": 90.92,
- "PawsX (fr)": 57.32
+ "Model": "rubert-tiny-turbo",
+ "OpusparcusPC (rus-Cyrl)": 87.58,
+ "TERRa (rus-Cyrl)": 56.09
}
]
},
"Reranking": {
"map": [
{
- "Model": "Cohere-embed-multilingual-light-v3.0",
- "AlloprofReranking": 51.6,
- "SyntecReranking": 88.03
+ "Model": "rubert-tiny-turbo",
+ "RuBQReranking (rus-Cyrl)": 62.15
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "Cohere-embed-multilingual-light-v3.0",
- "AlloprofRetrieval": 35.39,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 23.0,
- "SyntecRetrieval": 76.88,
- "XPQARetrieval (fr)": 45.23
+ "Model": "rubert-tiny-turbo",
+ "AILACasedocs": 7.43,
+ "AILAStatutes": 13.62,
+ "ARCChallenge": 3.85,
+ "AlphaNLI": 14.15,
+ "ArguAna": 32.03,
+ "ClimateFEVER": 5.56,
+ "DBPedia": 9.61,
+ "RiaNewsRetrieval (rus-Cyrl)": 51.27,
+ "RuBQRetrieval (rus-Cyrl)": 51.73
}
]
},
"STS": {
"spearman": [
{
- "Model": "Cohere-embed-multilingual-light-v3.0",
- "SICKFr": 75.5,
- "STS22 (fr)": 82.8,
- "STSBenchmarkMultilingualSTS (fr)": 76.48
+ "Model": "rubert-tiny-turbo",
+ "RUParaPhraserSTS (rus-Cyrl)": 72.15,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 78.48,
+ "STS22 (cmn-Hans)": 32.83,
+ "STS22 (deu-Latn_fra-Latn)": 17.5,
+ "STS22 (pol-Latn_eng-Latn)": 42.08,
+ "STS22 (rus-Cyrl)": 60.06,
+ "STS22 (fra-Latn)": 42.0,
+ "STS22 (deu-Latn)": 8.16,
+ "STS22 (tur-Latn)": 15.46,
+ "STS22 (deu-Latn_eng-Latn)": 21.55,
+ "STS22 (ita-Latn)": 39.69,
+ "STS22 (pol-Latn)": 9.71,
+ "STS22 (fra-Latn_pol-Latn)": 39.44,
+ "STS22 (deu-Latn_pol-Latn)": 25.53,
+ "STS22 (ara-Arab)": 27.95,
+ "STS22 (spa-Latn_eng-Latn)": 42.77,
+ "STS22 (spa-Latn_ita-Latn)": 32.83,
+ "STS22 (spa-Latn)": 45.31,
+ "STS22 (cmn-Hans_eng-Latn)": 31.25,
+ "STS22 (en)": 47.06,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.12
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "Cohere-embed-multilingual-light-v3.0",
- "SummEvalFr": 31.4
+ "Model": "rubert-tiny-turbo"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "Cohere-embed-multilingual-light-v3.0"
+ "Model": "rubert-tiny-turbo"
}
]
}
},
- "mistral-7b-instruct-v0.2": {
+ "LLM2Vec-Sheared-Llama-unsupervised": {
"BitextMining": {
"f1": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "LLM2Vec-Sheared-Llama-unsupervised"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "LLM2Vec-Sheared-Llama-unsupervised",
+ "AmazonCounterfactualClassification (en)": 72.93,
+ "AmazonPolarityClassification": 74.28,
+ "AmazonReviewsClassification (en)": 36.14,
+ "Banking77Classification": 79.0,
+ "EmotionClassification": 42.85,
+ "ImdbClassification": 71.92,
+ "MTOPDomainClassification (en)": 91.24,
+ "MTOPIntentClassification (en)": 74.08,
+ "MassiveIntentClassification (en)": 69.99,
+ "MassiveScenarioClassification (en)": 75.15,
+ "ToxicConversationsClassification": 68.4,
+ "TweetSentimentExtractionClassification": 56.08
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "LLM2Vec-Sheared-Llama-unsupervised",
+ "ArxivClusteringP2P": 42.92,
+ "ArxivClusteringS2S": 35.2,
+ "BiorxivClusteringP2P": 35.02,
+ "BiorxivClusteringS2S": 27.21,
+ "MedrxivClusteringP2P": 30.15,
+ "MedrxivClusteringS2S": 26.96,
+ "RedditClustering": 38.67,
+ "RedditClusteringP2P": 53.42,
+ "StackExchangeClustering": 59.35,
+ "StackExchangeClusteringP2P": 31.47,
+ "TwentyNewsgroupsClustering": 31.54
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "LLM2Vec-Sheared-Llama-unsupervised",
+ "SprintDuplicateQuestions": 77.36,
+ "TwitterSemEval2015": 61.54,
+ "TwitterURLCorpus": 77.73
}
]
},
"Reranking": {
"map": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "LLM2Vec-Sheared-Llama-unsupervised",
+ "AskUbuntuDupQuestions": 52.7,
+ "MindSmallReranking": 29.52,
+ "SciDocsRR": 67.76,
+ "StackOverflowDupQuestions": 40.82
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "mistral-7b-instruct-v0.2"
+ "Model": "LLM2Vec-Sheared-Llama-unsupervised",
+ "ArguAna": 43.64,
+ "CQADupstackRetrieval": 18.5,
+ "ClimateFEVER": 18.95,
+ "DBPedia": 13.21,
+ "FEVER": 16.96,
+ "FiQA2018": 16.99,
+ "HotpotQA": 22.64,
+ "MSMARCO": 7.03,
+ "NFCorpus": 15.73,
+ "NQ": 17.96,
+ "QuoraRetrieval": 78.23,
+ "SCIDOCS": 5.53,
+ "SciFact": 38.31,
+ "TRECCOVID": 56.04,
+ "Touche2020": 19.17
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]
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}
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+ "MassiveIntentClassification (ml)": 2.98,
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+ "MassiveIntentClassification (vi)": 21.47,
+ "MassiveIntentClassification (zh-CN)": 0.59,
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}
]
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{
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}
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]
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+ "STS17 (en-tr)": 13.61,
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+ "STS17 (es-es)": 83.42,
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+ "STS17 (it-en)": 69.5,
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+ }
+ ]
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+ "Summarization": {
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+ "Model": "sentence-t5-xl",
+ "SummEval": 29.91,
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+ }
+ ]
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+ }
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+ ]
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}
]
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+ "MasakhaNEWSClusteringS2S (amh-Ethi)": 49.38,
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+ "PSC (pol-Latn)": 99.14,
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}
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- "CMedQAv2": 89.6,
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- "T2Reranking": 66.38
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+ "AlloprofReranking (fra-Latn)": 65.9,
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+ "AskUbuntuDupQuestions": 59.28,
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+ "SciDocsRR": 81.81,
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+ "SyntecReranking (fra-Latn)": 85.31,
+ "SyntecReranking": 85.43,
+ "T2Reranking (cmn-Hans)": 64.86,
+ "T2Reranking": 64.39
}
]
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- "CmedqaRetrieval": 46.56,
- "CovidRetrieval": 84.03,
- "DuRetrieval": 87.85,
- "EcomRetrieval": 68.79,
- "MMarcoRetrieval": 79.93,
- "MedicalRetrieval": 65.92,
- "T2Retrieval": 86.76,
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+ "ArguAna": 44.21,
+ "ArguAna-PL (pol-Latn)": 42.86,
+ "ArguAna-PL": 42.81,
+ "BSARDRetrieval (fra-Latn)": 18.83,
+ "BSARDRetrieval": 0.0,
+ "CmedqaRetrieval (cmn-Hans)": 27.2,
+ "CmedqaRetrieval": 27.2,
+ "CovidRetrieval (cmn-Hans)": 73.48,
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+ "DBPedia-PL": 30.23,
+ "DuRetrieval (cmn-Hans)": 81.66,
+ "DuRetrieval": 81.64,
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+ "EcomRetrieval": 54.17,
+ "FiQA-PL (pol-Latn)": 25.59,
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+ "GerDaLIRSmall (deu-Latn)": 15.3,
+ "HellaSwag": 24.79,
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+ "LEMBNarrativeQARetrieval": 23.6,
+ "LEMBNeedleRetrieval": 32.0,
+ "LEMBPasskeyRetrieval": 38.25,
+ "LEMBQMSumRetrieval": 25.16,
+ "LEMBSummScreenFDRetrieval": 68.21,
+ "LEMBWikimQARetrieval": 56.04,
+ "LeCaRDv2 (zho-Hans)": 59.0,
+ "LegalBenchConsumerContractsQA": 69.02,
+ "LegalBenchCorporateLobbying": 88.97,
+ "LegalQuAD (deu-Latn)": 47.85,
+ "LegalSummarization": 61.69,
+ "MMarcoRetrieval (cmn-Hans)": 76.01,
+ "MMarcoRetrieval": 76.04,
+ "MSMARCO-PL": 29.52,
+ "MedicalRetrieval (cmn-Hans)": 48.33,
+ "MedicalRetrieval": 48.35,
+ "MintakaRetrieval (ara-Arab)": 23.06,
+ "MintakaRetrieval (deu-Latn)": 29.8,
+ "MintakaRetrieval (spa-Latn)": 29.88,
+ "MintakaRetrieval (fra-Latn)": 30.96,
+ "MintakaRetrieval (hin-Deva)": 22.68,
+ "MintakaRetrieval (ita-Latn)": 29.77,
+ "MintakaRetrieval (jpn-Hira)": 22.98,
+ "MintakaRetrieval (por-Latn)": 30.62,
+ "MintakaRetrieval (fr)": 23.46,
+ "NFCorpus": 32.49,
+ "NFCorpus-PL (pol-Latn)": 25.99,
+ "NFCorpus-PL": 25.98,
+ "NQ-PL": 44.8,
+ "PIQA": 25.09,
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+ "RARbCode": 52.16,
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+ "RiaNewsRetrieval (rus-Cyrl)": 70.24,
+ "RuBQRetrieval (rus-Cyrl)": 69.58,
+ "SCIDOCS": 17.17,
+ "SCIDOCS-PL (pol-Latn)": 12.36,
+ "SCIDOCS-PL": 12.35,
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+ "SciFact-PL (pol-Latn)": 62.26,
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+ "T2Retrieval (cmn-Hans)": 70.77,
+ "T2Retrieval": 70.86,
+ "TRECCOVID": 69.5,
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+ "TRECCOVID-PL": 66.06,
+ "TempReasonL1": 0.72,
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+ "TempReasonL3Fact": 35.85,
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+ "Touche2020": 21.5,
+ "VideoRetrieval (cmn-Hans)": 61.26,
+ "VideoRetrieval": 61.3,
+ "WinoGrande": 56.18,
+ "XPQARetrieval (ara-Arab_ara-Arab)": 39.97,
+ "XPQARetrieval (eng-Latn_ara-Arab)": 17.23,
+ "XPQARetrieval (ara-Arab_eng-Latn)": 34.35,
+ "XPQARetrieval (deu-Latn_deu-Latn)": 72.11,
+ "XPQARetrieval (eng-Latn_deu-Latn)": 28.91,
+ "XPQARetrieval (deu-Latn_eng-Latn)": 61.46,
+ "XPQARetrieval (spa-Latn_spa-Latn)": 58.35,
+ "XPQARetrieval (eng-Latn_spa-Latn)": 25.27,
+ "XPQARetrieval (spa-Latn_eng-Latn)": 51.07,
+ "XPQARetrieval (fra-Latn_fra-Latn)": 59.56,
+ "XPQARetrieval (eng-Latn_fra-Latn)": 23.69,
+ "XPQARetrieval (fra-Latn_eng-Latn)": 53.9,
+ "XPQARetrieval (hin-Deva_hin-Deva)": 70.56,
+ "XPQARetrieval (eng-Latn_hin-Deva)": 27.57,
+ "XPQARetrieval (hin-Deva_eng-Latn)": 63.68,
+ "XPQARetrieval (ita-Latn_ita-Latn)": 70.38,
+ "XPQARetrieval (eng-Latn_ita-Latn)": 26.06,
+ "XPQARetrieval (ita-Latn_eng-Latn)": 56.2,
+ "XPQARetrieval (jpn-Hira_jpn-Hira)": 71.97,
+ "XPQARetrieval (eng-Latn_jpn-Hira)": 17.63,
+ "XPQARetrieval (jpn-Hira_eng-Latn)": 61.03,
+ "XPQARetrieval (kor-Hang_kor-Hang)": 36.12,
+ "XPQARetrieval (eng-Latn_kor-Hang)": 20.27,
+ "XPQARetrieval (kor-Hang_eng-Latn)": 29.26,
+ "XPQARetrieval (pol-Latn_pol-Latn)": 48.1,
+ "XPQARetrieval (eng-Latn_pol-Latn)": 19.48,
+ "XPQARetrieval (pol-Latn_eng-Latn)": 40.18,
+ "XPQARetrieval (por-Latn_por-Latn)": 44.76,
+ "XPQARetrieval (eng-Latn_por-Latn)": 17.66,
+ "XPQARetrieval (por-Latn_eng-Latn)": 40.52,
+ "XPQARetrieval (tam-Taml_tam-Taml)": 35.25,
+ "XPQARetrieval (eng-Latn_tam-Taml)": 12.64,
+ "XPQARetrieval (tam-Taml_eng-Latn)": 26.73,
+ "XPQARetrieval (cmn-Hans_cmn-Hans)": 67.06,
+ "XPQARetrieval (eng-Latn_cmn-Hans)": 12.72,
+ "XPQARetrieval (cmn-Hans_eng-Latn)": 53.53,
+ "XPQARetrieval (fr)": 65.81
}
]
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"STS": {
"spearman": [
{
- "Model": "OpenSearch-text-hybrid",
- "AFQMC": 59.11,
- "ATEC": 58.19,
- "BQ": 71.07,
- "LCQMC": 78.27,
- "PAWSX": 44.98,
- "QBQTC": 38.69,
- "STS22 (zh)": 66.53,
- "STSB": 82.8
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+ "AFQMC (cmn-Hans)": 29.66,
+ "AFQMC": 29.67,
+ "ATEC (cmn-Hans)": 37.01,
+ "ATEC": 37.01,
+ "BIOSSES": 85.05,
+ "BQ (cmn-Hans)": 45.45,
+ "BQ": 45.45,
+ "CDSC-R (pol-Latn)": 90.09,
+ "CDSC-R": 90.08,
+ "LCQMC (cmn-Hans)": 74.15,
+ "LCQMC": 74.15,
+ "PAWSX (cmn-Hans)": 12.13,
+ "PAWSX": 12.14,
+ "QBQTC": 28.81,
+ "RUParaPhraserSTS (rus-Cyrl)": 70.17,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 79.64,
+ "SICK-R": 78.51,
+ "SICK-R-PL (pol-Latn)": 71.23,
+ "SICK-R-PL": 71.23,
+ "SICKFr (fra-Latn)": 75.76,
+ "SICKFr": 76.23,
+ "STS12": 76.7,
+ "STS13": 78.02,
+ "STS14": 76.6,
+ "STS15": 88.16,
+ "STS16": 84.28,
+ "STS17 (fra-Latn_eng-Latn)": 80.18,
+ "STS17 (ita-Latn_eng-Latn)": 80.16,
+ "STS17 (eng-Latn_ara-Arab)": 71.27,
+ "STS17 (kor-Hang)": 79.95,
+ "STS17 (eng-Latn_tur-Latn)": 63.3,
+ "STS17 (spa-Latn_eng-Latn)": 76.56,
+ "STS17 (spa-Latn)": 86.74,
+ "STS17 (en-en)": 87.84,
+ "STS17 (ara-Arab)": 74.48,
+ "STS17 (nld-Latn_eng-Latn)": 79.29,
+ "STS17 (eng-Latn_deu-Latn)": 82.08,
+ "STS22 (fra-Latn)": 75.04,
+ "STS22 (ara-Arab)": 57.82,
+ "STS22 (en)": 62.26,
+ "STS22 (spa-Latn)": 66.67,
+ "STS22 (fra-Latn_pol-Latn)": 73.25,
+ "STS22 (ita-Latn)": 77.76,
+ "STS22 (pol-Latn_eng-Latn)": 70.37,
+ "STS22 (tur-Latn)": 63.71,
+ "STS22 (rus-Cyrl)": 60.67,
+ "STS22 (deu-Latn)": 55.95,
+ "STS22 (deu-Latn_fra-Latn)": 59.68,
+ "STS22 (spa-Latn_eng-Latn)": 74.0,
+ "STS22 (cmn-Hans_eng-Latn)": 69.8,
+ "STS22 (pol-Latn)": 34.08,
+ "STS22 (spa-Latn_ita-Latn)": 66.43,
+ "STS22 (cmn-Hans)": 65.63,
+ "STS22 (deu-Latn_pol-Latn)": 39.35,
+ "STS22 (deu-Latn_eng-Latn)": 54.89,
+ "STS22 (zh)": 65.64,
+ "STS22 (pl)": 34.07,
+ "STSB (cmn-Hans)": 79.04,
+ "STSB": 79.05,
+ "STSBenchmark": 85.64,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33,
+ "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93,
+ "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75,
+ "STSBenchmarkMultilingualSTS (en)": 85.64,
+ "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87,
+ "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85,
+ "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68,
+ "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96,
+ "STSBenchmarkMultilingualSTS (por-Latn)": 67.16,
+ "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09,
+ "STSBenchmarkMultilingualSTS (fr)": 80.62
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "OpenSearch-text-hybrid"
+ "Model": "multilingual-e5-base",
+ "SummEval": 30.23,
+ "SummEvalFr (fra-Latn)": 32.96,
+ "SummEvalFr": 30.76
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "OpenSearch-text-hybrid"
+ "Model": "multilingual-e5-base"
}
]
}
},
- "glove.6B.300d": {
+ "norbert3-base": {
"BitextMining": {
"f1": [
{
- "Model": "glove.6B.300d",
- "BUCC (de-en)": 0.18,
- "BUCC (fr-en)": 0.19,
- "BUCC (ru-en)": 0.1,
- "BUCC (zh-en)": 0.0
+ "Model": "norbert3-base",
+ "BornholmBitextMining": 6.08
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "glove.6B.300d",
- "AmazonCounterfactualClassification (en)": 56.91,
- "AmazonPolarityClassification": 60.32,
- "AmazonReviewsClassification (en)": 29.67,
- "Banking77Classification": 67.69,
- "EmotionClassification": 36.93,
- "ImdbClassification": 62.57,
- "MTOPDomainClassification (en)": 79.11,
- "MTOPIntentClassification (en)": 55.85,
- "MassiveIntentClassification (en)": 56.19,
- "MassiveScenarioClassification (en)": 66.03,
- "ToxicConversationsClassification": 65.4,
- "TweetSentimentExtractionClassification": 50.8
+ "Model": "norbert3-base",
+ "AngryTweetsClassification": 52.48,
+ "DKHateClassification": 58.78,
+ "DanishPoliticalCommentsClassification": 34.14,
+ "LccSentimentClassification": 54.07,
+ "MassiveIntentClassification (da)": 53.16,
+ "MassiveIntentClassification (nb)": 54.2,
+ "MassiveIntentClassification (sv)": 52.08,
+ "MassiveScenarioClassification (da)": 57.17,
+ "MassiveScenarioClassification (nb)": 60.69,
+ "MassiveScenarioClassification (sv)": 53.53,
+ "NoRecClassification": 53.4,
+ "NordicLangClassification": 82.67,
+ "NorwegianParliament": 59.33,
+ "ScalaDaClassification": 58.25,
+ "ScalaNbClassification": 60.19
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "glove.6B.300d",
- "ArxivClusteringP2P": 32.56,
- "ArxivClusteringS2S": 23.14,
- "BiorxivClusteringP2P": 29.27,
- "BiorxivClusteringS2S": 19.18,
- "MedrxivClusteringP2P": 26.12,
- "MedrxivClusteringS2S": 20.38,
- "RedditClustering": 28.46,
- "RedditClusteringP2P": 35.82,
- "StackExchangeClustering": 35.8,
- "StackExchangeClusteringP2P": 28.51,
- "TwentyNewsgroupsClustering": 25.83
+ "Model": "norbert3-base"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "glove.6B.300d",
- "SprintDuplicateQuestions": 86.96,
- "TwitterSemEval2015": 48.45,
- "TwitterURLCorpus": 77.35
+ "Model": "norbert3-base"
}
]
},
"Reranking": {
"map": [
{
- "Model": "glove.6B.300d",
- "AskUbuntuDupQuestions": 49.57,
- "MindSmallReranking": 27.01,
- "SciDocsRR": 62.56,
- "StackOverflowDupQuestions": 34.03
+ "Model": "norbert3-base"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "glove.6B.300d",
- "ArguAna": 36.3,
- "CQADupstackRetrieval": 15.47,
- "ClimateFEVER": 14.44,
- "DBPedia": 18.28,
- "FEVER": 14.99,
- "FiQA2018": 10.09,
- "HotpotQA": 19.18,
- "MSMARCO": 9.6,
- "NFCorpus": 13.87,
- "NQ": 12.87,
- "QuoraRetrieval": 71.32,
- "SCIDOCS": 8.04,
- "SciFact": 29.58,
- "TRECCOVID": 36.22,
- "Touche2020": 13.99
+ "Model": "norbert3-base"
}
]
},
"STS": {
"spearman": [
{
- "Model": "glove.6B.300d",
- "BIOSSES": 44.93,
- "SICK-R": 55.43,
- "STS12": 54.64,
- "STS13": 69.16,
- "STS14": 60.81,
- "STS15": 72.31,
- "STS16": 65.34,
- "STS17 (en-en)": 77.95,
- "STS22 (en)": 56.35,
- "STSBenchmark": 61.54
+ "Model": "norbert3-base"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "glove.6B.300d",
- "SummEval": 28.87
+ "Model": "norbert3-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "glove.6B.300d"
+ "Model": "norbert3-base"
}
]
}
},
- "komninos": {
+ "voyage-code-2": {
"BitextMining": {
"f1": [
{
- "Model": "komninos",
- "BUCC (de-en)": 0.18,
- "BUCC (fr-en)": 0.08,
- "BUCC (ru-en)": 0.15,
- "BUCC (zh-en)": 0.05,
- "Tatoeba (afr-eng)": 4.82,
- "Tatoeba (amh-eng)": 1.18,
- "Tatoeba (ang-eng)": 8.54,
- "Tatoeba (ara-eng)": 0.63,
- "Tatoeba (arq-eng)": 0.4,
- "Tatoeba (arz-eng)": 0.63,
- "Tatoeba (ast-eng)": 11.69,
- "Tatoeba (awa-eng)": 0.0,
- "Tatoeba (aze-eng)": 3.22,
- "Tatoeba (bel-eng)": 1.75,
- "Tatoeba (ben-eng)": 0.2,
- "Tatoeba (ber-eng)": 7.0,
- "Tatoeba (bos-eng)": 9.31,
- "Tatoeba (bre-eng)": 4.17,
- "Tatoeba (bul-eng)": 1.29,
- "Tatoeba (cat-eng)": 7.73,
- "Tatoeba (cbk-eng)": 5.61,
- "Tatoeba (ceb-eng)": 4.88,
- "Tatoeba (ces-eng)": 3.55,
- "Tatoeba (cha-eng)": 19.29,
- "Tatoeba (cmn-eng)": 0.5,
- "Tatoeba (cor-eng)": 4.15,
- "Tatoeba (csb-eng)": 5.69,
- "Tatoeba (cym-eng)": 8.4,
- "Tatoeba (dan-eng)": 6.99,
- "Tatoeba (deu-eng)": 3.67,
- "Tatoeba (dsb-eng)": 5.33,
- "Tatoeba (dtp-eng)": 4.25,
- "Tatoeba (ell-eng)": 0.63,
- "Tatoeba (epo-eng)": 2.45,
- "Tatoeba (est-eng)": 2.69,
- "Tatoeba (eus-eng)": 4.69,
- "Tatoeba (fao-eng)": 7.61,
- "Tatoeba (fin-eng)": 3.36,
- "Tatoeba (fra-eng)": 7.0,
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+ "MTOPIntentClassification (fr)": 59.44,
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}
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- "StackOverflowDupQuestions": 35.65
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- "TRECCOVID": 35.92,
- "Touche2020": 13.17
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+ "AlloprofRetrieval": 52.61,
+ "BSARDRetrieval": 0.29,
+ "MintakaRetrieval (fr)": 19.05,
+ "SyntecRetrieval": 82.77,
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}
]
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- "STS22 (tr)": 47.38,
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}
]
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}
]
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}
]
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- "TwentyNewsgroupsClustering": 46.72
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- }
- ]
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- }
- ]
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- ]
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- "InstructionRetrieval": {
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- {
- "Model": "gtr-t5-base"
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- }
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- "nb-bert-base": {
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- {
- "Model": "nb-bert-base",
- "BornholmBitextMining": 9.88
- }
- ]
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- "Classification": {
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- "DKHateClassification": 61.73,
- "DanishPoliticalCommentsClassification": 34.84,
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- "MassiveIntentClassification (da)": 56.69,
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- "MassiveIntentClassification (sv)": 53.89,
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- "MassiveScenarioClassification (sv)": 55.37,
- "NoRecClassification": 51.32,
- "NordicLangClassification": 84.69,
- "NorwegianParliament": 57.41,
- "ScalaDaClassification": 57.99,
- "ScalaNbClassification": 62.25
+ "Model": "sentence-t5-large",
+ "AmazonCounterfactualClassification (de)": 67.97,
+ "AmazonCounterfactualClassification (en)": 75.51,
+ "AmazonCounterfactualClassification (en-ext)": 75.44,
+ "AmazonCounterfactualClassification (ja)": 45.72,
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+ "AmazonReviewsClassification (de)": 43.16,
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+ "AmazonReviewsClassification (fr)": 41.48,
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+ "Banking77Classification": 78.46,
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+ "MTOPDomainClassification (en)": 90.99,
+ "MTOPDomainClassification (es)": 80.78,
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+ "MassiveIntentClassification (vi)": 22.81,
+ "MassiveIntentClassification (zh-CN)": 1.09,
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+ "MassiveScenarioClassification (en)": 73.16,
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+ "MassiveScenarioClassification (zh-CN)": 4.7,
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+ "TweetSentimentExtractionClassification": 62.33
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+ "ArxivClusteringP2P": 41.62,
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+ "MLSUMClusteringP2P": 42.07,
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+ "MasakhaNEWSClusteringP2P (fra)": 58.6,
+ "MasakhaNEWSClusteringS2S (fra)": 31.33,
+ "MedrxivClusteringP2P": 32.4,
+ "MedrxivClusteringS2S": 26.33,
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+ "TwentyNewsgroupsClustering": 49.33
}
]
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+ "Model": "sentence-t5-large",
+ "OpusparcusPC (fr)": 91.19,
+ "PawsXPairClassification (fr)": 59.59,
+ "SprintDuplicateQuestions": 89.01,
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+ "TwitterURLCorpus": 86.14
}
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+ "AskUbuntuDupQuestions": 61.51,
+ "MindSmallReranking": 30.27,
+ "SciDocsRR": 74.88,
+ "StackOverflowDupQuestions": 49.34,
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}
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- }
- ]
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- {
- "Model": "nb-bert-base"
- }
- ]
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- "Model": "nb-bert-base"
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+ "MintakaRetrieval (fr)": 23.92,
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+ "Touche2020": 21.63,
+ "XPQARetrieval (fr)": 48.79
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+ ]
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+ "STS17 (en-ar)": -4.71,
+ "STS17 (en-de)": 73.62,
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+ "STS17 (es-en)": 62.62,
+ "STS17 (es-es)": 82.74,
+ "STS17 (fr-en)": 67.86,
+ "STS17 (it-en)": 51.86,
+ "STS17 (ko-ko)": 9.44,
+ "STS17 (nl-en)": 45.95,
+ "STS22 (ar)": 27.01,
+ "STS22 (de)": 43.73,
+ "STS22 (de-en)": 49.93,
+ "STS22 (de-fr)": 61.58,
+ "STS22 (de-pl)": 38.83,
+ "STS22 (en)": 62.39,
+ "STS22 (es)": 57.68,
+ "STS22 (es-en)": 68.09,
+ "STS22 (es-it)": 61.58,
+ "STS22 (fr)": 75.01,
+ "STS22 (fr-pl)": 5.63,
+ "STS22 (it)": 62.01,
+ "STS22 (pl)": 25.0,
+ "STS22 (pl-en)": 51.72,
+ "STS22 (ru)": 14.21,
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+ "STS22 (zh)": 30.47,
+ "STS22 (zh-en)": 23.1,
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}
]
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+ "Model": "sentence-t5-large"
}
]
}
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{
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+ "Model": "rubert-base-cased",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 16.76
}
]
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"Classification": {
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- "MTOPDomainClassification (fr)": 79.79,
- "MTOPIntentClassification (fr)": 45.62,
- "MasakhaNEWSClassification (fra)": 80.19,
- "MassiveIntentClassification (fr)": 53.7,
- "MassiveScenarioClassification (fr)": 62.46
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+ "GeoreviewClassification (rus-Cyrl)": 37.22,
+ "HeadlineClassification (rus-Cyrl)": 75.23,
+ "InappropriatenessClassification (rus-Cyrl)": 57.34,
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}
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- "MasakhaNEWSClusteringP2P (fra)": 48.54,
- "MasakhaNEWSClusteringS2S (fra)": 36.33
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+ "GeoreviewClusteringP2P (rus-Cyrl)": 28.77,
+ "MLSUMClusteringP2P (rus-Cyrl)": 41.42,
+ "MLSUMClusteringS2S (rus-Cyrl)": 40.52,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 28.29,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 26.67
}
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"PairClassification": {
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- "PawsX (fr)": 58.96
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+ "OpusparcusPC (rus-Cyrl)": 81.65,
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}
]
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- "SyntecReranking": 82.65
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}
]
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"Retrieval": {
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- "MintakaRetrieval (fr)": 15.51,
- "SyntecRetrieval": 75.83,
- "XPQARetrieval (fr)": 67.07
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}
]
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"STS": {
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- "STS22 (fr)": 70.51,
- "STSBenchmarkMultilingualSTS (fr)": 76.43
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+ "RUParaPhraserSTS (rus-Cyrl)": 49.72,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 53.95,
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}
]
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}
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{
- "Model": "voyage-2"
+ "Model": "rubert-base-cased"
}
]
}
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- "text-search-ada-001": {
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{
- "Model": "text-search-ada-001"
+ "Model": "bge-base-en-v1.5"
}
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}
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- "Model": "text-search-ada-001",
- "BiorxivClusteringS2S": 26.05,
- "MedrxivClusteringS2S": 25.67,
- "TwentyNewsgroupsClustering": 44.92
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+ "BiorxivClusteringP2P": 39.44,
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+ "MedrxivClusteringS2S": 31.68,
+ "RedditClustering": 56.61,
+ "RedditClusteringP2P": 62.66,
+ "StackExchangeClustering": 66.11,
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}
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}
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"Reranking": {
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- "Model": "text-search-ada-001"
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}
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- "SCIDOCS": 14.83,
- "SciFact": 67.25,
- "TRECCOVID": 72.43,
- "Touche2020": 28.68
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+ "ARCChallenge": 9.66,
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+ "WinoGrande": 13.76
}
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}
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}
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{
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}
]
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- "Tatoeba (arz-eng)": 0.14,
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- "Tatoeba (cmn-eng)": 2.26,
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- "Tatoeba (csb-eng)": 13.18,
- "Tatoeba (cym-eng)": 6.97,
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- "Tatoeba (deu-eng)": 91.54,
- "Tatoeba (dsb-eng)": 13.2,
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- "Tatoeba (oci-eng)": 30.72,
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- "Tatoeba (swe-eng)": 55.08,
- "Tatoeba (swg-eng)": 32.66,
- "Tatoeba (swh-eng)": 7.64,
- "Tatoeba (tam-eng)": 0.49,
- "Tatoeba (tat-eng)": 1.28,
- "Tatoeba (tel-eng)": 0.45,
- "Tatoeba (tgl-eng)": 23.63,
- "Tatoeba (tha-eng)": 0.61,
- "Tatoeba (tuk-eng)": 5.71,
- "Tatoeba (tur-eng)": 8.25,
- "Tatoeba (tzl-eng)": 28.4,
- "Tatoeba (uig-eng)": 0.57,
- "Tatoeba (ukr-eng)": 5.69,
- "Tatoeba (urd-eng)": 0.0,
- "Tatoeba (uzb-eng)": 4.19,
- "Tatoeba (vie-eng)": 9.07,
- "Tatoeba (war-eng)": 12.31,
- "Tatoeba (wuu-eng)": 1.38,
- "Tatoeba (xho-eng)": 7.6,
- "Tatoeba (yid-eng)": 0.41,
- "Tatoeba (yue-eng)": 1.31,
- "Tatoeba (zsm-eng)": 29.74
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"Classification": {
"accuracy": [
{
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- "AmazonCounterfactualClassification (de)": 59.79,
- "AmazonCounterfactualClassification (en)": 68.6,
- "AmazonCounterfactualClassification (en-ext)": 69.03,
- "AmazonCounterfactualClassification (ja)": 50.59,
- "AmazonPolarityClassification": 74.58,
- "AmazonReviewsClassification (de)": 35.06,
- "AmazonReviewsClassification (en)": 38.2,
- "AmazonReviewsClassification (es)": 37.18,
- "AmazonReviewsClassification (fr)": 35.48,
- "AmazonReviewsClassification (ja)": 22.24,
- "AmazonReviewsClassification (zh)": 21.89,
- "Banking77Classification": 82.22,
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- "ImdbClassification": 68.15,
- "MTOPDomainClassification (de)": 85.42,
- "MTOPDomainClassification (en)": 93.6,
- "MTOPDomainClassification (es)": 88.2,
- "MTOPDomainClassification (fr)": 85.05,
- "MTOPDomainClassification (hi)": 21.74,
- "MTOPDomainClassification (th)": 15.87,
- "MTOPIntentClassification (de)": 55.75,
- "MTOPIntentClassification (en)": 65.93,
- "MTOPIntentClassification (es)": 57.73,
- "MTOPIntentClassification (fr)": 51.07,
- "MTOPIntentClassification (hi)": 3.19,
- "MTOPIntentClassification (th)": 5.55,
- "MassiveIntentClassification (af)": 42.6,
- "MassiveIntentClassification (am)": 2.12,
- "MassiveIntentClassification (ar)": 4.64,
- "MassiveIntentClassification (az)": 35.05,
- "MassiveIntentClassification (bn)": 2.84,
- "MassiveIntentClassification (cy)": 36.19,
- "MassiveIntentClassification (da)": 48.42,
- "MassiveIntentClassification (de)": 55.49,
- "MassiveIntentClassification (el)": 10.14,
- "MassiveIntentClassification (en)": 70.23,
- "MassiveIntentClassification (es)": 56.72,
- "MassiveIntentClassification (fa)": 3.54,
- "MassiveIntentClassification (fi)": 37.13,
- "MassiveIntentClassification (fr)": 57.67,
- "MassiveIntentClassification (he)": 2.56,
- "MassiveIntentClassification (hi)": 3.24,
- "MassiveIntentClassification (hu)": 34.22,
- "MassiveIntentClassification (hy)": 3.01,
- "MassiveIntentClassification (id)": 46.54,
- "MassiveIntentClassification (is)": 34.77,
- "MassiveIntentClassification (it)": 54.13,
- "MassiveIntentClassification (ja)": 4.27,
- "MassiveIntentClassification (jv)": 36.97,
- "MassiveIntentClassification (ka)": 2.72,
- "MassiveIntentClassification (km)": 5.35,
- "MassiveIntentClassification (kn)": 3.17,
- "MassiveIntentClassification (ko)": 2.64,
- "MassiveIntentClassification (lv)": 36.32,
- "MassiveIntentClassification (ml)": 3.18,
- "MassiveIntentClassification (mn)": 22.85,
- "MassiveIntentClassification (ms)": 42.87,
- "MassiveIntentClassification (my)": 4.04,
- "MassiveIntentClassification (nb)": 45.87,
- "MassiveIntentClassification (nl)": 49.53,
- "MassiveIntentClassification (pl)": 42.64,
- "MassiveIntentClassification (pt)": 57.03,
- "MassiveIntentClassification (ro)": 49.95,
- "MassiveIntentClassification (ru)": 36.58,
- "MassiveIntentClassification (sl)": 39.44,
- "MassiveIntentClassification (sq)": 41.78,
- "MassiveIntentClassification (sv)": 47.95,
- "MassiveIntentClassification (sw)": 35.85,
- "MassiveIntentClassification (ta)": 2.32,
- "MassiveIntentClassification (te)": 2.2,
- "MassiveIntentClassification (th)": 3.74,
- "MassiveIntentClassification (tl)": 43.12,
- "MassiveIntentClassification (tr)": 35.24,
- "MassiveIntentClassification (ur)": 3.0,
- "MassiveIntentClassification (vi)": 30.01,
- "MassiveIntentClassification (zh-CN)": 1.72,
- "MassiveIntentClassification (zh-TW)": 3.35,
- "MassiveScenarioClassification (af)": 52.54,
- "MassiveScenarioClassification (am)": 6.3,
- "MassiveScenarioClassification (ar)": 11.96,
- "MassiveScenarioClassification (az)": 40.17,
- "MassiveScenarioClassification (bn)": 8.29,
- "MassiveScenarioClassification (cy)": 42.24,
- "MassiveScenarioClassification (da)": 57.28,
- "MassiveScenarioClassification (de)": 68.09,
- "MassiveScenarioClassification (el)": 16.66,
- "MassiveScenarioClassification (en)": 75.94,
- "MassiveScenarioClassification (es)": 64.32,
- "MassiveScenarioClassification (fa)": 6.9,
- "MassiveScenarioClassification (fi)": 43.96,
- "MassiveScenarioClassification (fr)": 66.72,
- "MassiveScenarioClassification (he)": 7.51,
- "MassiveScenarioClassification (hi)": 7.82,
- "MassiveScenarioClassification (hu)": 42.16,
- "MassiveScenarioClassification (hy)": 9.33,
- "MassiveScenarioClassification (id)": 53.54,
- "MassiveScenarioClassification (is)": 42.84,
- "MassiveScenarioClassification (it)": 62.44,
- "MassiveScenarioClassification (ja)": 7.29,
- "MassiveScenarioClassification (jv)": 43.13,
- "MassiveScenarioClassification (ka)": 7.63,
- "MassiveScenarioClassification (km)": 9.08,
- "MassiveScenarioClassification (kn)": 8.1,
- "MassiveScenarioClassification (ko)": 6.35,
- "MassiveScenarioClassification (lv)": 40.24,
- "MassiveScenarioClassification (ml)": 7.65,
- "MassiveScenarioClassification (mn)": 27.98,
- "MassiveScenarioClassification (ms)": 52.41,
- "MassiveScenarioClassification (my)": 9.21,
- "MassiveScenarioClassification (nb)": 54.44,
- "MassiveScenarioClassification (nl)": 60.35,
- "MassiveScenarioClassification (pl)": 49.97,
- "MassiveScenarioClassification (pt)": 62.78,
- "MassiveScenarioClassification (ro)": 59.62,
- "MassiveScenarioClassification (ru)": 43.44,
- "MassiveScenarioClassification (sl)": 44.79,
- "MassiveScenarioClassification (sq)": 50.84,
- "MassiveScenarioClassification (sv)": 58.21,
- "MassiveScenarioClassification (sw)": 44.63,
- "MassiveScenarioClassification (ta)": 7.95,
- "MassiveScenarioClassification (te)": 7.5,
- "MassiveScenarioClassification (th)": 8.79,
- "MassiveScenarioClassification (tl)": 53.54,
- "MassiveScenarioClassification (tr)": 42.47,
- "MassiveScenarioClassification (ur)": 9.58,
- "MassiveScenarioClassification (vi)": 34.68,
- "MassiveScenarioClassification (zh-CN)": 5.21,
- "MassiveScenarioClassification (zh-TW)": 8.77,
- "ToxicConversationsClassification": 67.56,
- "TweetSentimentExtractionClassification": 54.77
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}
]
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"Clustering": {
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- "ArxivClusteringP2P": 37.9,
- "ArxivClusteringS2S": 30.45,
- "BiorxivClusteringP2P": 30.52,
- "BiorxivClusteringS2S": 26.06,
- "MedrxivClusteringP2P": 28.69,
- "MedrxivClusteringS2S": 26.69,
- "RedditClustering": 61.34,
- "RedditClusteringP2P": 61.11,
- "StackExchangeClustering": 69.95,
- "StackExchangeClusteringP2P": 32.73,
- "TwentyNewsgroupsClustering": 51.15
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+ "TwentyNewsgroupsClustering": 32.92
}
]
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"PairClassification": {
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- "SprintDuplicateQuestions": 95.45,
- "TwitterSemEval2015": 77.81,
- "TwitterURLCorpus": 85.14
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}
]
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"Reranking": {
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- "AskUbuntuDupQuestions": 63.08,
- "MindSmallReranking": 31.5,
- "SciDocsRR": 76.49,
- "StackOverflowDupQuestions": 52.79
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}
]
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"Retrieval": {
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- "ArguAna": 52.81,
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- "ClimateFEVER": 27.01,
- "DBPedia": 39.74,
- "FEVER": 72.18,
- "FiQA2018": 44.19,
- "HotpotQA": 58.91,
- "MSMARCO": 43.52,
- "NFCorpus": 33.34,
- "NQ": 56.16,
- "QuoraRetrieval": 88.91,
- "SCIDOCS": 15.71,
- "SciFact": 64.2,
- "TRECCOVID": 60.09,
- "Touche2020": 25.26
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}
]
},
"STS": {
"spearman": [
{
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- "BIOSSES": 78.94,
- "SICK-R": 73.63,
- "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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}
]
},
"Summarization": {
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- "SummEval": 30.21
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}
]
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"InstructionRetrieval": {
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- "Model": "gtr-t5-xl"
+ "Model": "text-search-ada-doc-001"
}
]
}
},
- "LLM2Vec-Meta-Llama-3-unsupervised": {
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"BitextMining": {
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- "Model": "LLM2Vec-Meta-Llama-3-unsupervised"
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"Classification": {
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- "AmazonReviewsClassification (en)": 40.0,
- "Banking77Classification": 84.77,
- "EmotionClassification": 47.08,
- "ImdbClassification": 75.19,
- "MTOPDomainClassification (en)": 94.47,
- "MTOPIntentClassification (en)": 81.09,
- "MassiveIntentClassification (en)": 75.01,
- "MassiveScenarioClassification (en)": 79.16,
- "ToxicConversationsClassification": 71.85,
- "TweetSentimentExtractionClassification": 57.61
+ "Model": "flaubert_base_uncased",
+ "AmazonReviewsClassification (fr)": 23.52,
+ "MTOPDomainClassification (fr)": 27.74,
+ "MTOPIntentClassification (fr)": 8.61,
+ "MasakhaNEWSClassification (fra)": 62.61,
+ "MassiveIntentClassification (fr)": 6.24,
+ "MassiveScenarioClassification (fr)": 10.98
}
]
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- "ArxivClusteringP2P": 49.22,
- "ArxivClusteringS2S": 41.71,
- "BiorxivClusteringP2P": 38.39,
- "BiorxivClusteringS2S": 31.31,
- "MedrxivClusteringP2P": 31.47,
- "MedrxivClusteringS2S": 27.87,
- "RedditClustering": 43.67,
- "RedditClusteringP2P": 61.67,
- "StackExchangeClustering": 68.2,
- "StackExchangeClusteringP2P": 36.36,
- "TwentyNewsgroupsClustering": 32.01
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+ "AlloProfClusteringP2P": 43.2,
+ "AlloProfClusteringS2S": 12.94,
+ "HALClusteringS2S": 1.8,
+ "MLSUMClusteringP2P": 33.22,
+ "MLSUMClusteringS2S": 14.9,
+ "MasakhaNEWSClusteringP2P (fra)": 28.49,
+ "MasakhaNEWSClusteringS2S (fra)": 22.58
}
]
},
"PairClassification": {
"ap": [
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- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "SprintDuplicateQuestions": 88.14,
- "TwitterSemEval2015": 66.6,
- "TwitterURLCorpus": 79.3
+ "Model": "flaubert_base_uncased",
+ "OpusparcusPC (fr)": 82.0,
+ "PawsXPairClassification (fr)": 52.78
}
]
},
"Reranking": {
"map": [
{
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- "AskUbuntuDupQuestions": 57.16,
- "MindSmallReranking": 30.1,
- "SciDocsRR": 76.28,
- "StackOverflowDupQuestions": 48.82
+ "Model": "flaubert_base_uncased",
+ "AlloprofReranking": 34.55,
+ "SyntecReranking": 57.18
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
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- "ArguAna": 51.73,
- "CQADupstackRetrieval": 32.4,
- "ClimateFEVER": 23.58,
- "DBPedia": 26.78,
- "FEVER": 53.42,
- "FiQA2018": 28.56,
- "HotpotQA": 52.37,
- "MSMARCO": 17.47,
- "NFCorpus": 26.28,
- "NQ": 37.65,
- "QuoraRetrieval": 84.64,
- "SCIDOCS": 10.39,
- "SciFact": 66.36,
- "TRECCOVID": 63.34,
- "Touche2020": 12.82
+ "Model": "flaubert_base_uncased",
+ "AlloprofRetrieval": 1.72,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 0.51,
+ "SyntecRetrieval": 22.33,
+ "XPQARetrieval (fr)": 9.09
}
]
},
"STS": {
"spearman": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "BIOSSES": 84.67,
- "SICK-R": 72.16,
- "STS12": 61.6,
- "STS13": 79.71,
- "STS14": 72.11,
- "STS15": 82.18,
- "STS16": 79.41,
- "STS17 (en-en)": 85.44,
- "STS22 (en)": 63.9,
- "STSBenchmark": 77.44
+ "Model": "flaubert_base_uncased",
+ "SICKFr": 41.9,
+ "STS22 (fr)": 55.15,
+ "STSBenchmarkMultilingualSTS (fr)": 33.41
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised",
- "SummEval": 31.45
+ "Model": "flaubert_base_uncased",
+ "SummEvalFr": 29.43
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "LLM2Vec-Meta-Llama-3-unsupervised"
+ "Model": "flaubert_base_uncased"
}
]
}
},
- "sentence-bert-swedish-cased": {
+ "cross-en-de-roberta-sentence-transformer": {
"BitextMining": {
"f1": [
{
- "Model": "sentence-bert-swedish-cased",
- "BornholmBitextMining": 14.08
+ "Model": "cross-en-de-roberta-sentence-transformer"
}
]
},
"Classification": {
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- "AngryTweetsClassification": 44.46,
- "DKHateClassification": 59.36,
- "DanishPoliticalCommentsClassification": 28.32,
- "LccSentimentClassification": 47.2,
- "MassiveIntentClassification (da)": 42.84,
- "MassiveIntentClassification (nb)": 42.74,
- "MassiveIntentClassification (sv)": 69.11,
- "MassiveScenarioClassification (da)": 49.64,
- "MassiveScenarioClassification (nb)": 49.49,
- "MassiveScenarioClassification (sv)": 75.96,
- "NoRecClassification": 43.53,
- "NordicLangClassification": 51.45,
- "NorwegianParliament": 55.74,
- "ScalaDaClassification": 50.12,
- "ScalaNbClassification": 50.34
+ "Model": "cross-en-de-roberta-sentence-transformer"
}
]
},
"Clustering": {
"v_measure": [
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- "Model": "sentence-bert-swedish-cased"
+ "Model": "cross-en-de-roberta-sentence-transformer",
+ "BlurbsClusteringP2P": 30.82,
+ "BlurbsClusteringS2S": 12.69,
+ "TenKGnadClusteringP2P": 23.5,
+ "TenKGnadClusteringS2S": 10.94
}
]
},
"PairClassification": {
"ap": [
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- "Model": "sentence-bert-swedish-cased"
+ "Model": "cross-en-de-roberta-sentence-transformer"
}
]
},
"Reranking": {
"map": [
{
- "Model": "sentence-bert-swedish-cased"
+ "Model": "cross-en-de-roberta-sentence-transformer"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "sentence-bert-swedish-cased"
+ "Model": "cross-en-de-roberta-sentence-transformer"
}
]
},
"STS": {
"spearman": [
{
- "Model": "sentence-bert-swedish-cased"
+ "Model": "cross-en-de-roberta-sentence-transformer"
}
]
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"Summarization": {
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{
- "Model": "sentence-bert-swedish-cased"
+ "Model": "cross-en-de-roberta-sentence-transformer"
}
]
},
"InstructionRetrieval": {
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{
- "Model": "sentence-bert-swedish-cased"
+ "Model": "cross-en-de-roberta-sentence-transformer"
}
]
}
},
- "allenai-specter": {
+ "bert-base-10lang-cased": {
"BitextMining": {
"f1": [
{
- "Model": "allenai-specter"
+ "Model": "bert-base-10lang-cased"
}
]
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"Classification": {
"accuracy": [
{
- "Model": "allenai-specter",
- "AmazonCounterfactualClassification (de)": 54.46,
- "AmazonCounterfactualClassification (en)": 58.7,
- "AmazonCounterfactualClassification (en-ext)": 59.28,
- "AmazonCounterfactualClassification (ja)": 43.87,
- "AmazonPolarityClassification": 57.77,
- "AmazonReviewsClassification (de)": 24.08,
- "AmazonReviewsClassification (en)": 26.26,
- "AmazonReviewsClassification (es)": 23.88,
- "AmazonReviewsClassification (fr)": 23.31,
- "AmazonReviewsClassification (ja)": 20.25,
- "AmazonReviewsClassification (zh)": 20.49,
- "Banking77Classification": 66.66,
- "EmotionClassification": 24.82,
- "ImdbClassification": 56.35,
- "MTOPDomainClassification (de)": 48.55,
- "MTOPDomainClassification (en)": 74.53,
- "MTOPDomainClassification (es)": 58.39,
- "MTOPDomainClassification (fr)": 54.61,
- "MTOPDomainClassification (hi)": 21.22,
- "MTOPDomainClassification (th)": 14.98,
- "MTOPIntentClassification (de)": 35.55,
- "MTOPIntentClassification (en)": 50.05,
- "MTOPIntentClassification (es)": 36.72,
- "MTOPIntentClassification (fr)": 34.71,
- "MTOPIntentClassification (hi)": 4.44,
- "MTOPIntentClassification (th)": 4.67,
- "MassiveIntentClassification (af)": 33.68,
- "MassiveIntentClassification (am)": 2.94,
- "MassiveIntentClassification (ar)": 10.04,
- "MassiveIntentClassification (az)": 30.74,
- "MassiveIntentClassification (bn)": 3.02,
- "MassiveIntentClassification (cy)": 33.94,
- "MassiveIntentClassification (da)": 38.47,
- "MassiveIntentClassification (de)": 36.06,
- "MassiveIntentClassification (el)": 27.7,
- "MassiveIntentClassification (en)": 51.73,
- "MassiveIntentClassification (es)": 35.6,
- "MassiveIntentClassification (fa)": 17.97,
- "MassiveIntentClassification (fi)": 35.53,
- "MassiveIntentClassification (fr)": 38.41,
- "MassiveIntentClassification (he)": 2.69,
- "MassiveIntentClassification (hi)": 3.43,
- "MassiveIntentClassification (hu)": 34.05,
- "MassiveIntentClassification (hy)": 3.11,
- "MassiveIntentClassification (id)": 40.02,
- "MassiveIntentClassification (is)": 32.63,
- "MassiveIntentClassification (it)": 39.28,
- "MassiveIntentClassification (ja)": 4.95,
- "MassiveIntentClassification (jv)": 34.95,
- "MassiveIntentClassification (ka)": 2.57,
- "MassiveIntentClassification (km)": 4.73,
- "MassiveIntentClassification (kn)": 3.54,
- "MassiveIntentClassification (ko)": 2.68,
- "MassiveIntentClassification (lv)": 37.91,
- "MassiveIntentClassification (ml)": 2.88,
- "MassiveIntentClassification (mn)": 16.94,
- "MassiveIntentClassification (ms)": 36.6,
- "MassiveIntentClassification (my)": 3.96,
- "MassiveIntentClassification (nb)": 34.75,
- "MassiveIntentClassification (nl)": 33.95,
- "MassiveIntentClassification (pl)": 35.77,
- "MassiveIntentClassification (pt)": 43.05,
- "MassiveIntentClassification (ro)": 36.2,
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- "MassiveIntentClassification (sl)": 35.9,
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- "MassiveScenarioClassification (am)": 7.64,
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- "MassiveScenarioClassification (da)": 39.93,
- "MassiveScenarioClassification (de)": 38.62,
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- "MassiveScenarioClassification (en)": 58.58,
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- "MassiveScenarioClassification (fa)": 21.43,
- "MassiveScenarioClassification (fi)": 33.21,
- "MassiveScenarioClassification (fr)": 40.26,
- "MassiveScenarioClassification (he)": 7.42,
- "MassiveScenarioClassification (hi)": 8.06,
- "MassiveScenarioClassification (hu)": 34.54,
- "MassiveScenarioClassification (hy)": 8.61,
- "MassiveScenarioClassification (id)": 40.04,
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- "MassiveScenarioClassification (km)": 9.66,
- "MassiveScenarioClassification (kn)": 7.55,
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- "MassiveScenarioClassification (ms)": 37.57,
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- "MassiveScenarioClassification (ro)": 37.29,
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- "MassiveScenarioClassification (tl)": 37.31,
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- "MassiveScenarioClassification (ur)": 16.17,
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- "MassiveScenarioClassification (zh-CN)": 9.19,
- "MassiveScenarioClassification (zh-TW)": 10.19,
- "ToxicConversationsClassification": 57.44,
- "TweetSentimentExtractionClassification": 45.52
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+ "AmazonReviewsClassification (fr)": 29.38,
+ "MTOPDomainClassification (fr)": 63.65,
+ "MTOPIntentClassification (fr)": 37.87,
+ "MasakhaNEWSClassification (fra)": 63.93,
+ "MassiveIntentClassification (fr)": 37.28,
+ "MassiveScenarioClassification (fr)": 44.5
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- "SprintDuplicateQuestions": 71.63,
- "TwitterSemEval2015": 43.25,
- "TwitterURLCorpus": 69.22
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- "SciDocsRR": 81.31,
- "StackOverflowDupQuestions": 36.22
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- "TRECCOVID": 29.91,
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+ "AlloprofRetrieval": 1.6,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 3.55,
+ "SyntecRetrieval": 18.95,
+ "XPQARetrieval (fr)": 18.39
}
]
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"spearman": [
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- "BIOSSES": 64.95,
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- "STS15": 62.54,
- "STS16": 64.27,
- "STS17 (ar-ar)": 27.14,
- "STS17 (en-ar)": 6.9,
- "STS17 (en-de)": 11.59,
- "STS17 (en-en)": 69.63,
- "STS17 (en-tr)": 6.46,
- "STS17 (es-en)": 10.86,
- "STS17 (es-es)": 55.45,
- "STS17 (fr-en)": 16.02,
- "STS17 (it-en)": 19.87,
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- "STS17 (nl-en)": 24.92,
- "STS22 (ar)": 19.57,
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- "STS22 (de-en)": 26.03,
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- "STS22 (es-it)": 25.24,
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- "STS22 (fr-pl)": 39.44,
- "STS22 (it)": 39.43,
- "STS22 (pl)": 13.56,
- "STS22 (pl-en)": 25.36,
- "STS22 (ru)": 1.11,
- "STS22 (tr)": 31.73,
- "STS22 (zh)": 16.35,
- "STS22 (zh-en)": 8.44,
- "STSBenchmark": 61.26
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+ "SICKFr": 58.76,
+ "STS22 (fr)": 40.31,
+ "STSBenchmarkMultilingualSTS (fr)": 52.25
}
]
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"Summarization": {
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}
]
}
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+ "Model": "flan-t5-large"
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- "MultilingualSentiment": 72.47,
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- "ThuNewsClusteringS2S": 58.51
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- "Cmnli": 69.27,
- "Ocnli": 59.33
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}
]
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- "CMedQAv1": 77.76,
- "CMedQAv2": 78.27,
- "MMarcoReranking": 16.46,
- "T2Reranking": 66.13
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- "CmedqaRetrieval": 30.73,
- "CovidRetrieval": 61.33,
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- "EcomRetrieval": 45.18,
- "MMarcoRetrieval": 61.06,
- "MedicalRetrieval": 48.66,
- "T2Retrieval": 72.36,
- "VideoRetrieval": 44.02
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}
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"STS": {
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- "ATEC": 41.8,
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- "PAWSX": 15.95,
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- "STS22 (zh)": 62.91,
- "STSB": 74.16
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}
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+ "Model": "flan-t5-large"
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"InstructionRetrieval": {
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- "Model": "m3e-large"
+ "Model": "flan-t5-large",
+ "Core17InstructionRetrieval": 1.32,
+ "News21InstructionRetrieval": 8.95,
+ "Robust04InstructionRetrieval": 3.9
}
]
}
},
- "LLM2Vec-Llama-2-unsupervised": {
+ "llama-2-7b-chat": {
"BitextMining": {
"f1": [
{
- "Model": "LLM2Vec-Llama-2-unsupervised"
+ "Model": "llama-2-7b-chat"
}
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"Classification": {
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- "MTOPIntentClassification (en)": 79.54,
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- "MassiveScenarioClassification (en)": 79.17,
- "ToxicConversationsClassification": 71.81,
- "TweetSentimentExtractionClassification": 57.17
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}
]
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- "ArxivClusteringP2P": 47.81,
- "ArxivClusteringS2S": 40.53,
- "BiorxivClusteringP2P": 38.12,
- "BiorxivClusteringS2S": 31.25,
- "MedrxivClusteringP2P": 30.94,
- "MedrxivClusteringS2S": 28.04,
- "RedditClustering": 42.84,
- "RedditClusteringP2P": 60.1,
- "StackExchangeClustering": 65.12,
- "StackExchangeClusteringP2P": 33.61,
- "TwentyNewsgroupsClustering": 30.76
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}
]
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"PairClassification": {
"ap": [
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- "SprintDuplicateQuestions": 87.57,
- "TwitterSemEval2015": 65.14,
- "TwitterURLCorpus": 80.94
+ "Model": "llama-2-7b-chat"
}
]
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"Reranking": {
"map": [
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- "AskUbuntuDupQuestions": 55.56,
- "MindSmallReranking": 30.86,
- "SciDocsRR": 77.62,
- "StackOverflowDupQuestions": 47.77
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}
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"Retrieval": {
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- "CQADupstackRetrieval": 30.78,
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- "SCIDOCS": 10.0,
- "SciFact": 64.48,
- "TRECCOVID": 60.67,
- "Touche2020": 10.18
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}
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"STS": {
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- "BIOSSES": 82.41,
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- "STS13": 79.26,
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- "STS16": 81.02,
- "STS17 (en-en)": 86.7,
- "STS22 (en)": 63.47,
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- "SummEval": 31.38
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+ "Model": "llama-2-7b-chat",
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+ "News21InstructionRetrieval": 0.23,
+ "Robust04InstructionRetrieval": 2.0
}
]
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},
- "nomic-embed-text-v1.5-128": {
+ "bge-small-en-v1.5": {
"BitextMining": {
"f1": [
{
- "Model": "nomic-embed-text-v1.5-128"
+ "Model": "bge-small-en-v1.5"
}
]
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"Classification": {
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- "AmazonCounterfactualClassification (en)": 69.78,
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- "AmazonReviewsClassification (en)": 43.11,
- "Banking77Classification": 82.78,
- "EmotionClassification": 42.92,
- "ImdbClassification": 80.87,
- "MTOPDomainClassification (en)": 89.61,
- "MTOPIntentClassification (en)": 68.9,
- "MassiveIntentClassification (en)": 69.34,
- "MassiveScenarioClassification (en)": 74.21,
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- "TweetSentimentExtractionClassification": 57.99
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}
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"Clustering": {
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- "ArxivClusteringP2P": 43.87,
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- "BiorxivClusteringP2P": 36.79,
- "BiorxivClusteringS2S": 30.68,
- "MedrxivClusteringP2P": 34.09,
- "MedrxivClusteringS2S": 31.3,
- "RedditClustering": 53.31,
- "RedditClusteringP2P": 58.96,
- "StackExchangeClustering": 59.92,
- "StackExchangeClusteringP2P": 33.88,
- "TwentyNewsgroupsClustering": 47.29
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}
]
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"PairClassification": {
"ap": [
{
- "Model": "nomic-embed-text-v1.5-128",
- "SprintDuplicateQuestions": 91.45,
- "TwitterSemEval2015": 73.23,
- "TwitterURLCorpus": 85.93
+ "Model": "bge-small-en-v1.5"
}
]
},
"Reranking": {
"map": [
{
- "Model": "nomic-embed-text-v1.5-128",
- "AskUbuntuDupQuestions": 61.16,
- "MindSmallReranking": 30.02,
- "SciDocsRR": 78.05,
- "StackOverflowDupQuestions": 49.0
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}
]
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"Retrieval": {
"ndcg_at_10": [
{
- "Model": "nomic-embed-text-v1.5-128",
- "ArguAna": 43.4,
- "CQADupstackRetrieval": 34.67,
- "ClimateFEVER": 36.52,
- "DBPedia": 36.22,
- "FEVER": 80.48,
- "FiQA2018": 32.08,
- "HotpotQA": 60.09,
- "MSMARCO": 39.99,
- "NFCorpus": 30.72,
- "NQ": 53.62,
- "QuoraRetrieval": 87.07,
- "SCIDOCS": 15.56,
- "SciFact": 64.28,
- "TRECCOVID": 74.58,
- "Touche2020": 26.99
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+ "ARCChallenge": 8.95,
+ "AlphaNLI": 11.64,
+ "HellaSwag": 25.44,
+ "PIQA": 23.92,
+ "Quail": 1.75,
+ "RARbCode": 42.36,
+ "RARbMath": 44.98,
+ "SIQA": 0.77,
+ "SpartQA": 3.55,
+ "TempReasonL1": 1.41,
+ "TempReasonL2Fact": 17.56,
+ "TempReasonL2Pure": 1.05,
+ "TempReasonL3Fact": 13.88,
+ "TempReasonL3Pure": 4.76,
+ "WinoGrande": 10.28
}
]
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"STS": {
"spearman": [
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- "BIOSSES": 80.19,
- "SICK-R": 79.09,
- "STS12": 77.49,
- "STS13": 85.62,
- "STS14": 80.5,
- "STS15": 85.84,
- "STS16": 83.9,
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- "STS22 (en)": 64.24,
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}
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- "SummEval": 29.59
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}
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{
- "Model": "nomic-embed-text-v1.5-128"
+ "Model": "bge-small-en-v1.5"
}
]
}
},
- "bert-base-multilingual-uncased": {
+ "tart-dual-contriever-msmarco": {
"BitextMining": {
"f1": [
{
- "Model": "bert-base-multilingual-uncased"
+ "Model": "tart-dual-contriever-msmarco"
}
]
},
"Classification": {
"accuracy": [
{
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- "AmazonReviewsClassification (fr)": 29.02,
- "MTOPDomainClassification (fr)": 64.49,
- "MTOPIntentClassification (fr)": 39.4,
- "MasakhaNEWSClassification (fra)": 75.69,
- "MassiveIntentClassification (fr)": 38.01,
- "MassiveScenarioClassification (fr)": 43.63
+ "Model": "tart-dual-contriever-msmarco"
}
]
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"Clustering": {
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- "AlloProfClusteringP2P": 60.66,
- "AlloProfClusteringS2S": 35.05,
- "HALClusteringS2S": 20.9,
- "MLSUMClusteringP2P": 43.5,
- "MLSUMClusteringS2S": 30.99,
- "MasakhaNEWSClusteringP2P (fra)": 49.71,
- "MasakhaNEWSClusteringS2S (fra)": 42.23
+ "Model": "tart-dual-contriever-msmarco"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bert-base-multilingual-uncased",
- "OpusparcusPC (fr)": 87.43,
- "PawsX (fr)": 53.22
+ "Model": "tart-dual-contriever-msmarco"
}
]
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"Reranking": {
"map": [
{
- "Model": "bert-base-multilingual-uncased",
- "AlloprofReranking": 38.85,
- "SyntecReranking": 66.4
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}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bert-base-multilingual-uncased",
- "AlloprofRetrieval": 5.51,
+ "Model": "tart-dual-contriever-msmarco"
+ }
+ ]
+ },
+ "STS": {
+ "spearman": [
+ {
+ "Model": "tart-dual-contriever-msmarco"
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "tart-dual-contriever-msmarco"
+ }
+ ]
+ },
+ "InstructionRetrieval": {
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+ {
+ "Model": "tart-dual-contriever-msmarco",
+ "Core17InstructionRetrieval": -3.04,
+ "News21InstructionRetrieval": -2.98,
+ "Robust04InstructionRetrieval": -8.98
+ }
+ ]
+ }
+ },
+ "bert-base-15lang-cased": {
+ "BitextMining": {
+ "f1": [
+ {
+ "Model": "bert-base-15lang-cased"
+ }
+ ]
+ },
+ "Classification": {
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+ "AmazonReviewsClassification (fr)": 29.35,
+ "MTOPDomainClassification (fr)": 63.7,
+ "MTOPIntentClassification (fr)": 37.85,
+ "MasakhaNEWSClassification (fra)": 63.89,
+ "MassiveIntentClassification (fr)": 37.28,
+ "MassiveScenarioClassification (fr)": 44.47
+ }
+ ]
+ },
+ "Clustering": {
+ "v_measure": [
+ {
+ "Model": "bert-base-15lang-cased",
+ "AlloProfClusteringP2P": 53.16,
+ "AlloProfClusteringS2S": 43.43,
+ "HALClusteringS2S": 20.26,
+ "MLSUMClusteringP2P": 41.22,
+ "MLSUMClusteringS2S": 31.88,
+ "MasakhaNEWSClusteringP2P (fra)": 24.23,
+ "MasakhaNEWSClusteringS2S (fra)": 24.46
+ }
+ ]
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+ "PairClassification": {
+ "ap": [
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+ "Model": "bert-base-15lang-cased",
+ "OpusparcusPC (fr)": 86.78,
+ "PawsXPairClassification (fr)": 53.38
+ }
+ ]
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+ "Reranking": {
+ "map": [
+ {
+ "Model": "bert-base-15lang-cased",
+ "AlloprofReranking": 36.21,
+ "SyntecReranking": 53.25
+ }
+ ]
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+ "Retrieval": {
+ "ndcg_at_10": [
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+ "AlloprofRetrieval": 1.61,
"BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 2.87,
- "SyntecRetrieval": 34.95,
- "XPQARetrieval (fr)": 26.12
+ "MintakaRetrieval (fr)": 3.55,
+ "SyntecRetrieval": 18.95,
+ "XPQARetrieval (fr)": 18.35
}
]
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"STS": {
"spearman": [
{
- "Model": "bert-base-multilingual-uncased",
- "SICKFr": 58.26,
- "STS22 (fr)": 56.47,
- "STSBenchmarkMultilingualSTS (fr)": 54.97
+ "Model": "bert-base-15lang-cased",
+ "SICKFr": 58.77,
+ "STS22 (fr)": 40.4,
+ "STSBenchmarkMultilingualSTS (fr)": 52.25
}
]
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"Summarization": {
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{
- "Model": "bert-base-multilingual-uncased",
- "SummEvalFr": 30.72
+ "Model": "bert-base-15lang-cased",
+ "SummEvalFr": 29.13
}
]
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"InstructionRetrieval": {
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{
- "Model": "bert-base-multilingual-uncased"
+ "Model": "bert-base-15lang-cased"
}
]
}
},
- "distiluse-base-multilingual-cased-v2": {
+ "USER-base": {
"BitextMining": {
"f1": [
{
- "Model": "distiluse-base-multilingual-cased-v2"
+ "Model": "USER-base",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 90.2
}
]
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"Classification": {
"accuracy": [
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- "AmazonCounterfactualClassification (de)": 68.14,
- "AmazonCounterfactualClassification (en)": 71.81,
- "AmazonCounterfactualClassification (en-ext)": 72.96,
- "AmazonCounterfactualClassification (ja)": 65.39,
- "AmazonPolarityClassification": 68.0,
- "AmazonReviewsClassification (de)": 35.03,
- "AmazonReviewsClassification (en)": 35.45,
- "AmazonReviewsClassification (es)": 36.24,
- "AmazonReviewsClassification (fr)": 35.7,
- "AmazonReviewsClassification (ja)": 31.08,
- "AmazonReviewsClassification (zh)": 33.89,
- "Banking77Classification": 71.48,
- "CBD": 60.0,
- "EmotionClassification": 40.04,
- "ImdbClassification": 61.52,
- "MTOPDomainClassification (de)": 86.19,
- "MTOPDomainClassification (en)": 91.59,
- "MTOPDomainClassification (es)": 87.75,
- "MTOPDomainClassification (fr)": 84.61,
- "MTOPDomainClassification (hi)": 76.41,
- "MTOPDomainClassification (th)": 73.62,
- "MTOPIntentClassification (de)": 59.21,
- "MTOPIntentClassification (en)": 66.4,
- "MTOPIntentClassification (es)": 57.21,
- "MTOPIntentClassification (fr)": 53.41,
- "MTOPIntentClassification (hi)": 45.54,
- "MTOPIntentClassification (th)": 47.73,
- "MasakhaNEWSClassification (fra)": 76.87,
- "MassiveIntentClassification (af)": 40.02,
- "MassiveIntentClassification (am)": 2.35,
- "MassiveIntentClassification (ar)": 43.14,
- "MassiveIntentClassification (az)": 25.6,
- "MassiveIntentClassification (bn)": 4.84,
- "MassiveIntentClassification (cy)": 15.43,
- "MassiveIntentClassification (da)": 52.33,
- "MassiveIntentClassification (de)": 51.57,
- "MassiveIntentClassification (el)": 49.65,
- "MassiveIntentClassification (en)": 66.71,
- "MassiveIntentClassification (es)": 56.57,
- "MassiveIntentClassification (fa)": 55.36,
- "MassiveIntentClassification (fi)": 45.72,
- "MassiveIntentClassification (fr)": 57.02,
- "MassiveIntentClassification (he)": 46.74,
- "MassiveIntentClassification (hi)": 48.55,
- "MassiveIntentClassification (hu)": 50.65,
- "MassiveIntentClassification (hy)": 40.79,
- "MassiveIntentClassification (id)": 56.0,
- "MassiveIntentClassification (is)": 16.08,
- "MassiveIntentClassification (it)": 57.65,
- "MassiveIntentClassification (ja)": 55.33,
- "MassiveIntentClassification (jv)": 28.16,
- "MassiveIntentClassification (ka)": 29.41,
- "MassiveIntentClassification (km)": 4.79,
- "MassiveIntentClassification (kn)": 3.37,
- "MassiveIntentClassification (ko)": 49.97,
- "MassiveIntentClassification (lv)": 44.31,
- "MassiveIntentClassification (ml)": 3.24,
- "MassiveIntentClassification (mn)": 40.37,
- "MassiveIntentClassification (ms)": 47.97,
- "MassiveIntentClassification (my)": 38.48,
- "MassiveIntentClassification (nb)": 46.01,
- "MassiveIntentClassification (nl)": 58.29,
- "MassiveIntentClassification (pl)": 53.1,
- "MassiveIntentClassification (pt)": 58.63,
- "MassiveIntentClassification (ro)": 50.63,
- "MassiveIntentClassification (ru)": 57.96,
- "MassiveIntentClassification (sl)": 50.66,
- "MassiveIntentClassification (sq)": 50.25,
- "MassiveIntentClassification (sv)": 52.41,
- "MassiveIntentClassification (sw)": 19.29,
- "MassiveIntentClassification (ta)": 3.79,
- "MassiveIntentClassification (te)": 3.36,
- "MassiveIntentClassification (th)": 45.28,
- "MassiveIntentClassification (tl)": 28.44,
- "MassiveIntentClassification (tr)": 50.47,
- "MassiveIntentClassification (ur)": 46.03,
- "MassiveIntentClassification (vi)": 45.25,
- "MassiveIntentClassification (zh-CN)": 59.22,
- "MassiveIntentClassification (zh-TW)": 54.96,
- "MassiveScenarioClassification (af)": 53.67,
- "MassiveScenarioClassification (am)": 7.72,
- "MassiveScenarioClassification (ar)": 52.19,
- "MassiveScenarioClassification (az)": 34.75,
- "MassiveScenarioClassification (bn)": 10.65,
- "MassiveScenarioClassification (cy)": 21.24,
- "MassiveScenarioClassification (da)": 62.55,
- "MassiveScenarioClassification (de)": 61.4,
- "MassiveScenarioClassification (el)": 60.68,
- "MassiveScenarioClassification (en)": 74.0,
- "MassiveScenarioClassification (es)": 64.61,
- "MassiveScenarioClassification (fa)": 59.24,
- "MassiveScenarioClassification (fi)": 54.66,
- "MassiveScenarioClassification (fr)": 65.2,
- "MassiveScenarioClassification (he)": 54.74,
- "MassiveScenarioClassification (hi)": 55.99,
- "MassiveScenarioClassification (hu)": 61.2,
- "MassiveScenarioClassification (hy)": 49.63,
- "MassiveScenarioClassification (id)": 65.25,
- "MassiveScenarioClassification (is)": 22.6,
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- "MassiveScenarioClassification (ja)": 62.32,
- "MassiveScenarioClassification (jv)": 35.77,
- "MassiveScenarioClassification (ka)": 39.08,
- "MassiveScenarioClassification (km)": 9.24,
- "MassiveScenarioClassification (kn)": 8.28,
- "MassiveScenarioClassification (ko)": 57.6,
- "MassiveScenarioClassification (lv)": 51.72,
- "MassiveScenarioClassification (ml)": 8.25,
- "MassiveScenarioClassification (mn)": 47.21,
- "MassiveScenarioClassification (ms)": 55.65,
- "MassiveScenarioClassification (my)": 43.31,
- "MassiveScenarioClassification (nb)": 54.98,
- "MassiveScenarioClassification (nl)": 67.49,
- "MassiveScenarioClassification (pl)": 61.29,
- "MassiveScenarioClassification (pt)": 64.26,
- "MassiveScenarioClassification (ro)": 58.03,
- "MassiveScenarioClassification (ru)": 65.41,
- "MassiveScenarioClassification (sl)": 59.36,
- "MassiveScenarioClassification (sq)": 62.69,
- "MassiveScenarioClassification (sv)": 64.35,
- "MassiveScenarioClassification (sw)": 25.12,
- "MassiveScenarioClassification (ta)": 8.67,
- "MassiveScenarioClassification (te)": 7.82,
- "MassiveScenarioClassification (th)": 54.65,
- "MassiveScenarioClassification (tl)": 36.09,
- "MassiveScenarioClassification (tr)": 60.89,
- "MassiveScenarioClassification (ur)": 54.71,
- "MassiveScenarioClassification (vi)": 55.15,
- "MassiveScenarioClassification (zh-CN)": 66.44,
- "MassiveScenarioClassification (zh-TW)": 62.89,
- "PAC": 68.17,
- "PolEmo2.0-IN": 48.84,
- "PolEmo2.0-OUT": 30.0,
- "ToxicConversationsClassification": 69.09,
- "TweetSentimentExtractionClassification": 59.97
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+ "GeoreviewClassification (rus-Cyrl)": 47.23,
+ "HeadlineClassification (rus-Cyrl)": 74.88,
+ "InappropriatenessClassification (rus-Cyrl)": 61.94,
+ "KinopoiskClassification (rus-Cyrl)": 55.69,
+ "MassiveIntentClassification (rus-Cyrl)": 65.57,
+ "MassiveScenarioClassification (rus-Cyrl)": 68.33,
+ "RuReviewsClassification (rus-Cyrl)": 66.44,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.55,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.28
}
]
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"Clustering": {
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{
- "Model": "distiluse-base-multilingual-cased-v2",
- "8TagsClustering": 12.51,
- "AlloProfClusteringP2P": 55.95,
- "AlloProfClusteringS2S": 35.39,
- "ArxivClusteringP2P": 33.59,
- "HALClusteringS2S": 18.2,
- "MLSUMClusteringP2P": 40.17,
- "MLSUMClusteringS2S": 34.65,
- "MasakhaNEWSClusteringP2P (fra)": 53.76,
- "MasakhaNEWSClusteringS2S (fra)": 32.76
+ "Model": "USER-base",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 64.16,
+ "MLSUMClusteringP2P (rus-Cyrl)": 48.09,
+ "MLSUMClusteringS2S (rus-Cyrl)": 45.73,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.38,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.73
}
]
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"PairClassification": {
"ap": [
{
- "Model": "distiluse-base-multilingual-cased-v2",
- "CDSC-E": 71.83,
- "OpusparcusPC (fr)": 92.07,
- "PPC": 86.83,
- "PSC": 96.35,
- "PawsX (fr)": 51.08,
- "SICK-E-PL": 62.05,
- "SprintDuplicateQuestions": 87.15,
- "TwitterSemEval2015": 61.67,
- "TwitterURLCorpus": 84.02
+ "Model": "USER-base",
+ "OpusparcusPC (rus-Cyrl)": 91.65,
+ "TERRa (rus-Cyrl)": 60.02
}
]
},
"Reranking": {
"map": [
{
- "Model": "distiluse-base-multilingual-cased-v2",
- "AlloprofReranking": 51.77,
- "AskUbuntuDupQuestions": 53.75,
- "MindSmallReranking": 30.39,
- "SciDocsRR": 69.22,
- "StackOverflowDupQuestions": 41.92,
- "SyntecReranking": 74.78
+ "Model": "USER-base",
+ "RuBQReranking (rus-Cyrl)": 64.42
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "distiluse-base-multilingual-cased-v2",
- "AlloprofRetrieval": 26.99,
- "ArguAna-PL": 36.7,
- "BSARDRetrieval": 0.0,
- "DBPedia-PL": 12.36,
- "FiQA-PL": 8.02,
- "HotpotQA-PL": 20.83,
- "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
+ "Model": "USER-base",
+ "RiaNewsRetrieval (rus-Cyrl)": 77.83,
+ "RuBQRetrieval (rus-Cyrl)": 56.86
}
]
},
"STS": {
"spearman": [
{
- "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
+ "Model": "USER-base",
+ "RUParaPhraserSTS (rus-Cyrl)": 73.56,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 82.26,
+ "STS22 (rus-Cyrl)": 63.39,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "distiluse-base-multilingual-cased-v2",
- "SummEvalFr": 28.12
+ "Model": "USER-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "distiluse-base-multilingual-cased-v2"
+ "Model": "USER-base"
}
]
}
},
- "e5-small": {
+ "sentence-t5-base": {
"BitextMining": {
"f1": [
{
- "Model": "e5-small",
- "BornholmBitextMining": 40.27
+ "Model": "sentence-t5-base"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "e5-small",
- "AngryTweetsClassification": 43.6,
- "DKHateClassification": 57.57,
- "DanishPoliticalCommentsClassification": 28.37,
- "LccSentimentClassification": 40.27,
- "MassiveIntentClassification (da)": 41.89,
- "MassiveIntentClassification (nb)": 40.25,
- "MassiveIntentClassification (sv)": 40.07,
- "MassiveScenarioClassification (da)": 49.93,
- "MassiveScenarioClassification (nb)": 48.58,
- "MassiveScenarioClassification (sv)": 47.06,
- "NoRecClassification": 41.84,
- "NordicLangClassification": 53.47,
- "NorwegianParliament": 56.57,
- "ScalaDaClassification": 50.15,
- "ScalaNbClassification": 50.03
- }
- ]
- },
- "Clustering": {
- "v_measure": [
- {
- "Model": "e5-small"
- }
- ]
- },
- "PairClassification": {
- "ap": [
- {
- "Model": "e5-small"
- }
- ]
- },
- "Reranking": {
- "map": [
- {
- "Model": "e5-small"
- }
- ]
- },
- "Retrieval": {
- "ndcg_at_10": [
- {
- "Model": "e5-small"
- }
- ]
- },
- "STS": {
- "spearman": [
- {
- "Model": "e5-small"
- }
- ]
- },
- "Summarization": {
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- {
- "Model": "e5-small"
- }
- ]
- },
- "InstructionRetrieval": {
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- {
- "Model": "e5-small"
- }
- ]
- }
- },
- "flaubert_large_cased": {
- "BitextMining": {
- "f1": [
- {
- "Model": "flaubert_large_cased"
- }
- ]
- },
- "Classification": {
- "accuracy": [
- {
- "Model": "flaubert_large_cased",
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- "MTOPDomainClassification (fr)": 24.27,
- "MTOPIntentClassification (fr)": 9.79,
- "MasakhaNEWSClassification (fra)": 55.64,
- "MassiveIntentClassification (fr)": 16.41,
- "MassiveScenarioClassification (fr)": 22.72
+ "Model": "sentence-t5-base",
+ "AmazonCounterfactualClassification (de)": 69.98,
+ "AmazonCounterfactualClassification (en)": 75.82,
+ "AmazonCounterfactualClassification (en-ext)": 76.81,
+ "AmazonCounterfactualClassification (ja)": 46.05,
+ "AmazonPolarityClassification": 85.12,
+ "AmazonReviewsClassification (de)": 37.9,
+ "AmazonReviewsClassification (en)": 44.94,
+ "AmazonReviewsClassification (es)": 37.33,
+ "AmazonReviewsClassification (fr)": 37.35,
+ "AmazonReviewsClassification (ja)": 22.29,
+ "AmazonReviewsClassification (zh)": 21.53,
+ "Banking77Classification": 76.48,
+ "EmotionClassification": 51.35,
+ "ImdbClassification": 77.34,
+ "MTOPDomainClassification (de)": 76.98,
+ "MTOPDomainClassification (en)": 90.34,
+ "MTOPDomainClassification (es)": 73.61,
+ "MTOPDomainClassification (fr)": 75.03,
+ "MTOPDomainClassification (hi)": 21.4,
+ "MTOPDomainClassification (th)": 16.21,
+ "MTOPIntentClassification (de)": 44.43,
+ "MTOPIntentClassification (en)": 63.32,
+ "MTOPIntentClassification (es)": 42.03,
+ "MTOPIntentClassification (fr)": 43.85,
+ "MTOPIntentClassification (hi)": 3.8,
+ "MTOPIntentClassification (th)": 5.21,
+ "MasakhaNEWSClassification (fra)": 81.21,
+ "MassiveIntentClassification (af)": 34.32,
+ "MassiveIntentClassification (am)": 2.38,
+ "MassiveIntentClassification (ar)": 4.53,
+ "MassiveIntentClassification (az)": 31.76,
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+ "MassiveIntentClassification (cy)": 28.94,
+ "MassiveIntentClassification (da)": 38.82,
+ "MassiveIntentClassification (de)": 45.23,
+ "MassiveIntentClassification (el)": 10.05,
+ "MassiveIntentClassification (en)": 69.74,
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+ "MassiveIntentClassification (fi)": 33.52,
+ "MassiveIntentClassification (fr)": 51.13,
+ "MassiveIntentClassification (he)": 2.63,
+ "MassiveIntentClassification (hi)": 2.68,
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+ "MassiveIntentClassification (id)": 35.5,
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+ "MassiveIntentClassification (it)": 45.59,
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+ "MassiveIntentClassification (jv)": 31.15,
+ "MassiveIntentClassification (ka)": 2.77,
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+ "MassiveIntentClassification (kn)": 2.59,
+ "MassiveIntentClassification (ko)": 2.34,
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+ "MassiveIntentClassification (mn)": 14.7,
+ "MassiveIntentClassification (ms)": 33.12,
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+ "MassiveIntentClassification (nl)": 37.96,
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+ "MassiveIntentClassification (ro)": 42.69,
+ "MassiveIntentClassification (ru)": 14.82,
+ "MassiveIntentClassification (sl)": 34.54,
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+ "MassiveIntentClassification (sv)": 35.98,
+ "MassiveIntentClassification (sw)": 32.14,
+ "MassiveIntentClassification (ta)": 1.41,
+ "MassiveIntentClassification (te)": 2.5,
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+ "MassiveIntentClassification (tr)": 33.77,
+ "MassiveIntentClassification (ur)": 2.99,
+ "MassiveIntentClassification (vi)": 22.62,
+ "MassiveIntentClassification (zh-CN)": 1.12,
+ "MassiveIntentClassification (zh-TW)": 4.63,
+ "MassiveScenarioClassification (af)": 44.45,
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+ "MassiveScenarioClassification (az)": 38.41,
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+ "MassiveScenarioClassification (en)": 72.32,
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+ "MassiveScenarioClassification (fr)": 59.92,
+ "MassiveScenarioClassification (he)": 7.86,
+ "MassiveScenarioClassification (hi)": 7.63,
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+ "MassiveScenarioClassification (hy)": 9.23,
+ "MassiveScenarioClassification (id)": 44.64,
+ "MassiveScenarioClassification (is)": 39.63,
+ "MassiveScenarioClassification (it)": 54.58,
+ "MassiveScenarioClassification (ja)": 4.96,
+ "MassiveScenarioClassification (jv)": 40.73,
+ "MassiveScenarioClassification (ka)": 7.51,
+ "MassiveScenarioClassification (km)": 8.73,
+ "MassiveScenarioClassification (kn)": 7.99,
+ "MassiveScenarioClassification (ko)": 6.03,
+ "MassiveScenarioClassification (lv)": 36.42,
+ "MassiveScenarioClassification (ml)": 6.96,
+ "MassiveScenarioClassification (mn)": 19.85,
+ "MassiveScenarioClassification (ms)": 43.18,
+ "MassiveScenarioClassification (my)": 9.46,
+ "MassiveScenarioClassification (nb)": 46.6,
+ "MassiveScenarioClassification (nl)": 50.0,
+ "MassiveScenarioClassification (pl)": 42.3,
+ "MassiveScenarioClassification (pt)": 52.24,
+ "MassiveScenarioClassification (ro)": 53.7,
+ "MassiveScenarioClassification (ru)": 20.69,
+ "MassiveScenarioClassification (sl)": 39.79,
+ "MassiveScenarioClassification (sq)": 50.16,
+ "MassiveScenarioClassification (sv)": 46.69,
+ "MassiveScenarioClassification (sw)": 40.48,
+ "MassiveScenarioClassification (ta)": 7.47,
+ "MassiveScenarioClassification (te)": 6.87,
+ "MassiveScenarioClassification (th)": 8.26,
+ "MassiveScenarioClassification (tl)": 48.94,
+ "MassiveScenarioClassification (tr)": 41.83,
+ "MassiveScenarioClassification (ur)": 9.77,
+ "MassiveScenarioClassification (vi)": 30.01,
+ "MassiveScenarioClassification (zh-CN)": 4.17,
+ "MassiveScenarioClassification (zh-TW)": 7.91,
+ "ToxicConversationsClassification": 68.2,
+ "TweetSentimentExtractionClassification": 62.71
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "flaubert_large_cased",
- "AlloProfClusteringP2P": 40.85,
- "AlloProfClusteringS2S": 21.76,
- "HALClusteringS2S": 5.26,
- "MLSUMClusteringP2P": 38.09,
- "MLSUMClusteringS2S": 18.71,
- "MasakhaNEWSClusteringP2P (fra)": 26.43,
- "MasakhaNEWSClusteringS2S (fra)": 24.68
+ "Model": "sentence-t5-base",
+ "AlloProfClusteringP2P": 58.44,
+ "AlloProfClusteringS2S": 35.93,
+ "ArxivClusteringP2P": 39.28,
+ "ArxivClusteringS2S": 27.26,
+ "BiorxivClusteringP2P": 33.99,
+ "BiorxivClusteringS2S": 22.92,
+ "BlurbsClusteringP2P": 30.59,
+ "BlurbsClusteringS2S": 11.57,
+ "HALClusteringS2S": 17.72,
+ "MLSUMClusteringP2P": 40.77,
+ "MLSUMClusteringS2S": 30.06,
+ "MasakhaNEWSClusteringP2P (fra)": 61.9,
+ "MasakhaNEWSClusteringS2S (fra)": 35.64,
+ "MedrxivClusteringP2P": 33.2,
+ "MedrxivClusteringS2S": 26.13,
+ "RedditClustering": 52.93,
+ "RedditClusteringP2P": 59.67,
+ "StackExchangeClustering": 63.13,
+ "StackExchangeClusteringP2P": 35.68,
+ "TenKGnadClusteringP2P": 44.88,
+ "TenKGnadClusteringS2S": 18.11,
+ "TwentyNewsgroupsClustering": 48.1
}
]
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"PairClassification": {
"ap": [
{
- "Model": "flaubert_large_cased",
- "OpusparcusPC (fr)": 74.78,
- "PawsX (fr)": 54.14
+ "Model": "sentence-t5-base",
+ "OpusparcusPC (fr)": 89.4,
+ "PawsXPairClassification (fr)": 55.35,
+ "SprintDuplicateQuestions": 91.23,
+ "TwitterSemEval2015": 78.25,
+ "TwitterURLCorpus": 86.05
}
]
},
"Reranking": {
"map": [
{
- "Model": "flaubert_large_cased",
- "AlloprofReranking": 26.29,
- "SyntecReranking": 42.8
+ "Model": "sentence-t5-base",
+ "AlloprofReranking": 50.12,
+ "AskUbuntuDupQuestions": 59.73,
+ "MindSmallReranking": 30.2,
+ "SciDocsRR": 73.96,
+ "StackOverflowDupQuestions": 48.46,
+ "SyntecReranking": 78.05
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "flaubert_large_cased",
- "AlloprofRetrieval": 0.58,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.26,
- "SyntecRetrieval": 1.58,
- "XPQARetrieval (fr)": 3.69
+ "Model": "sentence-t5-base",
+ "AlloprofRetrieval": 27.52,
+ "ArguAna": 44.85,
+ "BSARDRetrieval": 0.16,
+ "CQADupstackRetrieval": 35.23,
+ "ClimateFEVER": 10.37,
+ "DBPedia": 27.77,
+ "FEVER": 26.17,
+ "FiQA2018": 34.83,
+ "HotpotQA": 33.2,
+ "MSMARCO": 20.7,
+ "MintakaRetrieval (fr)": 21.04,
+ "NFCorpus": 28.65,
+ "NQ": 36.32,
+ "QuoraRetrieval": 85.49,
+ "SCIDOCS": 14.15,
+ "SciFact": 45.76,
+ "SyntecRetrieval": 67.0,
+ "TRECCOVID": 40.7,
+ "Touche2020": 20.3,
+ "XPQARetrieval (fr)": 45.19
}
]
},
"STS": {
"spearman": [
{
- "Model": "flaubert_large_cased",
- "SICKFr": 34.6,
- "STS22 (fr)": 48.52,
- "STSBenchmarkMultilingualSTS (fr)": 15.66
+ "Model": "sentence-t5-base",
+ "BIOSSES": 75.89,
+ "SICK-R": 80.18,
+ "SICKFr": 71.74,
+ "STS12": 78.05,
+ "STS13": 85.85,
+ "STS14": 82.19,
+ "STS15": 87.46,
+ "STS16": 84.03,
+ "STS17 (ar-ar)": 13.36,
+ "STS17 (en-ar)": -5.65,
+ "STS17 (en-de)": 67.11,
+ "STS17 (en-en)": 89.57,
+ "STS17 (en-tr)": -0.02,
+ "STS17 (es-en)": 47.72,
+ "STS17 (es-es)": 79.94,
+ "STS17 (fr-en)": 56.61,
+ "STS17 (it-en)": 30.46,
+ "STS17 (ko-ko)": 10.06,
+ "STS17 (nl-en)": 36.46,
+ "STS22 (ar)": 31.2,
+ "STS22 (de)": 42.08,
+ "STS22 (de-en)": 46.9,
+ "STS22 (de-fr)": 55.04,
+ "STS22 (de-pl)": 33.94,
+ "STS22 (en)": 62.66,
+ "STS22 (es)": 53.81,
+ "STS22 (es-en)": 65.19,
+ "STS22 (es-it)": 55.29,
+ "STS22 (fr)": 77.69,
+ "STS22 (fr-pl)": 28.17,
+ "STS22 (it)": 60.65,
+ "STS22 (pl)": 24.42,
+ "STS22 (pl-en)": 42.97,
+ "STS22 (ru)": 12.13,
+ "STS22 (tr)": 40.45,
+ "STS22 (zh)": 32.9,
+ "STS22 (zh-en)": 20.15,
+ "STSBenchmark": 85.52,
+ "STSBenchmarkMultilingualSTS (fr)": 74.04
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "flaubert_large_cased",
- "SummEvalFr": 29.25
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+ "SummEval": 31.39,
+ "SummEvalFr": 30.01
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "flaubert_large_cased"
+ "Model": "sentence-t5-base"
}
]
}
},
- "xlm-roberta-base": {
+ "st-polish-paraphrase-from-distilroberta": {
"BitextMining": {
"f1": [
{
- "Model": "xlm-roberta-base",
- "BornholmBitextMining": 4.42
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}
]
},
"Classification": {
"accuracy": [
{
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- "AmazonReviewsClassification (fr)": 26.75,
- "AngryTweetsClassification": 52.41,
- "DKHateClassification": 56.78,
- "DanishPoliticalCommentsClassification": 34.03,
- "LccSentimentClassification": 52.27,
- "MTOPDomainClassification (fr)": 43.83,
- "MTOPIntentClassification (fr)": 19.38,
- "MasakhaNEWSClassification (fra)": 60.5,
- "MassiveIntentClassification (da)": 41.06,
- "MassiveIntentClassification (nb)": 40.46,
- "MassiveIntentClassification (sv)": 45.12,
- "MassiveIntentClassification (fr)": 13.58,
- "MassiveScenarioClassification (da)": 43.91,
- "MassiveScenarioClassification (nb)": 44.83,
- "MassiveScenarioClassification (sv)": 47.35,
- "MassiveScenarioClassification (fr)": 23.21,
- "NoRecClassification": 46.28,
- "NordicLangClassification": 79.39,
- "NorwegianParliament": 56.75,
- "ScalaDaClassification": 57.3,
- "ScalaNbClassification": 58.33
+ "Model": "st-polish-paraphrase-from-distilroberta",
+ "AllegroReviews": 34.5,
+ "CBD": 70.27,
+ "MassiveIntentClassification (pl)": 64.81,
+ "MassiveScenarioClassification (pl)": 70.01,
+ "PAC": 64.6,
+ "PolEmo2.0-IN": 67.06,
+ "PolEmo2.0-OUT": 38.58
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "xlm-roberta-base",
- "AlloProfClusteringP2P": 52.24,
- "AlloProfClusteringS2S": 20.37,
- "HALClusteringS2S": 8.68,
- "MLSUMClusteringP2P": 40.44,
- "MLSUMClusteringS2S": 24.14,
- "MasakhaNEWSClusteringP2P (fra)": 29.29,
- "MasakhaNEWSClusteringS2S (fra)": 23.76
+ "Model": "st-polish-paraphrase-from-distilroberta",
+ "8TagsClustering": 31.68
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "xlm-roberta-base",
- "OpusparcusPC (fr)": 85.45,
- "PawsX (fr)": 51.35
+ "Model": "st-polish-paraphrase-from-distilroberta",
+ "CDSC-E": 75.99,
+ "PPC": 93.29,
+ "PSC": 99.1,
+ "SICK-E-PL": 79.63
}
]
},
"Reranking": {
"map": [
{
- "Model": "xlm-roberta-base",
- "AlloprofReranking": 25.58,
- "SyntecReranking": 43.75
+ "Model": "st-polish-paraphrase-from-distilroberta"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "xlm-roberta-base",
- "AlloprofRetrieval": 0.16,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.88,
- "SyntecRetrieval": 3.33,
- "XPQARetrieval (fr)": 11.65
+ "Model": "st-polish-paraphrase-from-distilroberta",
+ "ArguAna-PL": 49.42,
+ "DBPedia-PL": 19.82,
+ "FiQA-PL": 19.58,
+ "HotpotQA-PL": 23.47,
+ "MSMARCO-PL": 16.51,
+ "NFCorpus-PL": 22.49,
+ "NQ-PL": 19.83,
+ "Quora-PL": 81.17,
+ "SCIDOCS-PL": 12.15,
+ "SciFact-PL": 49.49,
+ "TRECCOVID-PL": 38.97
}
]
},
"STS": {
"spearman": [
{
- "Model": "xlm-roberta-base",
- "SICKFr": 48.62,
- "STS22 (fr)": 56.72,
- "STSBenchmarkMultilingualSTS (fr)": 46.23
+ "Model": "st-polish-paraphrase-from-distilroberta",
+ "CDSC-R": 89.62,
+ "SICK-R-PL": 76.37,
+ "STS22 (pl)": 40.36
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "xlm-roberta-base",
- "SummEvalFr": 29.14
+ "Model": "st-polish-paraphrase-from-distilroberta"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "xlm-roberta-base"
+ "Model": "st-polish-paraphrase-from-distilroberta"
}
]
}
},
- "sentence-croissant-llm-base": {
+ "jina-embeddings-v2-base-en": {
"BitextMining": {
"f1": [
{
- "Model": "sentence-croissant-llm-base"
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "sentence-croissant-llm-base",
- "AmazonReviewsClassification (fr)": 34.79,
- "MTOPDomainClassification (fr)": 85.52,
- "MTOPIntentClassification (fr)": 63.12,
- "MasakhaNEWSClassification (fra)": 79.29,
- "MassiveIntentClassification (fr)": 59.41,
- "MassiveScenarioClassification (fr)": 65.29
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "sentence-croissant-llm-base",
- "AlloProfClusteringP2P": 64.12,
- "AlloProfClusteringS2S": 32.52,
- "HALClusteringS2S": 23.4,
- "MLSUMClusteringP2P": 42.94,
- "MLSUMClusteringS2S": 33.91,
- "MasakhaNEWSClusteringP2P (fra)": 53.94,
- "MasakhaNEWSClusteringS2S (fra)": 41.05
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "sentence-croissant-llm-base",
- "OpusparcusPC (fr)": 91.42,
- "PawsX (fr)": 63.13
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
"Reranking": {
"map": [
{
- "Model": "sentence-croissant-llm-base",
- "AlloprofReranking": 53.0,
- "SyntecReranking": 82.9
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "sentence-croissant-llm-base",
- "AlloprofRetrieval": 29.97,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 21.31,
- "SyntecRetrieval": 74.2,
- "XPQARetrieval (fr)": 58.57
+ "Model": "jina-embeddings-v2-base-en",
+ "LEMBNarrativeQARetrieval": 37.89,
+ "LEMBNeedleRetrieval": 54.25,
+ "LEMBPasskeyRetrieval": 50.25,
+ "LEMBQMSumRetrieval": 38.87,
+ "LEMBSummScreenFDRetrieval": 93.48,
+ "LEMBWikimQARetrieval": 73.99
}
]
},
"STS": {
"spearman": [
{
- "Model": "sentence-croissant-llm-base",
- "SICKFr": 69.6,
- "STS22 (fr)": 78.77,
- "STSBenchmarkMultilingualSTS (fr)": 79.23
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "sentence-croissant-llm-base",
- "SummEvalFr": 29.04
+ "Model": "jina-embeddings-v2-base-en"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "sentence-croissant-llm-base"
+ "Model": "jina-embeddings-v2-base-en"
}
]
}
},
- "dfm-sentence-encoder-large-1": {
+ "text2vec-large-chinese": {
"BitextMining": {
"f1": [
{
- "Model": "dfm-sentence-encoder-large-1",
- "BornholmBitextMining": 15.93
+ "Model": "text2vec-large-chinese"
}
]
},
"Classification": {
"accuracy": [
{
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- "AngryTweetsClassification": 54.42,
- "DKHateClassification": 63.19,
- "DanishPoliticalCommentsClassification": 37.76,
- "LccSentimentClassification": 58.07,
- "MassiveIntentClassification (da)": 65.83,
- "MassiveIntentClassification (nb)": 57.57,
- "MassiveIntentClassification (sv)": 55.39,
- "MassiveScenarioClassification (da)": 71.61,
- "MassiveScenarioClassification (nb)": 63.66,
- "MassiveScenarioClassification (sv)": 57.16,
- "NoRecClassification": 50.46,
- "NordicLangClassification": 75.98,
- "NorwegianParliament": 57.66,
- "ScalaDaClassification": 66.09,
- "ScalaNbClassification": 62.69
+ "Model": "text2vec-large-chinese",
+ "AmazonReviewsClassification (zh)": 33.77,
+ "IFlyTek": 41.54,
+ "JDReview": 81.56,
+ "MassiveIntentClassification (zh-CN)": 63.23,
+ "MassiveScenarioClassification (zh-CN)": 68.45,
+ "MultilingualSentiment": 58.97,
+ "OnlineShopping": 83.51,
+ "TNews": 38.92,
+ "Waimai": 76.01
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "dfm-sentence-encoder-large-1"
+ "Model": "text2vec-large-chinese",
+ "CLSClusteringP2P": 30.13,
+ "CLSClusteringS2S": 28.77,
+ "ThuNewsClusteringP2P": 35.05,
+ "ThuNewsClusteringS2S": 26.14
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "dfm-sentence-encoder-large-1"
+ "Model": "text2vec-large-chinese",
+ "Cmnli": 77.67,
+ "Ocnli": 64.04
}
]
},
"Reranking": {
"map": [
{
- "Model": "dfm-sentence-encoder-large-1"
+ "Model": "text2vec-large-chinese",
+ "CMedQAv1": 58.92,
+ "CMedQAv2": 60.41,
+ "MMarcoReranking": 12.48,
+ "T2Reranking": 64.82
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "dfm-sentence-encoder-large-1"
+ "Model": "text2vec-large-chinese",
+ "CmedqaRetrieval": 15.53,
+ "CovidRetrieval": 60.48,
+ "DuRetrieval": 51.87,
+ "EcomRetrieval": 37.58,
+ "MMarcoRetrieval": 45.96,
+ "MedicalRetrieval": 30.93,
+ "T2Retrieval": 50.52,
+ "VideoRetrieval": 42.65
}
]
},
"STS": {
"spearman": [
{
- "Model": "dfm-sentence-encoder-large-1"
+ "Model": "text2vec-large-chinese",
+ "AFQMC": 24.51,
+ "ATEC": 32.45,
+ "BQ": 44.22,
+ "LCQMC": 69.16,
+ "PAWSX": 14.55,
+ "QBQTC": 29.51,
+ "STS22 (zh)": 65.94,
+ "STSB": 79.45
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "dfm-sentence-encoder-large-1"
+ "Model": "text2vec-large-chinese"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "dfm-sentence-encoder-large-1"
+ "Model": "text2vec-large-chinese"
}
]
}
},
- "bge-large-zh-v1.5": {
+ "herbert-base-retrieval-v2": {
"BitextMining": {
"f1": [
{
- "Model": "bge-large-zh-v1.5"
+ "Model": "herbert-base-retrieval-v2"
}
]
},
"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
+ "Model": "herbert-base-retrieval-v2",
+ "AllegroReviews": 34.11,
+ "CBD": 68.35,
+ "MassiveIntentClassification (pl)": 65.53,
+ "MassiveScenarioClassification (pl)": 68.51,
+ "PAC": 68.4,
+ "PolEmo2.0-IN": 64.18,
+ "PolEmo2.0-OUT": 45.73
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-large-zh-v1.5",
- "CLSClusteringP2P": 41.44,
- "CLSClusteringS2S": 38.33,
- "ThuNewsClusteringP2P": 59.61,
- "ThuNewsClusteringS2S": 56.58
+ "Model": "herbert-base-retrieval-v2",
+ "8TagsClustering": 28.15
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-large-zh-v1.5",
- "Cmnli": 85.27,
- "Ocnli": 77.94
+ "Model": "herbert-base-retrieval-v2",
+ "CDSC-E": 63.31,
+ "PPC": 84.18,
+ "PSC": 98.87,
+ "SICK-E-PL": 54.93
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-large-zh-v1.5",
- "CMedQAv1": 83.45,
- "CMedQAv2": 85.44,
- "MMarcoReranking": 28.74,
- "T2Reranking": 65.74
+ "Model": "herbert-base-retrieval-v2"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-large-zh-v1.5",
- "CmedqaRetrieval": 42.57,
- "CovidRetrieval": 73.35,
- "DuRetrieval": 86.32,
- "EcomRetrieval": 65.33,
- "MMarcoRetrieval": 79.23,
- "MedicalRetrieval": 59.59,
- "T2Retrieval": 83.99,
- "VideoRetrieval": 73.32
+ "Model": "herbert-base-retrieval-v2",
+ "ArguAna-PL": 41.97,
+ "DBPedia-PL": 24.07,
+ "FiQA-PL": 24.25,
+ "HotpotQA-PL": 43.41,
+ "MSMARCO-PL": 51.56,
+ "NFCorpus-PL": 25.95,
+ "NQ-PL": 35.09,
+ "Quora-PL": 78.86,
+ "SCIDOCS-PL": 11.0,
+ "SciFact-PL": 51.92,
+ "TRECCOVID-PL": 42.64
}
]
},
"STS": {
"spearman": [
{
- "Model": "bge-large-zh-v1.5",
- "AFQMC": 44.36,
- "ATEC": 49.54,
- "BQ": 62.94,
- "LCQMC": 74.33,
- "PAWSX": 33.92,
- "QBQTC": 37.29,
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- "STSB": 78.7
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}
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}
]
}
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{
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- "TenKGnadClusteringS2S": 25.64
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+ "RedditClustering": 56.54,
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+ "TwentyNewsgroupsClustering": 49.86
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+ "Core17InstructionRetrieval": -2.9,
+ "News21InstructionRetrieval": -2.0,
+ "Robust04InstructionRetrieval": -6.73
}
]
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+ "BUCC (fr-en)": 98.39,
+ "BUCC (ru-en)": 97.62,
+ "BUCC (zh-en)": 97.7,
+ "Tatoeba (afr-eng)": 92.59,
+ "Tatoeba (amh-eng)": 80.82,
+ "Tatoeba (ang-eng)": 25.22,
+ "Tatoeba (ara-eng)": 90.14,
+ "Tatoeba (arq-eng)": 26.63,
+ "Tatoeba (arz-eng)": 66.16,
+ "Tatoeba (ast-eng)": 76.35,
+ "Tatoeba (awa-eng)": 33.74,
+ "Tatoeba (aze-eng)": 82.41,
+ "Tatoeba (bel-eng)": 79.54,
+ "Tatoeba (ben-eng)": 89.43,
+ "Tatoeba (ber-eng)": 77.63,
+ "Tatoeba (bos-eng)": 95.86,
+ "Tatoeba (bre-eng)": 31.2,
+ "Tatoeba (bul-eng)": 93.57,
+ "Tatoeba (cat-eng)": 95.8,
+ "Tatoeba (cbk-eng)": 77.17,
+ "Tatoeba (ceb-eng)": 9.93,
+ "Tatoeba (ces-eng)": 95.52,
+ "Tatoeba (cha-eng)": 14.86,
+ "Tatoeba (cmn-eng)": 85.62,
+ "Tatoeba (cor-eng)": 4.45,
+ "Tatoeba (csb-eng)": 27.03,
+ "Tatoeba (cym-eng)": 5.85,
+ "Tatoeba (dan-eng)": 95.22,
+ "Tatoeba (deu-eng)": 99.07,
+ "Tatoeba (dsb-eng)": 42.34,
+ "Tatoeba (dtp-eng)": 7.39,
+ "Tatoeba (ell-eng)": 96.2,
+ "Tatoeba (epo-eng)": 96.61,
+ "Tatoeba (est-eng)": 96.43,
+ "Tatoeba (eus-eng)": 93.32,
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+ "Tatoeba (fra-eng)": 94.28,
+ "Tatoeba (fry-eng)": 42.07,
+ "Tatoeba (gla-eng)": 1.52,
+ "Tatoeba (gle-eng)": 4.2,
+ "Tatoeba (glg-eng)": 96.14,
+ "Tatoeba (gsw-eng)": 27.52,
+ "Tatoeba (heb-eng)": 0.0,
+ "Tatoeba (hin-eng)": 95.32,
+ "Tatoeba (hrv-eng)": 96.72,
+ "Tatoeba (hsb-eng)": 45.75,
+ "Tatoeba (hun-eng)": 95.2,
+ "Tatoeba (hye-eng)": 88.72,
+ "Tatoeba (ido-eng)": 80.86,
+ "Tatoeba (ile-eng)": 87.88,
+ "Tatoeba (ina-eng)": 93.93,
+ "Tatoeba (ind-eng)": 92.98,
+ "Tatoeba (isl-eng)": 94.32,
+ "Tatoeba (ita-eng)": 94.32,
+ "Tatoeba (jav-eng)": 9.95,
+ "Tatoeba (jpn-eng)": 93.78,
+ "Tatoeba (kab-eng)": 65.88,
+ "Tatoeba (kat-eng)": 81.16,
+ "Tatoeba (kaz-eng)": 53.3,
+ "Tatoeba (khm-eng)": 74.19,
+ "Tatoeba (kor-eng)": 87.97,
+ "Tatoeba (kur-eng)": 19.09,
+ "Tatoeba (kzj-eng)": 4.46,
+ "Tatoeba (lat-eng)": 64.81,
+ "Tatoeba (lfn-eng)": 63.39,
+ "Tatoeba (lit-eng)": 96.2,
+ "Tatoeba (lvs-eng)": 95.33,
+ "Tatoeba (mal-eng)": 98.16,
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+ "Tatoeba (mhr-eng)": 6.86,
+ "Tatoeba (mkd-eng)": 93.63,
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+ "Tatoeba (nds-eng)": 77.13,
+ "Tatoeba (nld-eng)": 95.35,
+ "Tatoeba (nno-eng)": 72.75,
+ "Tatoeba (nob-eng)": 95.77,
+ "Tatoeba (nov-eng)": 60.02,
+ "Tatoeba (oci-eng)": 58.13,
+ "Tatoeba (orv-eng)": 23.24,
+ "Tatoeba (pam-eng)": 3.24,
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+ "Tatoeba (pms-eng)": 36.23,
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+ "Tatoeba (slk-eng)": 95.82,
+ "Tatoeba (slv-eng)": 95.4,
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+ "Tatoeba (sqi-eng)": 97.22,
+ "Tatoeba (srp-eng)": 93.64,
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+ "Tatoeba (swh-eng)": 55.66,
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+ "Tatoeba (tha-eng)": 96.38,
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+ "Tatoeba (xho-eng)": 4.68,
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- "ThuNewsClusteringS2S": 53.78
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- "MTOPIntentClassification (fr)": 37.87,
- "MasakhaNEWSClassification (fra)": 63.93,
- "MassiveIntentClassification (fr)": 37.28,
- "MassiveScenarioClassification (fr)": 44.5
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+ "AmazonCounterfactualClassification (de)": 67.82,
+ "AmazonCounterfactualClassification (en)": 76.84,
+ "AmazonCounterfactualClassification (en-ext)": 76.17,
+ "AmazonCounterfactualClassification (ja)": 68.76,
+ "AmazonPolarityClassification": 61.01,
+ "AmazonReviewsClassification (de)": 31.07,
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+ "AmazonReviewsClassification (es)": 32.72,
+ "AmazonReviewsClassification (fr)": 31.12,
+ "AmazonReviewsClassification (ja)": 28.94,
+ "AmazonReviewsClassification (zh)": 30.89,
+ "Banking77Classification": 57.76,
+ "EmotionClassification": 24.83,
+ "ImdbClassification": 57.58,
+ "MTOPDomainClassification (de)": 74.08,
+ "MTOPDomainClassification (en)": 75.36,
+ "MTOPDomainClassification (es)": 73.47,
+ "MTOPDomainClassification (fr)": 72.26,
+ "MTOPDomainClassification (hi)": 72.95,
+ "MTOPDomainClassification (th)": 72.68,
+ "MTOPIntentClassification (de)": 51.62,
+ "MTOPIntentClassification (en)": 49.47,
+ "MTOPIntentClassification (es)": 52.75,
+ "MTOPIntentClassification (fr)": 50.12,
+ "MTOPIntentClassification (hi)": 45.55,
+ "MTOPIntentClassification (th)": 50.07,
+ "MasakhaNEWSClassification (fra)": 65.9,
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+ "MassiveIntentClassification (am)": 12.7,
+ "MassiveIntentClassification (ar)": 37.16,
+ "MassiveIntentClassification (az)": 19.98,
+ "MassiveIntentClassification (bn)": 42.51,
+ "MassiveIntentClassification (cy)": 17.33,
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+ "MassiveIntentClassification (fa)": 45.01,
+ "MassiveIntentClassification (fi)": 45.94,
+ "MassiveIntentClassification (fr)": 46.13,
+ "MassiveIntentClassification (he)": 42.55,
+ "MassiveIntentClassification (hi)": 40.2,
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+ "MassiveIntentClassification (jv)": 24.3,
+ "MassiveIntentClassification (ka)": 22.7,
+ "MassiveIntentClassification (km)": 22.48,
+ "MassiveIntentClassification (kn)": 4.32,
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+ "MassiveIntentClassification (lv)": 39.75,
+ "MassiveIntentClassification (ml)": 41.33,
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+ "MassiveIntentClassification (pl)": 44.99,
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+ "MassiveIntentClassification (ro)": 44.3,
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+ "MassiveIntentClassification (tr)": 43.93,
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+ "MassiveIntentClassification (vi)": 44.33,
+ "MassiveIntentClassification (zh-CN)": 40.62,
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+ "MassiveScenarioClassification (ar)": 45.21,
+ "MassiveScenarioClassification (az)": 28.21,
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+ "MassiveScenarioClassification (cy)": 22.58,
+ "MassiveScenarioClassification (da)": 54.87,
+ "MassiveScenarioClassification (de)": 54.34,
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+ "MassiveScenarioClassification (fa)": 52.5,
+ "MassiveScenarioClassification (fi)": 52.63,
+ "MassiveScenarioClassification (fr)": 54.32,
+ "MassiveScenarioClassification (he)": 52.41,
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+ "MassiveScenarioClassification (hy)": 33.57,
+ "MassiveScenarioClassification (id)": 54.38,
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+ "MassiveScenarioClassification (it)": 54.84,
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+ "MassiveScenarioClassification (ka)": 26.92,
+ "MassiveScenarioClassification (km)": 27.23,
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+ "MassiveScenarioClassification (tr)": 52.56,
+ "MassiveScenarioClassification (ur)": 32.6,
+ "MassiveScenarioClassification (vi)": 50.97,
+ "MassiveScenarioClassification (zh-CN)": 50.22,
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- "MLSUMClusteringP2P": 40.96,
- "MLSUMClusteringS2S": 31.87,
- "MasakhaNEWSClusteringP2P (fra)": 24.23,
- "MasakhaNEWSClusteringS2S (fra)": 24.46
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+ "ArxivClusteringP2P": 17.77,
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+ "SprintDuplicateQuestions": 65.54,
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]
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"Reranking": {
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+ "SciDocsRR": 54.99,
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}
]
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- ]
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- ]
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+ "FiQA2018": 1.73,
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+ "STS17 (it-en)": 70.98,
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+ "STS17 (nl-en)": 68.12,
+ "STS22 (ar)": 42.57,
+ "STS22 (de)": 25.69,
+ "STS22 (de-en)": 32.35,
+ "STS22 (de-fr)": 37.41,
+ "STS22 (de-pl)": 15.67,
+ "STS22 (en)": 39.76,
+ "STS22 (es)": 54.92,
+ "STS22 (es-en)": 54.34,
+ "STS22 (es-it)": 42.21,
+ "STS22 (fr)": 58.61,
+ "STS22 (fr-pl)": 39.44,
+ "STS22 (it)": 60.31,
+ "STS22 (pl)": 18.34,
+ "STS22 (pl-en)": 53.63,
+ "STS22 (ru)": 39.24,
+ "STS22 (tr)": 36.97,
+ "STS22 (zh)": 49.41,
+ "STS22 (zh-en)": 46.19,
+ "STSBenchmark": 69.77,
+ "STSBenchmarkMultilingualSTS (fr)": 69.82
+ }
+ ]
+ },
+ "Summarization": {
+ "spearman": [
+ {
+ "Model": "LASER2",
+ "SummEval": 26.8,
+ "SummEvalFr": 31.56
+ }
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bert-base-10lang-cased"
+ "Model": "LASER2"
}
]
}
},
- "DanskBERT": {
+ "udever-bloom-1b1": {
"BitextMining": {
"f1": [
{
- "Model": "DanskBERT",
- "BornholmBitextMining": 6.34
+ "Model": "udever-bloom-1b1"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "DanskBERT",
- "AngryTweetsClassification": 54.28,
- "DKHateClassification": 59.3,
- "DanishPoliticalCommentsClassification": 39.81,
- "LccSentimentClassification": 58.0,
- "MassiveIntentClassification (da)": 54.68,
- "MassiveIntentClassification (nb)": 45.38,
- "MassiveIntentClassification (sv)": 40.82,
- "MassiveScenarioClassification (da)": 59.56,
- "MassiveScenarioClassification (nb)": 47.55,
- "MassiveScenarioClassification (sv)": 40.14,
- "NoRecClassification": 46.06,
- "NordicLangClassification": 74.25,
- "NorwegianParliament": 56.79,
- "ScalaDaClassification": 66.59,
- "ScalaNbClassification": 59.99
+ "Model": "udever-bloom-1b1",
+ "AmazonReviewsClassification (fr)": 35.12,
+ "MTOPDomainClassification (fr)": 69.24,
+ "MTOPIntentClassification (fr)": 51.25,
+ "MasakhaNEWSClassification (fra)": 80.83,
+ "MassiveIntentClassification (fr)": 43.21,
+ "MassiveScenarioClassification (fr)": 49.78
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "DanskBERT"
+ "Model": "udever-bloom-1b1",
+ "AlloProfClusteringP2P": 62.22,
+ "AlloProfClusteringS2S": 27.06,
+ "HALClusteringS2S": 13.86,
+ "MLSUMClusteringP2P": 44.11,
+ "MLSUMClusteringS2S": 30.47,
+ "MasakhaNEWSClusteringP2P (fra)": 40.2,
+ "MasakhaNEWSClusteringS2S (fra)": 27.35
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "DanskBERT"
+ "Model": "udever-bloom-1b1",
+ "OpusparcusPC (fr)": 85.54,
+ "PawsXPairClassification (fr)": 61.99
}
]
},
"Reranking": {
"map": [
{
- "Model": "DanskBERT"
+ "Model": "udever-bloom-1b1",
+ "AlloprofReranking": 39.13,
+ "SyntecReranking": 62.58
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "DanskBERT"
+ "Model": "udever-bloom-1b1",
+ "AlloprofRetrieval": 12.37,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 2.78,
+ "SyntecRetrieval": 40.57,
+ "XPQARetrieval (fr)": 33.82
}
]
},
"STS": {
"spearman": [
{
- "Model": "DanskBERT"
+ "Model": "udever-bloom-1b1",
+ "SICKFr": 59.94,
+ "STS22 (fr)": 77.1,
+ "STSBenchmarkMultilingualSTS (fr)": 49.97
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "DanskBERT"
+ "Model": "udever-bloom-1b1",
+ "SummEvalFr": 29.48
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "DanskBERT"
+ "Model": "udever-bloom-1b1"
}
]
}
},
- "e5-large": {
+ "deberta-v1-base": {
"BitextMining": {
"f1": [
{
- "Model": "e5-large",
- "BornholmBitextMining": 40.15
+ "Model": "deberta-v1-base",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 13.21
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "e5-large",
- "AngryTweetsClassification": 46.14,
- "DKHateClassification": 58.72,
- "DanishPoliticalCommentsClassification": 28.67,
- "LccSentimentClassification": 42.13,
- "MassiveIntentClassification (da)": 42.29,
- "MassiveIntentClassification (nb)": 40.63,
- "MassiveIntentClassification (sv)": 40.69,
- "MassiveScenarioClassification (da)": 52.95,
- "MassiveScenarioClassification (nb)": 51.91,
- "MassiveScenarioClassification (sv)": 50.97,
- "NoRecClassification": 41.83,
- "NordicLangClassification": 58.3,
- "NorwegianParliament": 57.26,
- "ScalaDaClassification": 49.9,
- "ScalaNbClassification": 50.13
+ "Model": "deberta-v1-base",
+ "GeoreviewClassification (rus-Cyrl)": 40.19,
+ "HeadlineClassification (rus-Cyrl)": 78.75,
+ "InappropriatenessClassification (rus-Cyrl)": 61.33,
+ "KinopoiskClassification (rus-Cyrl)": 48.78,
+ "MassiveIntentClassification (rus-Cyrl)": 61.32,
+ "MassiveScenarioClassification (rus-Cyrl)": 64.71,
+ "RuReviewsClassification (rus-Cyrl)": 55.66,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.53,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 41.34
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "e5-large"
+ "Model": "deberta-v1-base",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 58.79,
+ "MLSUMClusteringP2P (rus-Cyrl)": 47.33,
+ "MLSUMClusteringS2S (rus-Cyrl)": 44.6,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 36.66,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 33.31
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "e5-large"
+ "Model": "deberta-v1-base",
+ "OpusparcusPC (rus-Cyrl)": 83.31,
+ "TERRa (rus-Cyrl)": 53.78
}
]
},
"Reranking": {
"map": [
{
- "Model": "e5-large"
+ "Model": "deberta-v1-base",
+ "RuBQReranking (rus-Cyrl)": 34.01
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-large"
+ "Model": "deberta-v1-base",
+ "RiaNewsRetrieval (rus-Cyrl)": 4.84,
+ "RuBQRetrieval (rus-Cyrl)": 10.15
}
]
},
"STS": {
"spearman": [
{
- "Model": "e5-large"
+ "Model": "deberta-v1-base",
+ "RUParaPhraserSTS (rus-Cyrl)": 54.03,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 58.47,
+ "STS22 (rus-Cyrl)": 47.67,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 58.45
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "e5-large"
+ "Model": "deberta-v1-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-large"
+ "Model": "deberta-v1-base"
}
]
}
},
- "voyage-lite-01-instruct": {
+ "gte-Qwen2-7B-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "voyage-lite-01-instruct"
+ "Model": "gte-Qwen2-7B-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "voyage-lite-01-instruct",
- "AmazonCounterfactualClassification (en)": 71.43,
- "AmazonPolarityClassification": 96.41,
- "AmazonReviewsClassification (en)": 57.06,
- "Banking77Classification": 81.64,
- "EmotionClassification": 48.29,
- "ImdbClassification": 95.49,
- "MTOPDomainClassification (en)": 96.3,
- "MTOPIntentClassification (en)": 67.93,
- "MassiveIntentClassification (en)": 71.29,
- "MassiveScenarioClassification (en)": 76.74,
- "ToxicConversationsClassification": 75.45,
- "TweetSentimentExtractionClassification": 59.44
+ "Model": "gte-Qwen2-7B-instruct"
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "voyage-lite-01-instruct",
- "ArxivClusteringP2P": 47.92,
- "ArxivClusteringS2S": 42.42,
- "BiorxivClusteringP2P": 38.72,
- "BiorxivClusteringS2S": 36.6,
- "MedrxivClusteringP2P": 34.04,
- "MedrxivClusteringS2S": 32.81,
- "RedditClustering": 61.56,
- "RedditClusteringP2P": 65.35,
- "StackExchangeClustering": 70.16,
- "StackExchangeClusteringP2P": 38.23,
- "TwentyNewsgroupsClustering": 53.56
+ "Model": "gte-Qwen2-7B-instruct"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "voyage-lite-01-instruct",
- "SprintDuplicateQuestions": 96.01,
- "TwitterSemEval2015": 76.87,
- "TwitterURLCorpus": 86.84
+ "Model": "gte-Qwen2-7B-instruct"
}
]
},
"Reranking": {
"map": [
{
- "Model": "voyage-lite-01-instruct",
- "AskUbuntuDupQuestions": 65.77,
- "MindSmallReranking": 31.69,
- "SciDocsRR": 87.03,
- "StackOverflowDupQuestions": 54.49
+ "Model": "gte-Qwen2-7B-instruct"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "voyage-lite-01-instruct",
- "ArguAna": 58.73,
- "CQADupstackRetrieval": 45.11,
- "ClimateFEVER": 37.47,
- "DBPedia": 43.42,
- "FEVER": 89.71,
- "FiQA2018": 44.79,
- "HotpotQA": 70.46,
- "MSMARCO": 39.66,
- "NFCorpus": 43.33,
- "NQ": 60.65,
- "QuoraRetrieval": 87.83,
- "SCIDOCS": 23.19,
- "SciFact": 73.64,
- "TRECCOVID": 78.92,
- "Touche2020": 36.83
+ "Model": "gte-Qwen2-7B-instruct",
+ "BrightRetrieval (earth_science)": 40.66,
+ "BrightRetrieval (sustainable_living)": 20.82,
+ "BrightRetrieval (theoremqa_theorems)": 28.15,
+ "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
}
]
},
"STS": {
"spearman": [
{
- "Model": "voyage-lite-01-instruct",
- "BIOSSES": 84.85,
- "SICK-R": 79.71,
- "STS12": 77.09,
- "STS13": 88.91,
- "STS14": 82.08,
- "STS15": 89.21,
- "STS16": 84.74,
- "STS17 (en-en)": 90.73,
- "STS22 (en)": 62.1,
- "STSBenchmark": 89.86
+ "Model": "gte-Qwen2-7B-instruct"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "voyage-lite-01-instruct",
- "SummEval": 30.97
+ "Model": "gte-Qwen2-7B-instruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "voyage-lite-01-instruct"
+ "Model": "gte-Qwen2-7B-instruct"
}
]
}
},
- "LLM2Vec-Sheared-Llama-supervised": {
+ "contriever-base-msmarco": {
"BitextMining": {
"f1": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised"
+ "Model": "contriever-base-msmarco"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised",
- "AmazonCounterfactualClassification (en)": 77.42,
- "AmazonPolarityClassification": 82.05,
- "AmazonReviewsClassification (en)": 40.81,
- "Banking77Classification": 86.01,
- "EmotionClassification": 48.38,
- "ImdbClassification": 75.33,
- "MTOPDomainClassification (en)": 94.09,
- "MTOPIntentClassification (en)": 77.05,
- "MassiveIntentClassification (en)": 75.58,
- "MassiveScenarioClassification (en)": 79.16,
- "ToxicConversationsClassification": 69.92,
- "TweetSentimentExtractionClassification": 60.76
+ "Model": "contriever-base-msmarco",
+ "AmazonCounterfactualClassification (en)": 72.19,
+ "AmazonPolarityClassification": 68.63,
+ "AmazonReviewsClassification (en)": 37.42,
+ "Banking77Classification": 80.02,
+ "EmotionClassification": 44.77,
+ "ImdbClassification": 67.04,
+ "MTOPDomainClassification (en)": 93.18,
+ "MTOPIntentClassification (en)": 69.31,
+ "MassiveIntentClassification (en)": 67.78,
+ "MassiveScenarioClassification (en)": 76.0,
+ "ToxicConversationsClassification": 67.77,
+ "TweetSentimentExtractionClassification": 56.1
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised",
- "ArxivClusteringP2P": 43.47,
- "ArxivClusteringS2S": 39.85,
- "BiorxivClusteringP2P": 37.1,
- "BiorxivClusteringS2S": 34.28,
- "MedrxivClusteringP2P": 33.55,
- "MedrxivClusteringS2S": 31.11,
- "RedditClustering": 53.02,
- "RedditClusteringP2P": 60.47,
- "StackExchangeClustering": 63.04,
- "StackExchangeClusteringP2P": 34.01,
- "TwentyNewsgroupsClustering": 49.37
+ "Model": "contriever-base-msmarco",
+ "ArxivClusteringP2P": 42.61,
+ "ArxivClusteringS2S": 32.32,
+ "BiorxivClusteringP2P": 34.97,
+ "BiorxivClusteringS2S": 29.08,
+ "MedrxivClusteringP2P": 31.19,
+ "MedrxivClusteringS2S": 27.27,
+ "RedditClustering": 54.89,
+ "RedditClusteringP2P": 57.58,
+ "StackExchangeClustering": 63.15,
+ "StackExchangeClusteringP2P": 32.25,
+ "TwentyNewsgroupsClustering": 46.82
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised",
- "SprintDuplicateQuestions": 96.25,
- "TwitterSemEval2015": 76.14,
- "TwitterURLCorpus": 86.23
+ "Model": "contriever-base-msmarco",
+ "SprintDuplicateQuestions": 95.55,
+ "TwitterSemEval2015": 66.85,
+ "TwitterURLCorpus": 85.21
}
]
},
"Reranking": {
"map": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised",
- "AskUbuntuDupQuestions": 60.71,
- "MindSmallReranking": 31.96,
- "SciDocsRR": 79.23,
- "StackOverflowDupQuestions": 49.61
+ "Model": "contriever-base-msmarco",
+ "AskUbuntuDupQuestions": 56.69,
+ "MindSmallReranking": 31.58,
+ "SciDocsRR": 76.51,
+ "StackOverflowDupQuestions": 47.78
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised",
- "ArguAna": 51.66,
- "CQADupstackRetrieval": 41.73,
- "ClimateFEVER": 33.49,
- "DBPedia": 43.58,
- "FEVER": 86.81,
- "FiQA2018": 41.0,
- "HotpotQA": 63.85,
- "MSMARCO": 38.32,
- "NFCorpus": 37.12,
- "NQ": 53.89,
- "QuoraRetrieval": 87.37,
- "SCIDOCS": 17.96,
- "SciFact": 72.08,
- "TRECCOVID": 80.41,
- "Touche2020": 22.31
+ "Model": "contriever-base-msmarco",
+ "ArguAna": 48.32,
+ "CQADupstackRetrieval": 33.67,
+ "ClimateFEVER": 24.79,
+ "DBPedia": 38.1,
+ "FEVER": 59.29,
+ "FiQA2018": 27.42,
+ "HotpotQA": 56.81,
+ "MSMARCO": 36.77,
+ "NFCorpus": 31.32,
+ "NQ": 41.83,
+ "QuoraRetrieval": 86.72,
+ "SCIDOCS": 17.12,
+ "SciFact": 65.51,
+ "TRECCOVID": 44.77,
+ "Touche2020": 15.79
}
]
},
"STS": {
"spearman": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised",
- "BIOSSES": 85.88,
- "SICK-R": 82.25,
- "STS12": 78.28,
- "STS13": 85.52,
- "STS14": 82.49,
- "STS15": 88.76,
- "STS16": 87.11,
- "STS17 (en-en)": 90.1,
- "STS22 (en)": 68.25,
- "STSBenchmark": 87.16
+ "Model": "contriever-base-msmarco",
+ "BIOSSES": 83.32,
+ "SICK-R": 70.2,
+ "STS12": 64.34,
+ "STS13": 80.03,
+ "STS14": 74.51,
+ "STS15": 83.3,
+ "STS16": 79.67,
+ "STS17 (en-en)": 86.32,
+ "STS22 (en)": 64.64,
+ "STSBenchmark": 78.81
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised",
- "SummEval": 30.01
+ "Model": "contriever-base-msmarco",
+ "SummEval": 30.36
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "LLM2Vec-Sheared-Llama-supervised"
+ "Model": "contriever-base-msmarco",
+ "Core17InstructionRetrieval": -2.48,
+ "News21InstructionRetrieval": -2.83,
+ "Robust04InstructionRetrieval": -6.12
}
]
}
},
- "electra-small-nordic": {
+ "unsup-simcse-bert-base-uncased": {
"BitextMining": {
"f1": [
{
- "Model": "electra-small-nordic",
- "BornholmBitextMining": 1.44
+ "Model": "unsup-simcse-bert-base-uncased"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "electra-small-nordic",
- "AngryTweetsClassification": 47.91,
- "DKHateClassification": 59.45,
- "DanishPoliticalCommentsClassification": 31.89,
- "LccSentimentClassification": 47.93,
- "MassiveIntentClassification (da)": 26.3,
- "MassiveIntentClassification (nb)": 24.6,
- "MassiveIntentClassification (sv)": 27.58,
- "MassiveScenarioClassification (da)": 28.93,
- "MassiveScenarioClassification (nb)": 27.3,
- "MassiveScenarioClassification (sv)": 29.93,
- "NoRecClassification": 45.44,
- "NordicLangClassification": 57.82,
- "NorwegianParliament": 53.25,
- "ScalaDaClassification": 70.41,
- "ScalaNbClassification": 75.28
+ "Model": "unsup-simcse-bert-base-uncased",
+ "AmazonCounterfactualClassification (en)": 67.09,
+ "AmazonPolarityClassification": 74.48,
+ "AmazonReviewsClassification (en)": 33.85,
+ "Banking77Classification": 73.55,
+ "EmotionClassification": 42.22,
+ "ImdbClassification": 69.63,
+ "MTOPDomainClassification (en)": 81.71,
+ "MTOPIntentClassification (en)": 59.23,
+ "MassiveIntentClassification (en)": 59.84,
+ "MassiveScenarioClassification (en)": 66.25,
+ "ToxicConversationsClassification": 68.82,
+ "TweetSentimentExtractionClassification": 53.36
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "electra-small-nordic"
+ "Model": "unsup-simcse-bert-base-uncased",
+ "ArxivClusteringP2P": 32.61,
+ "ArxivClusteringS2S": 24.68,
+ "BiorxivClusteringP2P": 24.9,
+ "BiorxivClusteringS2S": 19.55,
+ "MedrxivClusteringP2P": 23.6,
+ "MedrxivClusteringS2S": 21.97,
+ "RedditClustering": 32.18,
+ "RedditClusteringP2P": 45.14,
+ "StackExchangeClustering": 43.07,
+ "StackExchangeClusteringP2P": 28.5,
+ "TwentyNewsgroupsClustering": 23.21
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "electra-small-nordic"
+ "Model": "unsup-simcse-bert-base-uncased",
+ "SprintDuplicateQuestions": 69.41,
+ "TwitterSemEval2015": 60.21,
+ "TwitterURLCorpus": 81.37
}
]
},
"Reranking": {
"map": [
{
- "Model": "electra-small-nordic"
+ "Model": "unsup-simcse-bert-base-uncased",
+ "AskUbuntuDupQuestions": 51.57,
+ "MindSmallReranking": 28.62,
+ "SciDocsRR": 66.33,
+ "StackOverflowDupQuestions": 39.35
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "electra-small-nordic"
+ "Model": "unsup-simcse-bert-base-uncased",
+ "ArguAna": 38.34,
+ "CQADupstackRetrieval": 13.22,
+ "ClimateFEVER": 11.8,
+ "DBPedia": 15.04,
+ "FEVER": 21.06,
+ "FiQA2018": 9.84,
+ "HotpotQA": 19.75,
+ "MSMARCO": 9.35,
+ "NFCorpus": 9.88,
+ "NQ": 11.69,
+ "QuoraRetrieval": 78.03,
+ "SCIDOCS": 5.5,
+ "SciFact": 25.72,
+ "TRECCOVID": 26.2,
+ "Touche2020": 8.9
}
]
},
"STS": {
"spearman": [
{
- "Model": "electra-small-nordic"
+ "Model": "unsup-simcse-bert-base-uncased",
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+ "SICK-R": 72.24,
+ "STS12": 66.05,
+ "STS13": 81.49,
+ "STS14": 73.61,
+ "STS15": 79.72,
+ "STS16": 78.12,
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+ "STSBenchmark": 76.52
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"Summarization": {
"spearman": [
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+ "SummEval": 31.15
}
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"InstructionRetrieval": {
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{
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+ "Model": "unsup-simcse-bert-base-uncased"
}
]
}
},
- "text-search-ada-doc-001": {
+ "SFR-Embedding-Mistral": {
"BitextMining": {
"f1": [
{
- "Model": "text-search-ada-doc-001"
+ "Model": "SFR-Embedding-Mistral"
}
]
},
"Classification": {
"accuracy": [
{
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+ "Model": "SFR-Embedding-Mistral"
}
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"Clustering": {
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{
- "Model": "text-search-ada-doc-001",
- "TwentyNewsgroupsClustering": 32.92
+ "Model": "SFR-Embedding-Mistral"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text-search-ada-doc-001"
+ "Model": "SFR-Embedding-Mistral"
}
]
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"Reranking": {
"map": [
{
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}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text-search-ada-doc-001"
+ "Model": "SFR-Embedding-Mistral",
+ "BrightRetrieval (sustainable_living)": 19.79,
+ "BrightRetrieval (economics)": 17.84,
+ "BrightRetrieval (theoremqa_theorems)": 24.05,
+ "BrightRetrieval (aops)": 7.43,
+ "BrightRetrieval (theoremqa_questions)": 23.05,
+ "BrightRetrieval (psychology)": 18.97,
+ "BrightRetrieval (stackoverflow)": 12.72,
+ "BrightRetrieval (pony)": 1.97,
+ "BrightRetrieval (leetcode)": 27.35,
+ "BrightRetrieval (biology)": 19.49,
+ "BrightRetrieval (earth_science)": 26.63,
+ "BrightRetrieval (robotics)": 16.7
}
]
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"STS": {
"spearman": [
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}
]
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"Summarization": {
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+ "Model": "SFR-Embedding-Mistral"
}
]
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"InstructionRetrieval": {
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{
- "Model": "text-search-ada-doc-001"
+ "Model": "SFR-Embedding-Mistral"
}
]
}
},
- "flaubert_base_uncased": {
+ "text-embedding-3-small": {
"BitextMining": {
"f1": [
{
- "Model": "flaubert_base_uncased"
+ "Model": "text-embedding-3-small"
}
]
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"Classification": {
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- "AmazonReviewsClassification (fr)": 23.52,
- "MTOPDomainClassification (fr)": 27.74,
- "MTOPIntentClassification (fr)": 8.61,
- "MasakhaNEWSClassification (fra)": 62.61,
- "MassiveIntentClassification (fr)": 6.24,
- "MassiveScenarioClassification (fr)": 10.98
+ "Model": "text-embedding-3-small",
+ "AmazonCounterfactualClassification (en)": 76.42,
+ "AmazonPolarityClassification": 90.84,
+ "AmazonReviewsClassification (en)": 45.73,
+ "Banking77Classification": 83.01,
+ "EmotionClassification": 50.63,
+ "ImdbClassification": 83.66,
+ "MTOPDomainClassification (en)": 93.91,
+ "MTOPIntentClassification (en)": 70.98,
+ "MassiveIntentClassification (en)": 72.86,
+ "MassiveScenarioClassification (en)": 76.84,
+ "ToxicConversationsClassification": 71.91,
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- "AlloProfClusteringP2P": 43.2,
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- "HALClusteringS2S": 1.8,
- "MLSUMClusteringP2P": 33.22,
- "MLSUMClusteringS2S": 14.9,
- "MasakhaNEWSClusteringP2P (fra)": 28.49,
- "MasakhaNEWSClusteringS2S (fra)": 22.58
+ "Model": "text-embedding-3-small",
+ "ArxivClusteringP2P": 46.57,
+ "ArxivClusteringS2S": 39.35,
+ "BiorxivClusteringP2P": 37.77,
+ "BiorxivClusteringS2S": 34.68,
+ "MedrxivClusteringP2P": 32.77,
+ "MedrxivClusteringS2S": 31.85,
+ "RedditClustering": 64.09,
+ "RedditClusteringP2P": 65.12,
+ "StackExchangeClustering": 72.05,
+ "StackExchangeClusteringP2P": 34.04,
+ "TwentyNewsgroupsClustering": 54.81
}
]
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"PairClassification": {
"ap": [
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- "OpusparcusPC (fr)": 82.0,
- "PawsX (fr)": 52.78
+ "Model": "text-embedding-3-small",
+ "OpusparcusPC (fr)": 94.45,
+ "SprintDuplicateQuestions": 94.58,
+ "TwitterSemEval2015": 73.33,
+ "TwitterURLCorpus": 87.21
}
]
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"Reranking": {
"map": [
{
- "Model": "flaubert_base_uncased",
- "AlloprofReranking": 34.55,
- "SyntecReranking": 57.18
+ "Model": "text-embedding-3-small",
+ "AskUbuntuDupQuestions": 62.18,
+ "MindSmallReranking": 29.93,
+ "SciDocsRR": 83.25,
+ "StackOverflowDupQuestions": 51.53
}
]
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"Retrieval": {
"ndcg_at_10": [
{
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- "AlloprofRetrieval": 1.72,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.51,
- "SyntecRetrieval": 22.33,
- "XPQARetrieval (fr)": 9.09
+ "Model": "text-embedding-3-small",
+ "ARCChallenge": 14.63,
+ "AlphaNLI": 30.61,
+ "ArguAna": 55.49,
+ "CQADupstackRetrieval": 42.58,
+ "ClimateFEVER": 26.86,
+ "DBPedia": 39.97,
+ "FEVER": 79.42,
+ "FiQA2018": 44.91,
+ "HellaSwag": 30.94,
+ "HotpotQA": 63.63,
+ "MSMARCO": 37.02,
+ "NFCorpus": 38.33,
+ "NQ": 52.86,
+ "PIQA": 33.69,
+ "Quail": 6.11,
+ "QuoraRetrieval": 88.83,
+ "RARbCode": 72.03,
+ "RARbMath": 71.07,
+ "SCIDOCS": 20.8,
+ "SIQA": 3.03,
+ "SciFact": 73.37,
+ "SpartQA": 6.63,
+ "TRECCOVID": 77.9,
+ "TempReasonL1": 2.35,
+ "TempReasonL2Fact": 25.68,
+ "TempReasonL2Pure": 2.76,
+ "TempReasonL3Fact": 22.09,
+ "TempReasonL3Pure": 9.79,
+ "Touche2020": 24.28,
+ "WinoGrande": 31.53
}
]
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"STS": {
"spearman": [
{
- "Model": "flaubert_base_uncased",
- "SICKFr": 41.9,
- "STS22 (fr)": 55.15,
- "STSBenchmarkMultilingualSTS (fr)": 33.41
+ "Model": "text-embedding-3-small",
+ "BIOSSES": 88.72,
+ "SICK-R": 76.73,
+ "STS12": 73.09,
+ "STS13": 84.92,
+ "STS14": 79.81,
+ "STS15": 88.01,
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}
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"Summarization": {
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- "SummEvalFr": 29.43
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+ "SummEval": 31.12
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]
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"InstructionRetrieval": {
"p-MRR": [
{
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+ "Model": "text-embedding-3-small"
}
]
}
},
- "gbert-large": {
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"BitextMining": {
"f1": [
{
- "Model": "gbert-large"
+ "Model": "Cohere-embed-english-v3.0-instruct"
}
]
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{
- "Model": "gbert-large"
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}
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- "BlurbsClusteringS2S": 13.38,
- "TenKGnadClusteringP2P": 41.69,
- "TenKGnadClusteringS2S": 34.97
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}
]
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"PairClassification": {
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- "Model": "gbert-large"
+ "Model": "Cohere-embed-english-v3.0-instruct"
}
]
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"Reranking": {
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{
- "Model": "gbert-large"
+ "Model": "Cohere-embed-english-v3.0-instruct"
}
]
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"Retrieval": {
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+ "AlphaNLI": 18.75,
+ "HellaSwag": 29.02,
+ "PIQA": 27.89,
+ "Quail": 7.77,
+ "RARbCode": 56.56,
+ "RARbMath": 72.05,
+ "SIQA": 5.03,
+ "SpartQA": 3.33,
+ "TempReasonL1": 1.43,
+ "TempReasonL2Fact": 40.46,
+ "TempReasonL2Pure": 2.39,
+ "TempReasonL3Fact": 33.87,
+ "TempReasonL3Pure": 7.52,
+ "WinoGrande": 65.02
}
]
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"STS": {
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}
]
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"Summarization": {
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{
- "Model": "gbert-large"
+ "Model": "Cohere-embed-english-v3.0-instruct"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "gbert-large"
+ "Model": "Cohere-embed-english-v3.0-instruct"
}
]
}
},
- "norbert3-large": {
+ "voyage-2": {
"BitextMining": {
"f1": [
{
- "Model": "norbert3-large",
- "BornholmBitextMining": 2.9
+ "Model": "voyage-2"
}
]
},
"Classification": {
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{
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- "AngryTweetsClassification": 49.04,
- "DKHateClassification": 62.71,
- "DanishPoliticalCommentsClassification": 33.53,
- "LccSentimentClassification": 46.93,
- "MassiveIntentClassification (da)": 45.98,
- "MassiveIntentClassification (nb)": 47.42,
- "MassiveIntentClassification (sv)": 48.47,
- "MassiveScenarioClassification (da)": 50.51,
- "MassiveScenarioClassification (nb)": 54.25,
- "MassiveScenarioClassification (sv)": 50.6,
- "NoRecClassification": 50.46,
- "NordicLangClassification": 84.25,
- "NorwegianParliament": 58.85,
- "ScalaDaClassification": 60.72,
- "ScalaNbClassification": 66.79
+ "Model": "voyage-2",
+ "AmazonReviewsClassification (fr)": 37.26,
+ "MTOPDomainClassification (fr)": 79.79,
+ "MTOPIntentClassification (fr)": 45.62,
+ "MasakhaNEWSClassification (fra)": 80.19,
+ "MassiveIntentClassification (fr)": 53.7,
+ "MassiveScenarioClassification (fr)": 62.46
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "norbert3-large"
+ "Model": "voyage-2",
+ "AlloProfClusteringP2P": 57.96,
+ "AlloProfClusteringS2S": 41.65,
+ "HALClusteringS2S": 24.84,
+ "MLSUMClusteringP2P": 45.08,
+ "MLSUMClusteringS2S": 38.77,
+ "MasakhaNEWSClusteringP2P (fra)": 48.54,
+ "MasakhaNEWSClusteringS2S (fra)": 36.33
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "norbert3-large"
+ "Model": "voyage-2",
+ "OpusparcusPC (fr)": 89.76,
+ "PawsXPairClassification (fr)": 58.96
}
]
},
"Reranking": {
"map": [
{
- "Model": "norbert3-large"
+ "Model": "voyage-2",
+ "AlloprofReranking": 63.54,
+ "SyntecReranking": 82.65
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "norbert3-large"
+ "Model": "voyage-2",
+ "AlloprofRetrieval": 45.5,
+ "BSARDRetrieval": 0.15,
+ "MintakaRetrieval (fr)": 15.51,
+ "SyntecRetrieval": 75.83,
+ "XPQARetrieval (fr)": 67.07
}
]
},
"STS": {
"spearman": [
{
- "Model": "norbert3-large"
+ "Model": "voyage-2",
+ "SICKFr": 68.51,
+ "STS22 (fr)": 70.51,
+ "STSBenchmarkMultilingualSTS (fr)": 76.43
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "norbert3-large"
+ "Model": "voyage-2",
+ "SummEvalFr": 30.88
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "norbert3-large"
+ "Model": "voyage-2"
}
]
}
},
- "monot5-base-msmarco-10k": {
+ "e5-base": {
"BitextMining": {
"f1": [
{
- "Model": "monot5-base-msmarco-10k"
+ "Model": "e5-base",
+ "BornholmBitextMining": 40.09
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "monot5-base-msmarco-10k"
+ "Model": "e5-base",
+ "AngryTweetsClassification": 45.06,
+ "DKHateClassification": 58.51,
+ "DanishPoliticalCommentsClassification": 28.43,
+ "LccSentimentClassification": 37.47,
+ "MassiveIntentClassification (da)": 44.25,
+ "MassiveIntentClassification (nb)": 41.57,
+ "MassiveIntentClassification (sv)": 41.34,
+ "MassiveScenarioClassification (da)": 52.99,
+ "MassiveScenarioClassification (nb)": 50.33,
+ "MassiveScenarioClassification (sv)": 50.0,
+ "NoRecClassification": 42.0,
+ "NordicLangClassification": 59.34,
+ "NorwegianParliament": 57.42,
+ "ScalaDaClassification": 50.08,
+ "ScalaNbClassification": 50.18
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "monot5-base-msmarco-10k"
+ "Model": "e5-base"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "monot5-base-msmarco-10k"
+ "Model": "e5-base"
}
]
},
"Reranking": {
"map": [
{
- "Model": "monot5-base-msmarco-10k"
+ "Model": "e5-base"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "monot5-base-msmarco-10k"
+ "Model": "e5-base",
+ "LEMBNarrativeQARetrieval": 25.31,
+ "LEMBNeedleRetrieval": 28.5,
+ "LEMBPasskeyRetrieval": 33.25,
+ "LEMBQMSumRetrieval": 23.83,
+ "LEMBSummScreenFDRetrieval": 74.67,
+ "LEMBWikimQARetrieval": 55.85
}
]
},
"STS": {
"spearman": [
{
- "Model": "monot5-base-msmarco-10k"
+ "Model": "e5-base"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "monot5-base-msmarco-10k"
+ "Model": "e5-base"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "monot5-base-msmarco-10k",
- "Core17InstructionRetrieval": -4.06,
- "News21InstructionRetrieval": 5.02,
- "Robust04InstructionRetrieval": -6.2
+ "Model": "e5-base"
}
]
}
},
- "sentence-camembert-large": {
+ "elser-v2": {
"BitextMining": {
"f1": [
{
- "Model": "sentence-camembert-large"
+ "Model": "elser-v2"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "sentence-camembert-large",
- "AmazonReviewsClassification (fr)": 37.97,
- "MTOPDomainClassification (fr)": 85.74,
- "MTOPIntentClassification (fr)": 58.62,
- "MasakhaNEWSClassification (fra)": 80.62,
- "MassiveIntentClassification (fr)": 62.65,
- "MassiveScenarioClassification (fr)": 69.29
+ "Model": "elser-v2",
+ "AmazonCounterfactualClassification (en)": 74.16,
+ "AmazonPolarityClassification": 61.91,
+ "AmazonReviewsClassification (en)": 32.06,
+ "Banking77Classification": 82.05,
+ "EmotionClassification": 46.65,
+ "ImdbClassification": 65.02,
+ "MTOPDomainClassification (en)": 93.17,
+ "MTOPIntentClassification (en)": 71.1,
+ "MassiveIntentClassification (en)": 68.48,
+ "MassiveScenarioClassification (en)": 74.98,
+ "ToxicConversationsClassification": 68.15,
+ "TweetSentimentExtractionClassification": 53.57
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "sentence-camembert-large",
- "AlloProfClusteringP2P": 62.69,
- "AlloProfClusteringS2S": 42.06,
- "HALClusteringS2S": 23.9,
- "MLSUMClusteringP2P": 42.04,
- "MLSUMClusteringS2S": 32.29,
- "MasakhaNEWSClusteringP2P (fra)": 54.51,
- "MasakhaNEWSClusteringS2S (fra)": 44.73
+ "Model": "elser-v2",
+ "ArxivClusteringP2P": 35.27,
+ "ArxivClusteringS2S": 23.18,
+ "BiorxivClusteringP2P": 31.13,
+ "BiorxivClusteringS2S": 26.78,
+ "MedrxivClusteringP2P": 24.65,
+ "MedrxivClusteringS2S": 24.21,
+ "RedditClustering": 38.74,
+ "RedditClusteringP2P": 51.92,
+ "StackExchangeClustering": 42.7,
+ "StackExchangeClusteringP2P": 28.7,
+ "TwentyNewsgroupsClustering": 27.82
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "sentence-camembert-large",
- "OpusparcusPC (fr)": 94.63,
- "PawsX (fr)": 59.59
+ "Model": "elser-v2",
+ "SprintDuplicateQuestions": 94.53,
+ "TwitterSemEval2015": 64.41,
+ "TwitterURLCorpus": 85.01
}
]
},
"Reranking": {
"map": [
{
- "Model": "sentence-camembert-large",
- "AlloprofReranking": 57.62,
- "SyntecReranking": 88.15
+ "Model": "elser-v2",
+ "AskUbuntuDupQuestions": 58.31,
+ "MindSmallReranking": 30.75,
+ "SciDocsRR": 75.62,
+ "StackOverflowDupQuestions": 48.4
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "sentence-camembert-large",
- "AlloprofRetrieval": 31.62,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 21.87,
- "SyntecRetrieval": 81.11,
- "XPQARetrieval (fr)": 65.62
+ "Model": "elser-v2",
+ "ArguAna": 55.98,
+ "CQADupstackRetrieval": 34.27,
+ "ClimateFEVER": 27.08,
+ "DBPedia": 42.7,
+ "FEVER": 78.55,
+ "FiQA2018": 41.57,
+ "HotpotQA": 67.01,
+ "MSMARCO": 38.9,
+ "NFCorpus": 36.66,
+ "NQ": 55.84,
+ "QuoraRetrieval": 84.69,
+ "SCIDOCS": 16.24,
+ "SciFact": 71.8,
+ "TRECCOVID": 72.72,
+ "Touche2020": 26.27
}
]
},
"STS": {
"spearman": [
{
- "Model": "sentence-camembert-large",
- "SICKFr": 77.7,
- "STS22 (fr)": 81.73,
- "STSBenchmarkMultilingualSTS (fr)": 85.79
+ "Model": "elser-v2",
+ "BIOSSES": 83.79,
+ "SICK-R": 68.78,
+ "STS12": 64.81,
+ "STS13": 80.1,
+ "STS14": 74.96,
+ "STS15": 83.7,
+ "STS16": 80.55,
+ "STS17 (en-en)": 85.74,
+ "STS22 (en)": 67.5,
+ "STSBenchmark": 79.54
}
]
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"Summarization": {
"spearman": [
{
- "Model": "sentence-camembert-large",
- "SummEvalFr": 30.88
+ "Model": "elser-v2",
+ "SummEval": 31.03
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "sentence-camembert-large"
+ "Model": "elser-v2"
}
]
}
},
- "FollowIR-7B": {
+ "gtr-t5-xxl": {
"BitextMining": {
"f1": [
{
- "Model": "FollowIR-7B"
+ "Model": "gtr-t5-xxl"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "FollowIR-7B"
+ "Model": "gtr-t5-xxl",
+ "AmazonCounterfactualClassification (en)": 67.3,
+ "AmazonPolarityClassification": 75.05,
+ "AmazonReviewsClassification (en)": 37.3,
+ "Banking77Classification": 82.32,
+ "EmotionClassification": 43.19,
+ "ImdbClassification": 70.8,
+ "MTOPDomainClassification (en)": 93.84,
+ "MTOPIntentClassification (en)": 67.71,
+ "MassiveIntentClassification (en)": 70.61,
+ "MassiveScenarioClassification (en)": 77.77,
+ "ToxicConversationsClassification": 68.48,
+ "TweetSentimentExtractionClassification": 54.54
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "FollowIR-7B"
+ "Model": "gtr-t5-xxl",
+ "ArxivClusteringP2P": 37.9,
+ "ArxivClusteringS2S": 32.39,
+ "BiorxivClusteringP2P": 30.48,
+ "BiorxivClusteringS2S": 27.5,
+ "MedrxivClusteringP2P": 29.12,
+ "MedrxivClusteringS2S": 27.56,
+ "RedditClustering": 64.13,
+ "RedditClusteringP2P": 62.84,
+ "StackExchangeClustering": 71.43,
+ "StackExchangeClusteringP2P": 32.85,
+ "TwentyNewsgroupsClustering": 50.44
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "FollowIR-7B"
+ "Model": "gtr-t5-xxl",
+ "SprintDuplicateQuestions": 95.68,
+ "TwitterSemEval2015": 77.54,
+ "TwitterURLCorpus": 85.13
}
]
},
"Reranking": {
"map": [
{
- "Model": "FollowIR-7B"
+ "Model": "gtr-t5-xxl",
+ "AskUbuntuDupQuestions": 63.23,
+ "MindSmallReranking": 31.93,
+ "SciDocsRR": 77.96,
+ "StackOverflowDupQuestions": 53.5
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "FollowIR-7B"
+ "Model": "gtr-t5-xxl",
+ "ArguAna": 53.77,
+ "CQADupstackRetrieval": 38.56,
+ "ClimateFEVER": 27.21,
+ "DBPedia": 41.28,
+ "FEVER": 74.08,
+ "FiQA2018": 46.78,
+ "HotpotQA": 59.67,
+ "MSMARCO": 44.05,
+ "NFCorpus": 34.18,
+ "NQ": 57.24,
+ "QuoraRetrieval": 89.09,
+ "SCIDOCS": 15.88,
+ "SciFact": 66.77,
+ "TRECCOVID": 51.9,
+ "Touche2020": 26.76
}
]
},
"STS": {
"spearman": [
{
- "Model": "FollowIR-7B"
+ "Model": "gtr-t5-xxl",
+ "BIOSSES": 81.91,
+ "SICK-R": 74.29,
+ "STS12": 70.12,
+ "STS13": 82.72,
+ "STS14": 78.24,
+ "STS15": 86.26,
+ "STS16": 81.61,
+ "STS17 (en-en)": 85.18,
+ "STS22 (en)": 65.76,
+ "STSBenchmark": 77.73
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "FollowIR-7B"
+ "Model": "gtr-t5-xxl",
+ "SummEval": 30.64
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "FollowIR-7B",
- "Core17InstructionRetrieval": 16.48,
- "News21InstructionRetrieval": 6.26,
- "Robust04InstructionRetrieval": 13.72
+ "Model": "gtr-t5-xxl"
}
]
}
},
- "udever-bloom-560m": {
+ "norbert3-large": {
"BitextMining": {
"f1": [
{
- "Model": "udever-bloom-560m"
+ "Model": "norbert3-large",
+ "BornholmBitextMining": 2.9
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "udever-bloom-560m",
- "AmazonReviewsClassification (fr)": 26.85,
- "MTOPDomainClassification (fr)": 34.99,
- "MTOPIntentClassification (fr)": 15.76,
- "MasakhaNEWSClassification (fra)": 67.94,
- "MassiveIntentClassification (fr)": 15.09,
- "MassiveScenarioClassification (fr)": 21.67
+ "Model": "norbert3-large",
+ "AngryTweetsClassification": 49.04,
+ "DKHateClassification": 62.71,
+ "DanishPoliticalCommentsClassification": 33.53,
+ "LccSentimentClassification": 46.93,
+ "MassiveIntentClassification (da)": 45.98,
+ "MassiveIntentClassification (nb)": 47.42,
+ "MassiveIntentClassification (sv)": 48.47,
+ "MassiveScenarioClassification (da)": 50.51,
+ "MassiveScenarioClassification (nb)": 54.25,
+ "MassiveScenarioClassification (sv)": 50.6,
+ "NoRecClassification": 50.46,
+ "NordicLangClassification": 84.25,
+ "NorwegianParliament": 58.85,
+ "ScalaDaClassification": 60.72,
+ "ScalaNbClassification": 66.79
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "udever-bloom-560m",
- "AlloProfClusteringP2P": 53.57,
- "AlloProfClusteringS2S": 22.13,
- "HALClusteringS2S": 7.68,
- "MLSUMClusteringP2P": 36.43,
- "MLSUMClusteringS2S": 25.26,
- "MasakhaNEWSClusteringP2P (fra)": 37.57,
- "MasakhaNEWSClusteringS2S (fra)": 20.58
+ "Model": "norbert3-large"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "udever-bloom-560m",
- "OpusparcusPC (fr)": 82.1,
- "PawsX (fr)": 59.69
+ "Model": "norbert3-large"
}
]
},
"Reranking": {
"map": [
{
- "Model": "udever-bloom-560m",
- "AlloprofReranking": 28.75,
- "SyntecReranking": 50.88
+ "Model": "norbert3-large"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "udever-bloom-560m",
- "AlloprofRetrieval": 1.98,
- "BSARDRetrieval": 0.0,
- "MintakaRetrieval (fr)": 0.48,
- "SyntecRetrieval": 24.45,
- "XPQARetrieval (fr)": 12.98
+ "Model": "norbert3-large"
}
]
},
"STS": {
"spearman": [
{
- "Model": "udever-bloom-560m",
- "SICKFr": 54.54,
- "STS22 (fr)": 61.35,
- "STSBenchmarkMultilingualSTS (fr)": 36.78
+ "Model": "norbert3-large"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "udever-bloom-560m",
- "SummEvalFr": 23.63
+ "Model": "norbert3-large"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "udever-bloom-560m"
+ "Model": "norbert3-large"
}
]
}
},
- "multilingual-e5-small": {
+ "sentence-bert-swedish-cased": {
"BitextMining": {
"f1": [
{
- "Model": "multilingual-e5-small",
- "BornholmBitextMining": 43.89
+ "Model": "sentence-bert-swedish-cased",
+ "BornholmBitextMining": 14.08
}
]
},
"Classification": {
"accuracy": [
{
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- "AllegroReviews": 37.42,
- "AmazonReviewsClassification (fr)": 39.68,
- "AngryTweetsClassification": 53.57,
- "CBD": 63.25,
- "DKHateClassification": 60.73,
- "DanishPoliticalCommentsClassification": 34.38,
- "IFlyTek": 47.35,
- "JDReview": 79.34,
- "LccSentimentClassification": 57.87,
- "MTOPDomainClassification (fr)": 81.2,
- "MTOPIntentClassification (fr)": 46.01,
- "MasakhaNEWSClassification (fra)": 77.65,
- "MassiveIntentClassification (da)": 54.63,
- "MassiveIntentClassification (nb)": 53.96,
- "MassiveIntentClassification (sv)": 56.6,
- "MassiveIntentClassification (pl)": 57.4,
- "MassiveScenarioClassification (da)": 62.34,
- "MassiveScenarioClassification (nb)": 59.9,
- "MassiveScenarioClassification (sv)": 65.54,
- "MassiveScenarioClassification (pl)": 64.25,
- "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,
- "ScalaDaClassification": 50.3,
- "ScalaNbClassification": 50.06,
- "TNews": 48.38,
- "Waimai": 83.9
+ "Model": "sentence-bert-swedish-cased",
+ "AngryTweetsClassification": 44.46,
+ "DKHateClassification": 59.36,
+ "DanishPoliticalCommentsClassification": 28.32,
+ "LccSentimentClassification": 47.2,
+ "MassiveIntentClassification (da)": 42.84,
+ "MassiveIntentClassification (nb)": 42.74,
+ "MassiveIntentClassification (sv)": 69.11,
+ "MassiveScenarioClassification (da)": 49.64,
+ "MassiveScenarioClassification (nb)": 49.49,
+ "MassiveScenarioClassification (sv)": 75.96,
+ "NoRecClassification": 43.53,
+ "NordicLangClassification": 51.45,
+ "NorwegianParliament": 55.74,
+ "ScalaDaClassification": 50.12,
+ "ScalaNbClassification": 50.34
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "multilingual-e5-small",
- "8TagsClustering": 23.92,
- "AlloProfClusteringP2P": 60.89,
- "AlloProfClusteringS2S": 32.52,
- "CLSClusteringP2P": 39.14,
- "CLSClusteringS2S": 37.79,
- "HALClusteringS2S": 18.95,
- "MLSUMClusteringP2P": 43.2,
- "MLSUMClusteringS2S": 37.61,
- "MasakhaNEWSClusteringP2P (fra)": 40.12,
- "MasakhaNEWSClusteringS2S (fra)": 39.22,
- "ThuNewsClusteringP2P": 55.18,
- "ThuNewsClusteringS2S": 48.93
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "multilingual-e5-small",
- "CDSC-E": 69.7,
- "Cmnli": 72.12,
- "Ocnli": 60.77,
- "OpusparcusPC (fr)": 92.52,
- "PPC": 86.72,
- "PSC": 99.24,
- "PawsX (fr)": 55.68,
- "SICK-E-PL": 66.34
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"Reranking": {
"map": [
{
- "Model": "multilingual-e5-small",
- "AlloprofReranking": 56.17,
- "CMedQAv1": 63.44,
- "CMedQAv2": 62.41,
- "MMarcoReranking": 24.33,
- "SyntecReranking": 86.7,
- "T2Reranking": 65.24
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "multilingual-e5-small",
- "AlloprofRetrieval": 27.01,
- "ArguAna-PL": 37.43,
- "BSARDRetrieval": 0.0,
- "CmedqaRetrieval": 24.38,
- "CovidRetrieval": 72.82,
- "DBPedia-PL": 29.27,
- "DuRetrieval": 81.35,
- "EcomRetrieval": 53.56,
- "FiQA-PL": 22.03,
- "HotpotQA-PL": 60.15,
- "MMarcoRetrieval": 73.17,
- "MSMARCO-PL": 26.94,
- "MedicalRetrieval": 44.84,
- "MintakaRetrieval (fr)": 22.53,
- "NFCorpus-PL": 26.48,
- "NQ-PL": 40.46,
- "Quora-PL": 78.7,
- "SCIDOCS-PL": 11.6,
- "SciFact-PL": 62.76,
- "SyntecRetrieval": 75.76,
- "T2Retrieval": 71.39,
- "TRECCOVID-PL": 70.92,
- "VideoRetrieval": 58.09,
- "XPQARetrieval (fr)": 57.47
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"STS": {
"spearman": [
{
- "Model": "multilingual-e5-small",
- "AFQMC": 25.21,
- "ATEC": 35.14,
- "BQ": 43.27,
- "CDSC-R": 90.27,
- "LCQMC": 72.7,
- "PAWSX": 11.01,
- "QBQTC": 30.25,
- "SICK-R-PL": 69.46,
- "SICKFr": 75.62,
- "STS22 (pl)": 35.8,
- "STSB": 77.73,
- "STSBenchmarkMultilingualSTS (fr)": 79.32
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "multilingual-e5-small",
- "SummEvalFr": 31.85
+ "Model": "sentence-bert-swedish-cased"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "multilingual-e5-small"
+ "Model": "sentence-bert-swedish-cased"
}
]
}
},
- "Cohere-embed-multilingual-v3.0": {
+ "universal-sentence-encoder-multilingual-3": {
"BitextMining": {
"f1": [
{
- "Model": "Cohere-embed-multilingual-v3.0"
+ "Model": "universal-sentence-encoder-multilingual-3"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AmazonReviewsClassification (fr)": 41.89,
- "MTOPDomainClassification (fr)": 86.23,
- "MTOPIntentClassification (fr)": 61.07,
- "MasakhaNEWSClassification (fra)": 83.06,
- "MassiveIntentClassification (fr)": 62.94,
- "MassiveScenarioClassification (fr)": 67.29
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AmazonReviewsClassification (fr)": 33.51,
+ "MTOPDomainClassification (fr)": 85.5,
+ "MTOPIntentClassification (fr)": 53.98,
+ "MasakhaNEWSClassification (fra)": 82.06,
+ "MassiveIntentClassification (fr)": 61.19,
+ "MassiveScenarioClassification (fr)": 70.22
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloProfClusteringP2P": 63.53,
- "AlloProfClusteringS2S": 36.18,
- "HALClusteringS2S": 19.9,
- "MLSUMClusteringP2P": 45.08,
- "MLSUMClusteringS2S": 34.75,
- "MasakhaNEWSClusteringP2P (fra)": 53.18,
- "MasakhaNEWSClusteringS2S (fra)": 32.31
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloProfClusteringP2P": 56.9,
+ "AlloProfClusteringS2S": 37.84,
+ "HALClusteringS2S": 18.95,
+ "MLSUMClusteringP2P": 43.9,
+ "MLSUMClusteringS2S": 35.5,
+ "MasakhaNEWSClusteringP2P (fra)": 60.57,
+ "MasakhaNEWSClusteringS2S (fra)": 40.31
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "OpusparcusPC (fr)": 94.08,
- "PawsX (fr)": 61.26
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "OpusparcusPC (fr)": 91.46,
+ "PawsXPairClassification (fr)": 52.39
}
]
},
"Reranking": {
"map": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloprofReranking": 51.01,
- "SyntecReranking": 85.72
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloprofReranking": 56.23,
+ "SyntecReranking": 73.85
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "AlloprofRetrieval": 38.36,
- "BSARDRetrieval": 0.14,
- "MintakaRetrieval (fr)": 25.44,
- "SyntecRetrieval": 79.27,
- "XPQARetrieval (fr)": 58.87
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "AlloprofRetrieval": 35.27,
+ "BSARDRetrieval": 0.0,
+ "MintakaRetrieval (fr)": 26.12,
+ "SyntecRetrieval": 69.82,
+ "XPQARetrieval (fr)": 59.59
}
]
},
"STS": {
"spearman": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "SICKFr": 79.23,
- "STS22 (fr)": 82.76,
- "STSBenchmarkMultilingualSTS (fr)": 81.84
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "SICKFr": 71.37,
+ "STS22 (fr)": 77.91,
+ "STSBenchmarkMultilingualSTS (fr)": 75.48
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "Cohere-embed-multilingual-v3.0",
- "SummEvalFr": 31.26
+ "Model": "universal-sentence-encoder-multilingual-3",
+ "SummEvalFr": 28.21
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "Cohere-embed-multilingual-v3.0"
+ "Model": "universal-sentence-encoder-multilingual-3"
}
]
}
},
- "sentence-t5-base": {
+ "text-similarity-ada-001": {
"BitextMining": {
"f1": [
{
- "Model": "sentence-t5-base"
+ "Model": "text-similarity-ada-001"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "sentence-t5-base",
- "AmazonCounterfactualClassification (de)": 69.98,
- "AmazonCounterfactualClassification (en)": 75.82,
- "AmazonCounterfactualClassification (en-ext)": 76.81,
- "AmazonCounterfactualClassification (ja)": 46.05,
- "AmazonPolarityClassification": 85.12,
- "AmazonReviewsClassification (de)": 37.9,
- "AmazonReviewsClassification (en)": 44.94,
- "AmazonReviewsClassification (es)": 37.33,
- "AmazonReviewsClassification (fr)": 37.35,
- "AmazonReviewsClassification (ja)": 22.29,
- "AmazonReviewsClassification (zh)": 21.53,
- "Banking77Classification": 76.48,
- "EmotionClassification": 51.35,
- "ImdbClassification": 77.34,
- "MTOPDomainClassification (de)": 76.98,
- "MTOPDomainClassification (en)": 90.34,
- "MTOPDomainClassification (es)": 73.61,
- "MTOPDomainClassification (fr)": 75.03,
- "MTOPDomainClassification (hi)": 21.4,
- "MTOPDomainClassification (th)": 16.21,
- "MTOPIntentClassification (de)": 44.43,
- "MTOPIntentClassification (en)": 63.32,
- "MTOPIntentClassification (es)": 42.03,
- "MTOPIntentClassification (fr)": 43.85,
- "MTOPIntentClassification (hi)": 3.8,
- "MTOPIntentClassification (th)": 5.21,
- "MasakhaNEWSClassification (fra)": 81.21,
- "MassiveIntentClassification (af)": 34.32,
- "MassiveIntentClassification (am)": 2.38,
- "MassiveIntentClassification (ar)": 4.53,
- "MassiveIntentClassification (az)": 31.76,
- "MassiveIntentClassification (bn)": 2.58,
- "MassiveIntentClassification (cy)": 28.94,
- "MassiveIntentClassification (da)": 38.82,
- "MassiveIntentClassification (de)": 45.23,
- "MassiveIntentClassification (el)": 10.05,
- "MassiveIntentClassification (en)": 69.74,
- "MassiveIntentClassification (es)": 45.32,
- "MassiveIntentClassification (fa)": 3.58,
- "MassiveIntentClassification (fi)": 33.52,
- "MassiveIntentClassification (fr)": 51.13,
- "MassiveIntentClassification (he)": 2.63,
- "MassiveIntentClassification (hi)": 2.68,
- "MassiveIntentClassification (hu)": 32.31,
- "MassiveIntentClassification (hy)": 3.33,
- "MassiveIntentClassification (id)": 35.5,
- "MassiveIntentClassification (is)": 29.82,
- "MassiveIntentClassification (it)": 45.59,
- "MassiveIntentClassification (ja)": 3.67,
- "MassiveIntentClassification (jv)": 31.15,
- "MassiveIntentClassification (ka)": 2.77,
- "MassiveIntentClassification (km)": 5.66,
- "MassiveIntentClassification (kn)": 2.59,
- "MassiveIntentClassification (ko)": 2.34,
- "MassiveIntentClassification (lv)": 33.97,
- "MassiveIntentClassification (ml)": 2.55,
- "MassiveIntentClassification (mn)": 14.7,
- "MassiveIntentClassification (ms)": 33.12,
- "MassiveIntentClassification (my)": 4.42,
- "MassiveIntentClassification (nb)": 38.53,
- "MassiveIntentClassification (nl)": 37.96,
- "MassiveIntentClassification (pl)": 34.41,
- "MassiveIntentClassification (pt)": 43.35,
- "MassiveIntentClassification (ro)": 42.69,
- "MassiveIntentClassification (ru)": 14.82,
- "MassiveIntentClassification (sl)": 34.54,
- "MassiveIntentClassification (sq)": 38.54,
- "MassiveIntentClassification (sv)": 35.98,
- "MassiveIntentClassification (sw)": 32.14,
- "MassiveIntentClassification (ta)": 1.41,
- "MassiveIntentClassification (te)": 2.5,
- "MassiveIntentClassification (th)": 3.71,
- "MassiveIntentClassification (tl)": 36.04,
- "MassiveIntentClassification (tr)": 33.77,
- "MassiveIntentClassification (ur)": 2.99,
- "MassiveIntentClassification (vi)": 22.62,
- "MassiveIntentClassification (zh-CN)": 1.12,
- "MassiveIntentClassification (zh-TW)": 4.63,
- "MassiveScenarioClassification (af)": 44.45,
- "MassiveScenarioClassification (am)": 7.51,
- "MassiveScenarioClassification (ar)": 12.32,
- "MassiveScenarioClassification (az)": 38.41,
- "MassiveScenarioClassification (bn)": 8.45,
- "MassiveScenarioClassification (cy)": 35.04,
- "MassiveScenarioClassification (da)": 48.36,
- "MassiveScenarioClassification (de)": 59.12,
- "MassiveScenarioClassification (el)": 17.68,
- "MassiveScenarioClassification (en)": 72.32,
- "MassiveScenarioClassification (es)": 55.61,
- "MassiveScenarioClassification (fa)": 6.86,
- "MassiveScenarioClassification (fi)": 41.34,
- "MassiveScenarioClassification (fr)": 59.92,
- "MassiveScenarioClassification (he)": 7.86,
- "MassiveScenarioClassification (hi)": 7.63,
- "MassiveScenarioClassification (hu)": 41.31,
- "MassiveScenarioClassification (hy)": 9.23,
- "MassiveScenarioClassification (id)": 44.64,
- "MassiveScenarioClassification (is)": 39.63,
- "MassiveScenarioClassification (it)": 54.58,
- "MassiveScenarioClassification (ja)": 4.96,
- "MassiveScenarioClassification (jv)": 40.73,
- "MassiveScenarioClassification (ka)": 7.51,
- "MassiveScenarioClassification (km)": 8.73,
- "MassiveScenarioClassification (kn)": 7.99,
- "MassiveScenarioClassification (ko)": 6.03,
- "MassiveScenarioClassification (lv)": 36.42,
- "MassiveScenarioClassification (ml)": 6.96,
- "MassiveScenarioClassification (mn)": 19.85,
- "MassiveScenarioClassification (ms)": 43.18,
- "MassiveScenarioClassification (my)": 9.46,
- "MassiveScenarioClassification (nb)": 46.6,
- "MassiveScenarioClassification (nl)": 50.0,
- "MassiveScenarioClassification (pl)": 42.3,
- "MassiveScenarioClassification (pt)": 52.24,
- "MassiveScenarioClassification (ro)": 53.7,
- "MassiveScenarioClassification (ru)": 20.69,
- "MassiveScenarioClassification (sl)": 39.79,
- "MassiveScenarioClassification (sq)": 50.16,
- "MassiveScenarioClassification (sv)": 46.69,
- "MassiveScenarioClassification (sw)": 40.48,
- "MassiveScenarioClassification (ta)": 7.47,
- "MassiveScenarioClassification (te)": 6.87,
- "MassiveScenarioClassification (th)": 8.26,
- "MassiveScenarioClassification (tl)": 48.94,
- "MassiveScenarioClassification (tr)": 41.83,
- "MassiveScenarioClassification (ur)": 9.77,
- "MassiveScenarioClassification (vi)": 30.01,
- "MassiveScenarioClassification (zh-CN)": 4.17,
- "MassiveScenarioClassification (zh-TW)": 7.91,
- "ToxicConversationsClassification": 68.2,
- "TweetSentimentExtractionClassification": 62.71
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+ "AmazonCounterfactualClassification (en)": 76.4,
+ "AmazonPolarityClassification": 92.83,
+ "AmazonReviewsClassification (en)": 47.45,
+ "Banking77Classification": 68.04,
+ "EmotionClassification": 50.33,
+ "ImdbClassification": 89.38,
+ "MTOPDomainClassification (en)": 89.89,
+ "MTOPIntentClassification (en)": 64.8,
+ "MassiveIntentClassification (en)": 65.17,
+ "MassiveScenarioClassification (en)": 67.67,
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+ "TweetSentimentExtractionClassification": 63.35
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]
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"Clustering": {
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{
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- "ArxivClusteringP2P": 39.28,
- "ArxivClusteringS2S": 27.26,
- "BiorxivClusteringP2P": 33.99,
- "BiorxivClusteringS2S": 22.92,
- "BlurbsClusteringP2P": 30.59,
- "BlurbsClusteringS2S": 11.57,
- "HALClusteringS2S": 17.72,
- "MLSUMClusteringP2P": 40.77,
- "MLSUMClusteringS2S": 30.06,
- "MasakhaNEWSClusteringP2P (fra)": 61.9,
- "MasakhaNEWSClusteringS2S (fra)": 35.64,
- "MedrxivClusteringP2P": 33.2,
- "MedrxivClusteringS2S": 26.13,
- "RedditClustering": 52.93,
- "RedditClusteringP2P": 59.67,
- "StackExchangeClustering": 63.13,
- "StackExchangeClusteringP2P": 35.68,
- "TenKGnadClusteringP2P": 44.88,
- "TenKGnadClusteringS2S": 18.11,
- "TwentyNewsgroupsClustering": 48.1
+ "Model": "text-similarity-ada-001",
+ "ArxivClusteringP2P": 41.49,
+ "ArxivClusteringS2S": 28.47,
+ "BiorxivClusteringP2P": 36.86,
+ "BiorxivClusteringS2S": 27.55,
+ "MedrxivClusteringP2P": 31.09,
+ "MedrxivClusteringS2S": 26.5,
+ "RedditClustering": 42.47,
+ "RedditClusteringP2P": 58.1,
+ "StackExchangeClustering": 53.52,
+ "StackExchangeClusteringP2P": 30.43,
+ "TwentyNewsgroupsClustering": 36.26
}
]
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"PairClassification": {
"ap": [
{
- "Model": "sentence-t5-base",
- "OpusparcusPC (fr)": 89.4,
- "PawsX (fr)": 55.35,
- "SprintDuplicateQuestions": 91.23,
- "TwitterSemEval2015": 78.25,
- "TwitterURLCorpus": 86.05
+ "Model": "text-similarity-ada-001",
+ "SprintDuplicateQuestions": 77.85,
+ "TwitterSemEval2015": 69.04,
+ "TwitterURLCorpus": 83.69
}
]
},
"Reranking": {
"map": [
{
- "Model": "sentence-t5-base",
- "AlloprofReranking": 50.12,
- "AskUbuntuDupQuestions": 59.73,
- "MindSmallReranking": 30.2,
- "SciDocsRR": 73.96,
- "StackOverflowDupQuestions": 48.46,
- "SyntecReranking": 78.05
+ "Model": "text-similarity-ada-001",
+ "AskUbuntuDupQuestions": 53.49,
+ "MindSmallReranking": 30.71,
+ "SciDocsRR": 71.04,
+ "StackOverflowDupQuestions": 40.85
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
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- "AlloprofRetrieval": 27.52,
- "ArguAna": 44.85,
- "BSARDRetrieval": 0.16,
- "CQADupstackRetrieval": 35.23,
- "ClimateFEVER": 10.37,
- "DBPedia": 27.77,
- "FEVER": 26.17,
- "FiQA2018": 34.83,
- "HotpotQA": 33.2,
- "MSMARCO": 20.7,
- "MintakaRetrieval (fr)": 21.04,
- "NFCorpus": 28.65,
- "NQ": 36.32,
- "QuoraRetrieval": 85.49,
- "SCIDOCS": 14.15,
- "SciFact": 45.76,
- "SyntecRetrieval": 67.0,
- "TRECCOVID": 40.7,
- "Touche2020": 20.3,
- "XPQARetrieval (fr)": 45.19
+ "Model": "text-similarity-ada-001",
+ "ArguAna": 39.65,
+ "CQADupstackRetrieval": 10.17,
+ "ClimateFEVER": 2.83,
+ "DBPedia": 3.48,
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+ "FiQA2018": 7.54,
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+ "NFCorpus": 20.59,
+ "NQ": 2.02,
+ "QuoraRetrieval": 82.18,
+ "SCIDOCS": 6.28,
+ "SciFact": 45.46,
+ "TRECCOVID": 24.56,
+ "Touche2020": 3.1
}
]
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"STS": {
"spearman": [
{
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- "BIOSSES": 75.89,
- "SICK-R": 80.18,
- "SICKFr": 71.74,
- "STS12": 78.05,
- "STS13": 85.85,
- "STS14": 82.19,
- "STS15": 87.46,
- "STS16": 84.03,
- "STS17 (ar-ar)": 13.36,
- "STS17 (en-ar)": -5.65,
- "STS17 (en-de)": 67.11,
- "STS17 (en-en)": 89.57,
- "STS17 (en-tr)": -0.02,
- "STS17 (es-en)": 47.72,
- "STS17 (es-es)": 79.94,
- "STS17 (fr-en)": 56.61,
- "STS17 (it-en)": 30.46,
- "STS17 (ko-ko)": 10.06,
- "STS17 (nl-en)": 36.46,
- "STS22 (ar)": 31.2,
- "STS22 (de)": 42.08,
- "STS22 (de-en)": 46.9,
- "STS22 (de-fr)": 55.04,
- "STS22 (de-pl)": 33.94,
- "STS22 (en)": 62.66,
- "STS22 (es)": 53.81,
- "STS22 (es-en)": 65.19,
- "STS22 (es-it)": 55.29,
- "STS22 (fr)": 77.69,
- "STS22 (fr-pl)": 28.17,
- "STS22 (it)": 60.65,
- "STS22 (pl)": 24.42,
- "STS22 (pl-en)": 42.97,
- "STS22 (ru)": 12.13,
- "STS22 (tr)": 40.45,
- "STS22 (zh)": 32.9,
- "STS22 (zh-en)": 20.15,
- "STSBenchmark": 85.52,
- "STSBenchmarkMultilingualSTS (fr)": 74.04
+ "Model": "text-similarity-ada-001",
+ "BIOSSES": 78.04,
+ "SICK-R": 77.48,
+ "STS12": 72.3,
+ "STS13": 81.49,
+ "STS14": 74.74,
+ "STS15": 84.28,
+ "STS16": 82.06,
+ "STS17 (en-en)": 87.08,
+ "STS22 (en)": 64.71,
+ "STSBenchmark": 83.78
}
]
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"Summarization": {
"spearman": [
{
- "Model": "sentence-t5-base",
- "SummEval": 31.39,
- "SummEvalFr": 30.01
+ "Model": "text-similarity-ada-001",
+ "SummEval": 26.94
}
]
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"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "sentence-t5-base"
+ "Model": "text-similarity-ada-001"
}
]
}
},
- "gelectra-large": {
+ "rubert-base-cased-sentence": {
"BitextMining": {
"f1": [
{
- "Model": "gelectra-large"
+ "Model": "rubert-base-cased-sentence",
+ "Tatoeba (rus-Cyrl_eng-Latn)": 20.26
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "gelectra-large"
+ "Model": "rubert-base-cased-sentence",
+ "GeoreviewClassification (rus-Cyrl)": 38.05,
+ "HeadlineClassification (rus-Cyrl)": 67.64,
+ "InappropriatenessClassification (rus-Cyrl)": 58.27,
+ "KinopoiskClassification (rus-Cyrl)": 45.86,
+ "MassiveIntentClassification (rus-Cyrl)": 49.1,
+ "MassiveScenarioClassification (rus-Cyrl)": 51.91,
+ "RuReviewsClassification (rus-Cyrl)": 58.34,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.18,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 40.11
}
]
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"Clustering": {
"v_measure": [
{
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- "BlurbsClusteringP2P": 13.96,
- "BlurbsClusteringS2S": 7.57,
- "TenKGnadClusteringP2P": 11.49,
- "TenKGnadClusteringS2S": 3.91
+ "Model": "rubert-base-cased-sentence",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 41.82,
+ "MLSUMClusteringP2P (rus-Cyrl)": 43.71,
+ "MLSUMClusteringS2S (rus-Cyrl)": 45.94,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 46.29,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.28
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "gelectra-large"
+ "Model": "rubert-base-cased-sentence",
+ "OpusparcusPC (rus-Cyrl)": 81.52,
+ "TERRa (rus-Cyrl)": 59.12
}
]
},
"Reranking": {
"map": [
{
- "Model": "gelectra-large"
+ "Model": "rubert-base-cased-sentence",
+ "RuBQReranking (rus-Cyrl)": 39.89
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "gelectra-large"
+ "Model": "rubert-base-cased-sentence",
+ "RiaNewsRetrieval (rus-Cyrl)": 6.72,
+ "RuBQRetrieval (rus-Cyrl)": 12.63
}
]
},
"STS": {
"spearman": [
{
- "Model": "gelectra-large"
+ "Model": "rubert-base-cased-sentence",
+ "RUParaPhraserSTS (rus-Cyrl)": 66.24,
+ "RuSTSBenchmarkSTS (rus-Cyrl)": 66.03,
+ "STS22 (rus-Cyrl)": 51.27,
+ "STSBenchmarkMultilingualSTS (rus-Cyrl)": 66.71
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "gelectra-large"
+ "Model": "rubert-base-cased-sentence"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "gelectra-large"
+ "Model": "rubert-base-cased-sentence"
}
]
}
},
- "monobert-large-msmarco": {
+ "gelectra-large": {
"BitextMining": {
"f1": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "gelectra-large"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "gelectra-large"
}
]
},
"Clustering": {
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{
- "Model": "monobert-large-msmarco"
+ "Model": "gelectra-large",
+ "BlurbsClusteringP2P": 13.96,
+ "BlurbsClusteringS2S": 7.57,
+ "TenKGnadClusteringP2P": 11.49,
+ "TenKGnadClusteringS2S": 3.91
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "gelectra-large"
}
]
},
"Reranking": {
"map": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "gelectra-large"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "gelectra-large"
}
]
},
"STS": {
"spearman": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "gelectra-large"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "monobert-large-msmarco"
+ "Model": "gelectra-large"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "monobert-large-msmarco",
- "Core17InstructionRetrieval": -0.24,
- "News21InstructionRetrieval": -0.8,
- "Robust04InstructionRetrieval": -9.36
+ "Model": "gelectra-large"
}
]
}
},
- "sup-simcse-bert-base-uncased": {
+ "gtr-t5-base": {
"BitextMining": {
"f1": [
{
- "Model": "sup-simcse-bert-base-uncased"
+ "Model": "gtr-t5-base"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "AmazonCounterfactualClassification (en)": 75.75,
- "AmazonPolarityClassification": 82.47,
- "AmazonReviewsClassification (en)": 39.6,
- "Banking77Classification": 75.76,
- "EmotionClassification": 44.81,
- "ImdbClassification": 73.53,
- "MTOPDomainClassification (en)": 84.29,
- "MTOPIntentClassification (en)": 63.14,
- "MassiveIntentClassification (en)": 65.95,
- "MassiveScenarioClassification (en)": 70.78,
- "ToxicConversationsClassification": 72.04,
- "TweetSentimentExtractionClassification": 59.73
+ "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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"Clustering": {
"v_measure": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "ArxivClusteringP2P": 35.18,
- "ArxivClusteringS2S": 27.54,
- "BiorxivClusteringP2P": 30.15,
- "BiorxivClusteringS2S": 24.67,
- "MedrxivClusteringP2P": 26.25,
- "MedrxivClusteringS2S": 24.12,
- "RedditClustering": 40.23,
- "RedditClusteringP2P": 47.74,
- "StackExchangeClustering": 47.55,
- "StackExchangeClusteringP2P": 29.45,
- "TwentyNewsgroupsClustering": 34.86
+ "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
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "SprintDuplicateQuestions": 69.39,
- "TwitterSemEval2015": 67.75,
- "TwitterURLCorpus": 83.89
+ "Model": "gtr-t5-base",
+ "SprintDuplicateQuestions": 94.55,
+ "TwitterSemEval2015": 72.23,
+ "TwitterURLCorpus": 84.77
}
]
},
"Reranking": {
"map": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "AskUbuntuDupQuestions": 51.8,
- "MindSmallReranking": 29.3,
- "SciDocsRR": 70.14,
- "StackOverflowDupQuestions": 38.9
+ "Model": "gtr-t5-base",
+ "AskUbuntuDupQuestions": 60.86,
+ "MindSmallReranking": 31.33,
+ "SciDocsRR": 73.71,
+ "StackOverflowDupQuestions": 51.01
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "ArguAna": 38.33,
- "CQADupstackRetrieval": 14.5,
- "ClimateFEVER": 11.98,
- "DBPedia": 19.73,
- "FEVER": 20.41,
- "FiQA2018": 10.41,
- "HotpotQA": 22.9,
- "MSMARCO": 11.0,
- "NFCorpus": 12.42,
- "NQ": 16.08,
- "QuoraRetrieval": 79.62,
- "SCIDOCS": 7.53,
- "SciFact": 29.59,
- "TRECCOVID": 22.93,
- "Touche2020": 9.9
+ "Model": "gtr-t5-base",
+ "ArguAna": 50.83,
+ "CQADupstackRetrieval": 34.55,
+ "ClimateFEVER": 24.88,
+ "DBPedia": 35.24,
+ "FEVER": 68.93,
+ "FiQA2018": 35.15,
+ "HotpotQA": 54.93,
+ "MSMARCO": 41.16,
+ "NFCorpus": 30.22,
+ "NQ": 50.47,
+ "QuoraRetrieval": 87.98,
+ "SCIDOCS": 14.0,
+ "SciFact": 59.74,
+ "TRECCOVID": 56.05,
+ "Touche2020": 25.89
}
]
},
"STS": {
"spearman": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "BIOSSES": 68.38,
- "SICK-R": 80.77,
- "STS12": 75.3,
- "STS13": 84.67,
- "STS14": 80.19,
- "STS15": 85.4,
- "STS16": 80.82,
- "STS17 (en-en)": 89.44,
- "STS22 (en)": 61.96,
- "STSBenchmark": 84.25
+ "Model": "gtr-t5-base",
+ "BIOSSES": 79.0,
+ "SICK-R": 71.45,
+ "STS12": 68.59,
+ "STS13": 79.09,
+ "STS14": 74.64,
+ "STS15": 84.85,
+ "STS16": 81.57,
+ "STS17 (en-en)": 85.8,
+ "STS22 (en)": 66.17,
+ "STSBenchmark": 79.58
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "sup-simcse-bert-base-uncased",
- "SummEval": 31.17
+ "Model": "gtr-t5-base",
+ "SummEval": 29.67
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "sup-simcse-bert-base-uncased"
+ "Model": "gtr-t5-base"
}
]
}
},
- "sentence-t5-xl": {
+ "bge-base-en-v1.5-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "sentence-t5-xl",
- "BUCC (de-en)": 95.04,
- "BUCC (fr-en)": 94.96,
- "BUCC (ru-en)": 8.33,
- "BUCC (zh-en)": 1.3,
- "Tatoeba (afr-eng)": 41.84,
- "Tatoeba (amh-eng)": 0.03,
- "Tatoeba (ang-eng)": 37.87,
- "Tatoeba (ara-eng)": 0.61,
- "Tatoeba (arq-eng)": 0.74,
- "Tatoeba (arz-eng)": 0.42,
- "Tatoeba (ast-eng)": 65.41,
- "Tatoeba (awa-eng)": 1.46,
- "Tatoeba (aze-eng)": 8.79,
- "Tatoeba (bel-eng)": 5.76,
- "Tatoeba (ben-eng)": 0.01,
- "Tatoeba (ber-eng)": 5.92,
- "Tatoeba (bos-eng)": 16.12,
- "Tatoeba (bre-eng)": 6.12,
- "Tatoeba (bul-eng)": 9.06,
- "Tatoeba (cat-eng)": 57.4,
- "Tatoeba (cbk-eng)": 57.68,
- "Tatoeba (ceb-eng)": 12.56,
- "Tatoeba (ces-eng)": 9.47,
- "Tatoeba (cha-eng)": 27.13,
- "Tatoeba (cmn-eng)": 1.82,
- "Tatoeba (cor-eng)": 3.87,
- "Tatoeba (csb-eng)": 14.41,
- "Tatoeba (cym-eng)": 6.69,
- "Tatoeba (dan-eng)": 54.87,
- "Tatoeba (deu-eng)": 93.72,
- "Tatoeba (dsb-eng)": 14.74,
- "Tatoeba (dtp-eng)": 5.84,
- "Tatoeba (ell-eng)": 0.6,
- "Tatoeba (epo-eng)": 30.8,
- "Tatoeba (est-eng)": 5.39,
- "Tatoeba (eus-eng)": 11.9,
- "Tatoeba (fao-eng)": 28.08,
- "Tatoeba (fin-eng)": 6.81,
- "Tatoeba (fra-eng)": 85.29,
- "Tatoeba (fry-eng)": 38.68,
- "Tatoeba (gla-eng)": 2.96,
- "Tatoeba (gle-eng)": 3.74,
- "Tatoeba (glg-eng)": 70.0,
- "Tatoeba (gsw-eng)": 30.49,
- "Tatoeba (heb-eng)": 0.87,
- "Tatoeba (hin-eng)": 0.1,
- "Tatoeba (hrv-eng)": 17.43,
- "Tatoeba (hsb-eng)": 14.69,
- "Tatoeba (hun-eng)": 7.28,
- "Tatoeba (hye-eng)": 0.77,
- "Tatoeba (ido-eng)": 46.65,
- "Tatoeba (ile-eng)": 59.43,
- "Tatoeba (ina-eng)": 82.71,
- "Tatoeba (ind-eng)": 37.26,
- "Tatoeba (isl-eng)": 11.21,
- "Tatoeba (ita-eng)": 79.77,
- "Tatoeba (jav-eng)": 7.81,
- "Tatoeba (jpn-eng)": 0.91,
- "Tatoeba (kab-eng)": 2.23,
- "Tatoeba (kat-eng)": 1.48,
- "Tatoeba (kaz-eng)": 1.77,
- "Tatoeba (khm-eng)": 0.38,
- "Tatoeba (kor-eng)": 1.96,
- "Tatoeba (kur-eng)": 12.11,
- "Tatoeba (kzj-eng)": 6.13,
- "Tatoeba (lat-eng)": 27.84,
- "Tatoeba (lfn-eng)": 45.89,
- "Tatoeba (lit-eng)": 5.94,
- "Tatoeba (lvs-eng)": 8.11,
- "Tatoeba (mal-eng)": 0.59,
- "Tatoeba (mar-eng)": 0.03,
- "Tatoeba (max-eng)": 21.7,
- "Tatoeba (mhr-eng)": 0.68,
- "Tatoeba (mkd-eng)": 5.92,
- "Tatoeba (mon-eng)": 2.39,
- "Tatoeba (nds-eng)": 45.04,
- "Tatoeba (nld-eng)": 64.75,
- "Tatoeba (nno-eng)": 36.74,
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- "Tatoeba (nov-eng)": 57.12,
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- "MassiveScenarioClassification (zh-TW)": 7.14,
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- "STS17 (es-es)": 83.42,
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- "STS22 (de-fr)": 62.21,
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}
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+ "Model": "bge-base-en-v1.5-instruct"
}
]
}
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- "STS17 (es-es)": 79.67,
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- "STS22 (de-en)": 32.35,
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- "STS22 (es)": 54.92,
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- "STS22 (es-it)": 42.21,
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- "STS22 (it)": 60.31,
- "STS22 (pl)": 18.34,
- "STS22 (pl-en)": 53.63,
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- "STS22 (ar)": 27.01,
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- "STS22 (de-fr)": 61.58,
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- "STS22 (pl-en)": 51.72,
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- "MassiveScenarioClassification (vi)": 61.05,
- "MassiveScenarioClassification (zh-CN)": 70.85,
- "MassiveScenarioClassification (zh-TW)": 67.08,
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- "TweetSentimentExtractionClassification": 58.82
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- "Touche2020": 4.88,
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- ]
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- "STS17 (ar-ar)": 69.07,
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- "STS17 (en-de)": 73.85,
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- "STS17 (en-tr)": 72.07,
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- "STS17 (es-es)": 80.83,
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- "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,
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- "MTOPIntentClassification (fr)": 37.18,
- "MasakhaNEWSClassification (fra)": 75.62,
- "MassiveIntentClassification (fr)": 42.64,
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- ]
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- "Model": "all-MiniLM-L6-v2",
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- "STS14": 75.59,
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- "STS17 (spa-Latn_eng-Latn)": 16.31,
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- "STS17 (eng-Latn_tur-Latn)": 4.5,
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- "STS17 (nld-Latn_eng-Latn)": 29.0,
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- "STS17 (spa-Latn)": 76.12,
- "STS17 (eng-Latn_deu-Latn)": 35.82,
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- "STS17 (en-de)": 35.82,
- "STS17 (en-tr)": 4.5,
- "STS17 (es-en)": 16.31,
- "STS17 (es-es)": 76.12,
- "STS17 (fr-en)": 37.09,
- "STS17 (it-en)": 24.45,
- "STS17 (ko-ko)": 43.39,
- "STS17 (nl-en)": 29.0,
- "STS22 (tur-Latn)": 33.69,
- "STS22 (spa-Latn)": 54.78,
- "STS22 (ara-Arab)": 22.64,
- "STS22 (deu-Latn_pol-Latn)": -4.93,
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- "STS22 (cmn-Hans_eng-Latn)": 41.64,
- "STS22 (rus-Cyrl)": 14.72,
- "STS22 (spa-Latn_ita-Latn)": 44.27,
- "STS22 (deu-Latn_fra-Latn)": 30.07,
- "STS22 (deu-Latn)": 31.04,
- "STS22 (fra-Latn_pol-Latn)": 50.71,
- "STS22 (en)": 67.21,
- "STS22 (pol-Latn)": 26.77,
- "STS22 (pol-Latn_eng-Latn)": 32.8,
- "STS22 (deu-Latn_eng-Latn)": 44.04,
- "STS22 (ita-Latn)": 60.4,
- "STS22 (fra-Latn)": 77.0,
- "STS22 (cmn-Hans)": 44.93,
- "STS22 (ar)": 22.64,
- "STS22 (de)": 31.04,
- "STS22 (de-en)": 44.04,
- "STS22 (de-fr)": 30.07,
- "STS22 (de-pl)": 4.93,
- "STS22 (es)": 54.78,
- "STS22 (es-en)": 53.42,
- "STS22 (es-it)": 44.27,
- "STS22 (fr)": 77.0,
- "STS22 (fr-pl)": 50.71,
- "STS22 (it)": 60.4,
- "STS22 (pl)": 26.77,
- "STS22 (pl-en)": 32.8,
- "STS22 (ru)": 14.72,
- "STS22 (tr)": 33.69,
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- "STS22 (zh-en)": 41.64,
- "STSB (cmn-Hans)": 37.8,
- "STSBenchmark": 82.03,
- "STSBenchmarkMultilingualSTS (pol-Latn)": 56.42,
- "STSBenchmarkMultilingualSTS (por-Latn)": 61.56,
- "STSBenchmarkMultilingualSTS (ita-Latn)": 59.24,
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- "STSBenchmarkMultilingualSTS (deu-Latn)": 62.4,
- "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.74,
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- "STSBenchmarkMultilingualSTS (en)": 82.03,
- "STSBenchmarkMultilingualSTS (nld-Latn)": 55.46,
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- "SummEval": 30.81,
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- }
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- {
- "Model": "contriever"
- }
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- "Classification": {
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- "Model": "contriever"
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- "Model": "contriever"
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- "STS": {
- "spearman": [
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- "Model": "contriever"
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- ]
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- "Model": "contriever"
- }
- ]
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- "Model": "contriever"
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- ]
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- "f1": [
- {
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+ "Tatoeba (tam-Taml_eng-Latn)": 0.33,
+ "Tatoeba (bre-Latn_eng-Latn)": 3.68,
+ "Tatoeba (tha-Thai_eng-Latn)": 0.67,
+ "Tatoeba (nob-Latn_eng-Latn)": 8.02,
+ "Tatoeba (est-Latn_eng-Latn)": 2.6,
+ "Tatoeba (wuu-Hans_eng-Latn)": 1.89,
+ "Tatoeba (swg-Latn_eng-Latn)": 11.9,
+ "Tatoeba (max-Deva_eng-Latn)": 8.4,
+ "Tatoeba (srp-Cyrl_eng-Latn)": 2.22,
+ "Tatoeba (yue-Hant_eng-Latn)": 1.89,
+ "Tatoeba (rus-Cyrl_eng-Latn)": 0.07,
+ "Tatoeba (ell-Grek_eng-Latn)": 0.2,
+ "Tatoeba (ceb-Latn_eng-Latn)": 3.95,
+ "Tatoeba (yid-Hebr_eng-Latn)": 0.19,
+ "Tatoeba (cmn-Hans_eng-Latn)": 2.45
}
]
},
@@ -18891,56 +7996,59 @@
{
"Model": "all-MiniLM-L12-v2",
"AllegroReviews (pol-Latn)": 23.85,
- "AmazonCounterfactualClassification (de)": 57.1,
- "AmazonCounterfactualClassification (en)": 65.28,
"AmazonCounterfactualClassification (en-ext)": 67.24,
- "AmazonCounterfactualClassification (ja)": 59.91,
+ "AmazonCounterfactualClassification (en)": 65.28,
"AmazonCounterfactualClassification (deu-Latn)": 57.13,
"AmazonCounterfactualClassification (jpn-Jpan)": 59.94,
- "AmazonPolarityClassification": 62.99,
- "AmazonReviewsClassification (de)": 25.91,
+ "AmazonCounterfactualClassification (de)": 57.1,
+ "AmazonCounterfactualClassification (ja)": 59.91,
+ "AmazonPolarityClassification": 62.98,
"AmazonReviewsClassification (en)": 30.79,
- "AmazonReviewsClassification (es)": 27.63,
- "AmazonReviewsClassification (fr)": 27.54,
- "AmazonReviewsClassification (ja)": 23.57,
- "AmazonReviewsClassification (zh)": 22.99,
"AmazonReviewsClassification (deu-Latn)": 25.92,
"AmazonReviewsClassification (spa-Latn)": 27.64,
"AmazonReviewsClassification (fra-Latn)": 27.53,
"AmazonReviewsClassification (jpn-Jpan)": 23.57,
"AmazonReviewsClassification (cmn-Hans)": 22.99,
+ "AmazonReviewsClassification (de)": 25.91,
+ "AmazonReviewsClassification (es)": 27.63,
+ "AmazonReviewsClassification (fr)": 27.54,
+ "AmazonReviewsClassification (ja)": 23.57,
+ "AmazonReviewsClassification (zh)": 22.99,
"AngryTweetsClassification (dan-Latn)": 42.87,
- "Banking77Classification": 80.41,
+ "Banking77Classification": 80.4,
"CBD (pol-Latn)": 48.46,
"DanishPoliticalCommentsClassification (dan-Latn)": 27.07,
"EmotionClassification": 41.17,
+ "GeoreviewClassification (rus-Cyrl)": 23.49,
+ "HeadlineClassification (rus-Cyrl)": 28.49,
"IFlyTek (cmn-Hans)": 15.31,
- "ImdbClassification": 59.78,
+ "ImdbClassification": 59.76,
+ "InappropriatenessClassification (rus-Cyrl)": 50.85,
"JDReview (cmn-Hans)": 59.57,
+ "KinopoiskClassification (rus-Cyrl)": 34.17,
"LccSentimentClassification (dan-Latn)": 41.93,
- "MTOPDomainClassification (de)": 72.04,
- "MTOPDomainClassification (en)": 91.88,
- "MTOPDomainClassification (es)": 72.99,
- "MTOPDomainClassification (fr)": 75.59,
- "MTOPDomainClassification (hi)": 40.36,
- "MTOPDomainClassification (th)": 17.1,
+ "MTOPDomainClassification (en)": 91.9,
"MTOPDomainClassification (deu-Latn)": 72.04,
"MTOPDomainClassification (spa-Latn)": 72.99,
"MTOPDomainClassification (fra-Latn)": 75.57,
"MTOPDomainClassification (hin-Deva)": 40.4,
"MTOPDomainClassification (tha-Thai)": 16.36,
- "MTOPIntentClassification (de)": 43.41,
- "MTOPIntentClassification (en)": 62.83,
- "MTOPIntentClassification (es)": 41.88,
- "MTOPIntentClassification (fr)": 38.94,
- "MTOPIntentClassification (hi)": 17.75,
- "MTOPIntentClassification (th)": 5.63,
+ "MTOPDomainClassification (de)": 72.04,
+ "MTOPDomainClassification (es)": 72.99,
+ "MTOPDomainClassification (fr)": 75.59,
+ "MTOPDomainClassification (hi)": 40.36,
+ "MTOPDomainClassification (th)": 17.1,
+ "MTOPIntentClassification (en)": 62.84,
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"MTOPIntentClassification (fra-Latn)": 38.96,
"MTOPIntentClassification (hin-Deva)": 17.76,
"MTOPIntentClassification (tha-Thai)": 6.13,
- "MasakhaNEWSClassification (fra)": 72.2,
+ "MTOPIntentClassification (de)": 43.41,
+ "MTOPIntentClassification (es)": 41.88,
+ "MTOPIntentClassification (fr)": 38.94,
+ "MTOPIntentClassification (hi)": 17.75,
+ "MTOPIntentClassification (th)": 5.63,
"MasakhaNEWSClassification (amh-Ethi)": 30.64,
"MasakhaNEWSClassification (eng)": 76.62,
"MasakhaNEWSClassification (fra-Latn)": 67.18,
@@ -18957,57 +8065,7 @@
"MasakhaNEWSClassification (tir-Ethi)": 21.18,
"MasakhaNEWSClassification (xho-Latn)": 54.34,
"MasakhaNEWSClassification (yor-Latn)": 58.61,
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- "MassiveIntentClassification (am)": 2.45,
- "MassiveIntentClassification (ar)": 20.94,
- "MassiveIntentClassification (az)": 34.25,
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- "MassiveIntentClassification (cy)": 35.71,
- "MassiveIntentClassification (da)": 44.43,
- "MassiveIntentClassification (de)": 44.17,
- "MassiveIntentClassification (el)": 28.7,
- "MassiveIntentClassification (en)": 67.11,
- "MassiveIntentClassification (es)": 40.91,
- "MassiveIntentClassification (fa)": 23.52,
- "MassiveIntentClassification (fi)": 39.27,
- "MassiveIntentClassification (fr)": 44.82,
- "MassiveIntentClassification (he)": 23.65,
- "MassiveIntentClassification (hi)": 17.98,
- "MassiveIntentClassification (hu)": 38.0,
- "MassiveIntentClassification (hy)": 8.69,
- "MassiveIntentClassification (id)": 39.66,
- "MassiveIntentClassification (is)": 35.14,
- "MassiveIntentClassification (it)": 43.17,
- "MassiveIntentClassification (ja)": 30.94,
- "MassiveIntentClassification (jv)": 36.69,
- "MassiveIntentClassification (ka)": 9.17,
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- "MassiveIntentClassification (kn)": 3.08,
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- "MassiveIntentClassification (lv)": 38.61,
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- "MassiveIntentClassification (my)": 4.38,
- "MassiveIntentClassification (nb)": 41.91,
- "MassiveIntentClassification (nl)": 41.85,
- "MassiveIntentClassification (pl)": 37.63,
- "MassiveIntentClassification (pt)": 45.12,
- "MassiveIntentClassification (ro)": 41.71,
- "MassiveIntentClassification (ru)": 26.33,
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- "MassiveIntentClassification (tr)": 35.9,
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- "MassiveIntentClassification (vi)": 37.38,
- "MassiveIntentClassification (zh-CN)": 23.74,
- "MassiveIntentClassification (zh-TW)": 22.39,
+ "MasakhaNEWSClassification (fra)": 72.2,
"MassiveIntentClassification (jpn-Jpan)": 30.89,
"MassiveIntentClassification (khm-Khmr)": 4.99,
"MassiveIntentClassification (slv-Latn)": 38.48,
@@ -19053,62 +8111,62 @@
"MassiveIntentClassification (mya-Mymr)": 4.36,
"MassiveIntentClassification (sqi-Latn)": 41.47,
"MassiveIntentClassification (tel-Telu)": 2.54,
+ "MassiveIntentClassification (en)": 67.15,
"MassiveIntentClassification (ron-Latn)": 41.64,
"MassiveIntentClassification (tam-Taml)": 13.12,
"MassiveIntentClassification (swa-Latn)": 35.26,
"MassiveIntentClassification (urd-Arab)": 16.26,
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- "MassiveScenarioClassification (cy)": 41.4,
- "MassiveScenarioClassification (da)": 49.47,
- "MassiveScenarioClassification (de)": 52.07,
- "MassiveScenarioClassification (el)": 35.51,
- "MassiveScenarioClassification (en)": 74.57,
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- "MassiveScenarioClassification (fi)": 45.8,
- "MassiveScenarioClassification (fr)": 53.76,
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- "MassiveScenarioClassification (nl)": 49.15,
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- "MassiveScenarioClassification (pt)": 53.0,
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- "MassiveScenarioClassification (tr)": 41.79,
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- "MassiveScenarioClassification (vi)": 40.94,
- "MassiveScenarioClassification (zh-CN)": 33.18,
- "MassiveScenarioClassification (zh-TW)": 31.16,
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+ "MassiveIntentClassification (de)": 44.17,
+ "MassiveIntentClassification (el)": 28.7,
+ "MassiveIntentClassification (es)": 40.91,
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+ "MassiveIntentClassification (fi)": 39.27,
+ "MassiveIntentClassification (fr)": 44.82,
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+ "MassiveIntentClassification (hu)": 38.0,
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+ "MassiveIntentClassification (sv)": 40.42,
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+ "MassiveIntentClassification (tr)": 35.9,
+ "MassiveIntentClassification (ur)": 16.18,
+ "MassiveIntentClassification (vi)": 37.38,
+ "MassiveIntentClassification (zh-CN)": 23.74,
+ "MassiveIntentClassification (zh-TW)": 22.39,
"MassiveScenarioClassification (jav-Latn)": 44.54,
"MassiveScenarioClassification (aze-Latn)": 39.62,
"MassiveScenarioClassification (cmo-Hans)": 33.19,
@@ -19128,6 +8186,7 @@
"MassiveScenarioClassification (urd-Arab)": 24.45,
"MassiveScenarioClassification (tha-Thai)": 18.32,
"MassiveScenarioClassification (ita-Latn)": 51.7,
+ "MassiveScenarioClassification (en)": 74.58,
"MassiveScenarioClassification (sqi-Latn)": 49.12,
"MassiveScenarioClassification (mya-Mymr)": 10.06,
"MassiveScenarioClassification (ara-Arab)": 27.66,
@@ -19159,6 +8218,56 @@
"MassiveScenarioClassification (spa-Latn)": 50.73,
"MassiveScenarioClassification (mal-Mlym)": 7.25,
"MassiveScenarioClassification (amh-Ethi)": 7.41,
+ "MassiveScenarioClassification (af)": 45.71,
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+ "MassiveScenarioClassification (ar)": 27.62,
+ "MassiveScenarioClassification (az)": 39.58,
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+ "MassiveScenarioClassification (cy)": 41.4,
+ "MassiveScenarioClassification (da)": 49.47,
+ "MassiveScenarioClassification (de)": 52.07,
+ "MassiveScenarioClassification (el)": 35.51,
+ "MassiveScenarioClassification (es)": 50.74,
+ "MassiveScenarioClassification (fa)": 29.0,
+ "MassiveScenarioClassification (fi)": 45.8,
+ "MassiveScenarioClassification (fr)": 53.76,
+ "MassiveScenarioClassification (he)": 25.68,
+ "MassiveScenarioClassification (hi)": 23.02,
+ "MassiveScenarioClassification (hu)": 44.09,
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+ "MassiveScenarioClassification (ja)": 36.75,
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+ "MassiveScenarioClassification (ka)": 14.84,
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+ "MassiveScenarioClassification (lv)": 42.75,
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+ "MassiveScenarioClassification (nl)": 49.15,
+ "MassiveScenarioClassification (pl)": 44.72,
+ "MassiveScenarioClassification (pt)": 53.0,
+ "MassiveScenarioClassification (ro)": 49.97,
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+ "MassiveScenarioClassification (tl)": 48.31,
+ "MassiveScenarioClassification (tr)": 41.79,
+ "MassiveScenarioClassification (ur)": 24.46,
+ "MassiveScenarioClassification (vi)": 40.94,
+ "MassiveScenarioClassification (zh-CN)": 33.18,
+ "MassiveScenarioClassification (zh-TW)": 31.16,
"MultilingualSentiment (cmn-Hans)": 40.52,
"NoRecClassification (nob-Latn)": 37.73,
"NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 54.17,
@@ -19166,9 +8275,12 @@
"PAC (pol-Latn)": 59.53,
"PolEmo2.0-IN (pol-Latn)": 38.32,
"PolEmo2.0-OUT (pol-Latn)": 22.98,
+ "RuReviewsClassification (rus-Cyrl)": 42.49,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 10.49,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 8.31,
"TNews (cmn-Hans)": 20.37,
- "ToxicConversationsClassification": 63.34,
- "TweetSentimentExtractionClassification": 54.24,
+ "ToxicConversationsClassification": 67.47,
+ "TweetSentimentExtractionClassification": 54.25,
"Waimai (cmn-Hans)": 63.48
}
]
@@ -19176,1720 +8288,17015 @@
"Clustering": {
"v_measure": [
{
- "Model": "all-MiniLM-L12-v2",
- "AlloProfClusteringP2P": 46.03,
- "AlloProfClusteringS2S": 31.83,
- "ArxivClusteringP2P": 46.07,
- "ArxivClusteringS2S": 37.5,
- "BiorxivClusteringP2P": 36.99,
- "BiorxivClusteringS2S": 33.21,
- "HALClusteringS2S": 19.58,
- "MLSUMClusteringP2P": 34.35,
- "MLSUMClusteringS2S": 29.3,
- "MasakhaNEWSClusteringP2P (fra)": 42.72,
- "MasakhaNEWSClusteringP2P (amh-Ethi)": 40.5,
- "MasakhaNEWSClusteringP2P (eng)": 55.86,
- "MasakhaNEWSClusteringP2P (fra-Latn)": 42.72,
- "MasakhaNEWSClusteringP2P (hau-Latn)": 26.61,
- "MasakhaNEWSClusteringP2P (ibo-Latn)": 44.26,
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- "MasakhaNEWSClusteringP2P (yor-Latn)": 32.51,
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- "RedditClusteringP2P": 54.8,
- "StackExchangeClustering": 53.05,
- "StackExchangeClusteringP2P": 33.13,
- "TwentyNewsgroupsClustering": 47.47
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+ "ArxivClusteringP2P": 46.07,
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+ "Model": "electra-small-swedish-cased-discriminator"
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+ }
+ ]
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+ "Model": "all-MiniLM-L6-v2",
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+ "STS14": 75.59,
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+ "STS17 (eng-Latn_deu-Latn)": 35.82,
+ "STS17 (ita-Latn_eng-Latn)": 24.45,
+ "STS22 (ar)": 22.64,
+ "STS22 (de)": 31.04,
+ "STS22 (de-en)": 44.04,
+ "STS22 (de-fr)": 30.07,
+ "STS22 (de-pl)": 4.93,
+ "STS22 (en)": 67.71,
+ "STS22 (es)": 54.78,
+ "STS22 (es-en)": 53.42,
+ "STS22 (es-it)": 44.27,
+ "STS22 (fr)": 77.0,
+ "STS22 (fr-pl)": 50.71,
+ "STS22 (it)": 60.4,
+ "STS22 (pl)": 26.77,
+ "STS22 (pl-en)": 32.8,
+ "STS22 (ru)": 14.72,
+ "STS22 (tr)": 33.69,
+ "STS22 (zh)": 44.93,
+ "STS22 (zh-en)": 41.64,
+ "STS22 (tur-Latn)": 33.69,
+ "STS22 (spa-Latn)": 54.78,
+ "STS22 (ara-Arab)": 22.64,
+ "STS22 (deu-Latn_pol-Latn)": -4.93,
+ "STS22 (spa-Latn_eng-Latn)": 53.42,
+ "STS22 (cmn-Hans_eng-Latn)": 41.64,
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+ "STS22 (spa-Latn_ita-Latn)": 44.27,
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+ "STS22 (deu-Latn)": 31.04,
+ "STS22 (fra-Latn_pol-Latn)": 50.71,
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+ "STS22 (cmn-Hans)": 44.93,
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+ "STSBenchmarkMultilingualSTS (fr)": 64.93,
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+ "STSBenchmarkMultilingualSTS (ita-Latn)": 59.24,
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+ "STSBenchmarkMultilingualSTS (en)": 82.03,
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+ "Summarization": {
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- "XPQARetrieval (eng-Latn_cmn-Hans)": 6.58,
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+ "STSBenchmarkMultilingualSTS (fr)": 63.85
+ }
+ ]
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+ "InstructionRetrieval": {
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+ "Model": "multi-qa-MiniLM-L6-cos-v1"
+ }
+ ]
+ }
+ },
+ "titan-embed-text-v1": {
+ "BitextMining": {
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+ "Model": "titan-embed-text-v1"
+ }
+ ]
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}
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+ "Model": "titan-embed-text-v1"
}
]
}
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- "MassiveScenarioClassification (en)": 79.79,
- "ToxicConversationsClassification": 72.92,
- "TweetSentimentExtractionClassification": 62.22
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+ "AmazonReviewsClassification (fr)": 26.85,
+ "MTOPDomainClassification (fr)": 34.99,
+ "MTOPIntentClassification (fr)": 15.76,
+ "MasakhaNEWSClassification (fra)": 67.94,
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}
]
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- "RedditClusteringP2P": 67.96,
- "StackExchangeClustering": 76.26,
- "StackExchangeClusteringP2P": 36.88,
- "TwentyNewsgroupsClustering": 58.14
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- "TwitterSemEval2015": 77.13,
- "TwitterURLCorpus": 87.78
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+ "OpusparcusPC (fr)": 82.1,
+ "PawsXPairClassification (fr)": 59.69
}
]
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- "AskUbuntuDupQuestions": 65.03,
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- "SciDocsRR": 86.66,
- "StackOverflowDupQuestions": 55.08
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- "BrightRetrieval (aops)": 8.45,
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- "LEMBSummScreenFDRetrieval": 84.8,
- "LEMBWikimQARetrieval": 54.16,
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- "LegalBenchConsumerContractsQA": 79.39,
- "LegalBenchCorporateLobbying": 95.09,
- "LegalQuAD": 57.47,
- "LegalSummarization": 71.55,
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- "TempReasonL3Fact": 25.52,
- "TempReasonL3Pure": 15.28,
- "Touche2020": 23.35,
- "WinoGrande": 29.11
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+ "BSARDRetrieval": 0.0,
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- "STS16": 85.08,
- "STS17 (en-en)": 90.22,
- "STS22 (en)": 66.14,
- "STSBenchmark": 83.56
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}
]
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- "Core17InstructionRetrieval": -0.2,
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- "Robust04InstructionRetrieval": -5.81
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}
]
}
},
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"BitextMining": {
"f1": [
{
- "Model": "bm25s"
+ "Model": "LLM2Vec-Llama-2-supervised"
}
]
},
"Classification": {
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- "Model": "bm25s"
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+ "Banking77Classification": 88.17,
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}
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+ "StackExchangeClusteringP2P": 33.2,
+ "TwentyNewsgroupsClustering": 51.04
}
]
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"PairClassification": {
"ap": [
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- "Model": "bm25s"
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+ "TwitterSemEval2015": 80.7,
+ "TwitterURLCorpus": 86.56
}
]
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"Reranking": {
"map": [
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- "Model": "bm25s"
+ "Model": "LLM2Vec-Llama-2-supervised",
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+ "MindSmallReranking": 31.34,
+ "SciDocsRR": 84.03,
+ "StackOverflowDupQuestions": 51.02
}
]
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"Retrieval": {
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- "ArguAna": 49.28,
- "CQADupstackRetrieval": 31.86,
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- "MSMARCO": 21.89,
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- "SCIDOCS": 15.78,
- "SciFact": 68.7,
- "TRECCOVID": 62.31,
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}
]
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"STS": {
"spearman": [
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- "Model": "bm25s"
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}
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}
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- "Model": "bm25s"
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}
]
}
},
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"BitextMining": {
"f1": [
{
- "Model": "all-MiniLM-L6-v2-instruct"
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}
]
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"Classification": {
"accuracy": [
{
- "Model": "all-MiniLM-L6-v2-instruct"
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+ "AmazonReviewsClassification (fr)": 29.39,
+ "MTOPDomainClassification (fr)": 63.63,
+ "MTOPIntentClassification (fr)": 37.86,
+ "MasakhaNEWSClassification (fra)": 63.91,
+ "MassiveIntentClassification (fr)": 37.3,
+ "MassiveScenarioClassification (fr)": 44.47
}
]
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"Clustering": {
"v_measure": [
{
- "Model": "all-MiniLM-L6-v2-instruct"
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+ "AlloProfClusteringP2P": 53.49,
+ "AlloProfClusteringS2S": 43.1,
+ "HALClusteringS2S": 19.78,
+ "MLSUMClusteringP2P": 40.73,
+ "MLSUMClusteringS2S": 31.94,
+ "MasakhaNEWSClusteringP2P (fra)": 24.23,
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}
]
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"PairClassification": {
"ap": [
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- "Model": "all-MiniLM-L6-v2-instruct"
+ "Model": "bert-base-25lang-cased",
+ "OpusparcusPC (fr)": 86.79,
+ "PawsXPairClassification (fr)": 53.39
}
]
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"Reranking": {
"map": [
{
- "Model": "all-MiniLM-L6-v2-instruct"
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- "TempReasonL2Pure": 0.49,
- "TempReasonL3Fact": 14.01,
- "TempReasonL3Pure": 6.27,
- "WinoGrande": 20.73
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}
]
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}
]
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- ]
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+ "Model": "bert-base-25lang-cased",
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+ ]
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+ "Model": "bert-base-25lang-cased"
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+ "Model": "flan-t5-base"
}
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- "AmazonCounterfactualClassification (en)": 65.03,
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- "Banking77Classification": 81.7,
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- "LccSentimentClassification (dan-Latn)": 39.27,
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- "MasakhaNEWSClassification (amh-Ethi)": 36.49,
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- "MasakhaNEWSClassification (ibo-Latn)": 61.64,
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- "MasakhaNEWSClassification (som-Latn)": 49.97,
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- "MassiveIntentClassification (heb-Hebr)": 23.6,
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- "MassiveIntentClassification (ell-Grek)": 24.52,
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- "MassiveScenarioClassification (ind-Latn)": 43.05,
- "MassiveScenarioClassification (pol-Latn)": 42.66,
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- "MassiveScenarioClassification (tel-Telu)": 7.81,
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- "MassiveScenarioClassification (kor-Kore)": 17.28,
- "MassiveScenarioClassification (vie-Latn)": 35.9,
- "MassiveScenarioClassification (amh-Ethi)": 7.43,
- "MassiveScenarioClassification (heb-Hebr)": 25.49,
- "MassiveScenarioClassification (hye-Armn)": 16.86,
- "MassiveScenarioClassification (khm-Khmr)": 9.63,
- "MassiveScenarioClassification (slv-Latn)": 39.88,
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- "MassiveScenarioClassification (nob-Latn)": 45.75,
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- "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 50.15,
- "OnlineShopping (cmn-Hans)": 56.94,
- "PAC (pol-Latn)": 62.1,
- "PolEmo2.0-IN (pol-Latn)": 41.63,
- "PolEmo2.0-OUT (pol-Latn)": 25.0,
- "TNews (cmn-Hans)": 21.05,
- "ToxicConversationsClassification": 61.05,
- "TweetSentimentExtractionClassification": 55.05,
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+ }
+ ]
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+ {
+ "Model": "flan-t5-base"
+ }
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+ "Model": "flan-t5-base"
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+ "Model": "flan-t5-base"
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+ "Model": "flan-t5-base"
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+ "Model": "flan-t5-base"
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+ "Model": "flan-t5-base",
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+ "News21InstructionRetrieval": -0.12,
+ "Robust04InstructionRetrieval": 5.35
+ }
+ ]
+ }
+ },
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+ {
+ "Model": "sbert_large_mt_nlu_ru"
+ }
+ ]
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+ "Model": "sbert_large_mt_nlu_ru",
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+ "HeadlineClassification (rus-Cyrl)": 77.19,
+ "InappropriatenessClassification (rus-Cyrl)": 64.64,
+ "KinopoiskClassification (rus-Cyrl)": 50.33,
+ "MassiveIntentClassification (rus-Cyrl)": 61.42,
+ "MassiveScenarioClassification (rus-Cyrl)": 68.13,
+ "RuReviewsClassification (rus-Cyrl)": 58.29,
+ "RuSciBenchGRNTIClassification (rus-Cyrl)": 54.19,
+ "RuSciBenchOECDClassification (rus-Cyrl)": 43.8
+ }
+ ]
+ },
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+ "Model": "sbert_large_mt_nlu_ru",
+ "GeoreviewClusteringP2P (rus-Cyrl)": 58.45,
+ "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.2,
+ "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 47.29
+ }
+ ]
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+ "Model": "sbert_large_mt_nlu_ru",
+ "TERRa (rus-Cyrl)": 51.97
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+ ]
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+ "map": [
+ {
+ "Model": "sbert_large_mt_nlu_ru",
+ "RuBQReranking (rus-Cyrl)": 56.13
+ }
+ ]
+ },
+ "Retrieval": {
+ "ndcg_at_10": [
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+ "Model": "sbert_large_mt_nlu_ru",
+ "RiaNewsRetrieval (rus-Cyrl)": 21.4,
+ "RuBQRetrieval (rus-Cyrl)": 29.8
+ }
+ ]
+ },
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+ "RuSTSBenchmarkSTS (rus-Cyrl)": 71.22,
+ "STS22 (rus-Cyrl)": 56.82
+ }
+ ]
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+ "Model": "sbert_large_mt_nlu_ru"
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+ "Model": "sbert_large_mt_nlu_ru"
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+ "BitextMining": {
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+ {
+ "Model": "monobert-large-msmarco"
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+ "Model": "monobert-large-msmarco"
}
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+ "Model": "gottbert-base"
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+ "Model": "text2vec-base-chinese"
+ }
+ ]
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+ "MultilingualSentiment": 60.98,
+ "OnlineShopping": 85.69,
+ "TNews": 43.01,
+ "Waimai": 77.22
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+ ]
+ },
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+ "CLSClusteringS2S": 32.42,
+ "ThuNewsClusteringP2P": 42.92,
+ "ThuNewsClusteringS2S": 40.01
+ }
+ ]
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+ "Ocnli": 60.95
+ }
+ ]
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+ "CMedQAv2": 59.82,
+ "MMarcoReranking": 12.76,
+ "T2Reranking": 65.95
+ }
+ ]
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+ "MMarcoRetrieval": 44.06,
+ "MedicalRetrieval": 27.56,
+ "T2Retrieval": 51.67,
+ "VideoRetrieval": 39.52
+ }
+ ]
+ },
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+ "QBQTC": 24.62,
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- "SummEval": 27.49,
- "SummEvalFr (fra-Latn)": 28.11
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}
]
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"InstructionRetrieval": {
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{
- "Model": "all-mpnet-base-v2"
+ "Model": "text2vec-base-chinese"
}
]
}
},
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{
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+ "Model": "voyage-lite-02-instruct"
}
]
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"Classification": {
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{
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+ "Banking77Classification": 88.59,
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+ "MassiveIntentClassification (en)": 73.97,
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+ "ToxicConversationsClassification": 81.75,
+ "TweetSentimentExtractionClassification": 62.98
}
]
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"Clustering": {
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{
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+ "Model": "voyage-lite-02-instruct",
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+ "BiorxivClusteringP2P": 50.15,
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+ "TwentyNewsgroupsClustering": 59.56
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]
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+ "TwitterURLCorpus": 88.11
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"Reranking": {
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{
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- "ARCChallenge": 8.85,
- "AlphaNLI": 4.13,
- "HellaSwag": 24.03,
- "PIQA": 23.03,
- "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
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+ "ArguAna": 70.28,
+ "CQADupstackRetrieval": 46.2,
+ "ClimateFEVER": 31.95,
+ "DBPedia": 39.79,
+ "FEVER": 91.35,
+ "FiQA2018": 52.51,
+ "HotpotQA": 75.51,
+ "MSMARCO": 37.93,
+ "NFCorpus": 43.7,
+ "NQ": 64.26,
+ "QuoraRetrieval": 87.62,
+ "SCIDOCS": 20.24,
+ "SciFact": 79.91,
+ "TRECCOVID": 81.02,
+ "Touche2020": 26.8
}
]
},
"STS": {
"spearman": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "voyage-lite-02-instruct",
+ "BIOSSES": 89.7,
+ "SICK-R": 78.44,
+ "STS12": 86.46,
+ "STS13": 87.76,
+ "STS14": 86.6,
+ "STS15": 90.1,
+ "STS16": 86.39,
+ "STS17 (en-en)": 86.98,
+ "STS22 (en)": 76.89,
+ "STSBenchmark": 88.56
}
]
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"Summarization": {
"spearman": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "voyage-lite-02-instruct",
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}
]
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"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "bge-base-en-v1.5-instruct"
+ "Model": "voyage-lite-02-instruct"
}
]
}
},
- "bge-small-en-v1.5-instruct": {
+ "voyage-lite-01-instruct": {
"BitextMining": {
"f1": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "voyage-lite-01-instruct"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "voyage-lite-01-instruct",
+ "AmazonCounterfactualClassification (en)": 71.43,
+ "AmazonPolarityClassification": 96.41,
+ "AmazonReviewsClassification (en)": 57.06,
+ "Banking77Classification": 81.64,
+ "EmotionClassification": 48.29,
+ "ImdbClassification": 95.49,
+ "MTOPDomainClassification (en)": 96.3,
+ "MTOPIntentClassification (en)": 67.93,
+ "MassiveIntentClassification (en)": 71.29,
+ "MassiveScenarioClassification (en)": 76.74,
+ "ToxicConversationsClassification": 75.45,
+ "TweetSentimentExtractionClassification": 59.44
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "voyage-lite-01-instruct",
+ "ArxivClusteringP2P": 47.92,
+ "ArxivClusteringS2S": 42.42,
+ "BiorxivClusteringP2P": 38.72,
+ "BiorxivClusteringS2S": 36.6,
+ "MedrxivClusteringP2P": 34.04,
+ "MedrxivClusteringS2S": 32.81,
+ "RedditClustering": 61.56,
+ "RedditClusteringP2P": 65.35,
+ "StackExchangeClustering": 70.16,
+ "StackExchangeClusteringP2P": 38.23,
+ "TwentyNewsgroupsClustering": 53.56
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "voyage-lite-01-instruct",
+ "SprintDuplicateQuestions": 96.01,
+ "TwitterSemEval2015": 76.87,
+ "TwitterURLCorpus": 86.84
}
]
},
"Reranking": {
"map": [
{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "voyage-lite-01-instruct",
+ "AskUbuntuDupQuestions": 65.77,
+ "MindSmallReranking": 31.69,
+ "SciDocsRR": 87.03,
+ "StackOverflowDupQuestions": 54.49
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "bge-small-en-v1.5-instruct",
- "ARCChallenge": 7.72,
- "AlphaNLI": 1.26,
- "HellaSwag": 23.41,
- "PIQA": 20.79,
- "Quail": 2.01,
- "RARbCode": 41.52,
- "RARbMath": 46.5,
- "SIQA": 0.98,
- "SpartQA": 2.86,
- "TempReasonL1": 1.27,
- "TempReasonL2Fact": 16.72,
- "TempReasonL2Pure": 1.1,
- "TempReasonL3Fact": 12.81,
- "TempReasonL3Pure": 4.63,
- "WinoGrande": 5.35
+ "Model": "voyage-lite-01-instruct",
+ "ArguAna": 58.73,
+ "CQADupstackRetrieval": 45.11,
+ "ClimateFEVER": 37.47,
+ "DBPedia": 43.42,
+ "FEVER": 89.71,
+ "FiQA2018": 44.79,
+ "HotpotQA": 70.46,
+ "MSMARCO": 39.66,
+ "NFCorpus": 43.33,
+ "NQ": 60.65,
+ "QuoraRetrieval": 87.83,
+ "SCIDOCS": 23.19,
+ "SciFact": 73.64,
+ "TRECCOVID": 78.92,
+ "Touche2020": 36.83
}
]
},
"STS": {
"spearman": [
{
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+ "Model": "voyage-lite-01-instruct",
+ "BIOSSES": 84.85,
+ "SICK-R": 79.71,
+ "STS12": 77.09,
+ "STS13": 88.91,
+ "STS14": 82.08,
+ "STS15": 89.21,
+ "STS16": 84.74,
+ "STS17 (en-en)": 90.73,
+ "STS22 (en)": 62.1,
+ "STSBenchmark": 89.86
}
]
},
"Summarization": {
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- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "voyage-lite-01-instruct",
+ "SummEval": 30.97
}
]
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"InstructionRetrieval": {
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{
- "Model": "bge-small-en-v1.5-instruct"
+ "Model": "voyage-lite-01-instruct"
}
]
}
},
- "e5-mistral-7b-instruct": {
+ "silver-retriever-base-v1": {
"BitextMining": {
"f1": [
{
- "Model": "e5-mistral-7b-instruct"
+ "Model": "silver-retriever-base-v1"
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "e5-mistral-7b-instruct",
- "AmazonReviewsClassification (fr)": 36.71,
- "MTOPDomainClassification (fr)": 74.8,
- "MTOPIntentClassification (fr)": 53.97,
- "MasakhaNEWSClassification (fra)": 80.59,
- "MassiveIntentClassification (fr)": 46.39,
- "MassiveScenarioClassification (fr)": 53.86
+ "Model": "silver-retriever-base-v1",
+ "AllegroReviews": 33.35,
+ "CBD": 68.51,
+ "MassiveIntentClassification (pl)": 66.63,
+ "MassiveScenarioClassification (pl)": 69.97,
+ "PAC": 66.26,
+ "PolEmo2.0-IN": 63.52,
+ "PolEmo2.0-OUT": 44.7
}
]
},
"Clustering": {
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- "AlloProfClusteringP2P": 61.06,
- "AlloProfClusteringS2S": 28.12,
- "HALClusteringS2S": 19.69,
- "MLSUMClusteringP2P": 45.59,
- "MLSUMClusteringS2S": 32.0,
- "MasakhaNEWSClusteringP2P (fra)": 52.47,
- "MasakhaNEWSClusteringS2S (fra)": 49.2
+ "Model": "silver-retriever-base-v1",
+ "8TagsClustering": 31.49
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "e5-mistral-7b-instruct",
- "OpusparcusPC (fr)": 88.5,
- "PawsXPairClassification (fr)": 63.65
+ "Model": "silver-retriever-base-v1",
+ "CDSC-E": 67.35,
+ "PPC": 85.33,
+ "PSC": 98.46,
+ "SICK-E-PL": 58.19
}
]
},
"Reranking": {
"map": [
{
- "Model": "e5-mistral-7b-instruct",
- "AlloprofReranking": 47.36,
- "SyntecReranking": 77.05
+ "Model": "silver-retriever-base-v1"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "e5-mistral-7b-instruct",
- "AILACasedocs": 38.76,
- "AILAStatutes": 38.07,
- "ARCChallenge": 17.81,
- "AlloprofRetrieval": 16.46,
- "AlphaNLI": 26.12,
- "BSARDRetrieval": 0.0,
- "BrightRetrieval (sustainable_living)": 18.51,
- "BrightRetrieval (economics)": 15.49,
- "BrightRetrieval (theoremqa_theorems)": 23.78,
- "BrightRetrieval (aops)": 7.1,
- "BrightRetrieval (theoremqa_questions)": 23.94,
- "BrightRetrieval (stackoverflow)": 9.83,
- "BrightRetrieval (psychology)": 15.79,
- "BrightRetrieval (pony)": 4.81,
- "BrightRetrieval (leetcode)": 28.72,
- "BrightRetrieval (biology)": 18.84,
- "BrightRetrieval (earth_science)": 25.96,
- "BrightRetrieval (robotics)": 16.37,
- "GerDaLIRSmall": 37.18,
- "HellaSwag": 34.85,
- "LEMBNarrativeQARetrieval": 44.62,
- "LEMBNeedleRetrieval": 48.25,
- "LEMBPasskeyRetrieval": 71.0,
- "LEMBQMSumRetrieval": 43.63,
- "LEMBSummScreenFDRetrieval": 96.82,
- "LEMBWikimQARetrieval": 82.11,
- "LeCaRDv2": 68.56,
- "LegalBenchConsumerContractsQA": 75.46,
- "LegalBenchCorporateLobbying": 94.01,
- "LegalQuAD": 59.64,
- "LegalSummarization": 66.51,
- "MintakaRetrieval (fr)": 3.57,
- "PIQA": 39.37,
- "Quail": 7.01,
- "RARbCode": 78.46,
- "RARbMath": 72.16,
- "SIQA": 5.42,
- "SpartQA": 9.92,
- "SyntecRetrieval": 55.9,
- "TempReasonL1": 3.31,
- "TempReasonL2Fact": 36.9,
- "TempReasonL2Pure": 9.18,
- "TempReasonL3Fact": 30.18,
- "TempReasonL3Pure": 14.31,
- "WinoGrande": 41.21,
- "XPQARetrieval (fr)": 41.29
+ "Model": "silver-retriever-base-v1",
+ "ArguAna-PL": 44.12,
+ "DBPedia-PL": 26.32,
+ "FiQA-PL": 24.95,
+ "HotpotQA-PL": 45.13,
+ "MSMARCO-PL": 25.47,
+ "NFCorpus-PL": 28.55,
+ "NQ-PL": 37.9,
+ "Quora-PL": 77.98,
+ "SCIDOCS-PL": 10.9,
+ "SciFact-PL": 54.44,
+ "TRECCOVID-PL": 46.98
}
]
},
"STS": {
"spearman": [
{
- "Model": "e5-mistral-7b-instruct",
- "SICKFr": 64.39,
- "STS22 (fr)": 69.82,
- "STSBenchmarkMultilingualSTS (fr)": 61.87
+ "Model": "silver-retriever-base-v1",
+ "CDSC-R": 89.09,
+ "SICK-R-PL": 67.26,
+ "STS22 (pl)": 38.69
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "e5-mistral-7b-instruct",
- "SummEvalFr": 32.22
+ "Model": "silver-retriever-base-v1"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "e5-mistral-7b-instruct",
- "Core17InstructionRetrieval": 0.09,
- "News21InstructionRetrieval": -0.86,
- "Robust04InstructionRetrieval": -9.59
+ "Model": "silver-retriever-base-v1"
}
]
}
},
- "text-embedding-ada-002": {
+ "electra-small-nordic": {
"BitextMining": {
"f1": [
{
- "Model": "text-embedding-ada-002"
+ "Model": "electra-small-nordic",
+ "BornholmBitextMining": 1.44
}
]
},
"Classification": {
"accuracy": [
{
- "Model": "text-embedding-ada-002",
- "AmazonCounterfactualClassification (en)": 75.94,
- "AmazonPolarityClassification": 86.72,
- "AmazonReviewsClassification (zh)": 38.3,
- "AmazonReviewsClassification (en)": 44.78,
- "AmazonReviewsClassification (fr)": 43.76,
- "Banking77Classification": 80.66,
- "EmotionClassification": 48.74,
- "IFlyTek": 44.62,
- "ImdbClassification": 77.98,
- "JDReview": 74.6,
- "MTOPDomainClassification (en)": 92.13,
- "MTOPDomainClassification (fr)": 89.38,
- "MTOPIntentClassification (en)": 64.68,
- "MTOPIntentClassification (fr)": 64.45,
- "MasakhaNEWSClassification (fra)": 81.52,
- "MassiveIntentClassification (zh-CN)": 64.81,
- "MassiveIntentClassification (en)": 70.15,
- "MassiveIntentClassification (fr)": 65.42,
- "MassiveScenarioClassification (zh-CN)": 71.4,
- "MassiveScenarioClassification (en)": 75.33,
- "MassiveScenarioClassification (fr)": 71.11,
- "MultilingualSentiment": 67.99,
- "OnlineShopping": 88.94,
- "TNews": 45.77,
- "ToxicConversationsClassification": 72.29,
- "TweetSentimentExtractionClassification": 61.81,
- "Waimai": 82.37
+ "Model": "electra-small-nordic",
+ "AngryTweetsClassification": 47.91,
+ "DKHateClassification": 59.45,
+ "DanishPoliticalCommentsClassification": 31.89,
+ "LccSentimentClassification": 47.93,
+ "MassiveIntentClassification (da)": 26.3,
+ "MassiveIntentClassification (nb)": 24.6,
+ "MassiveIntentClassification (sv)": 27.58,
+ "MassiveScenarioClassification (da)": 28.93,
+ "MassiveScenarioClassification (nb)": 27.3,
+ "MassiveScenarioClassification (sv)": 29.93,
+ "NoRecClassification": 45.44,
+ "NordicLangClassification": 57.82,
+ "NorwegianParliament": 53.25,
+ "ScalaDaClassification": 70.41,
+ "ScalaNbClassification": 75.28
}
]
},
"Clustering": {
"v_measure": [
{
- "Model": "text-embedding-ada-002",
- "AlloProfClusteringP2P": 64.83,
- "AlloProfClusteringS2S": 53.52,
- "ArxivClusteringP2P": 45.01,
- "ArxivClusteringS2S": 36.85,
- "BiorxivClusteringP2P": 36.66,
- "BiorxivClusteringS2S": 34.21,
- "CLSClusteringP2P": 38.26,
- "CLSClusteringS2S": 35.91,
- "HALClusteringS2S": 26.18,
- "MLSUMClusteringP2P": 44.59,
- "MLSUMClusteringS2S": 41.67,
- "MasakhaNEWSClusteringP2P (fra)": 68.35,
- "MasakhaNEWSClusteringS2S (fra)": 48.58,
- "MedrxivClusteringP2P": 32.6,
- "MedrxivClusteringS2S": 30.8,
- "RedditClustering": 61.42,
- "RedditClusteringP2P": 64.13,
- "StackExchangeClustering": 72.22,
- "StackExchangeClusteringP2P": 38.49,
- "ThuNewsClusteringP2P": 58.71,
- "ThuNewsClusteringS2S": 49.86,
- "TwentyNewsgroupsClustering": 52.56
+ "Model": "electra-small-nordic"
}
]
},
"PairClassification": {
"ap": [
{
- "Model": "text-embedding-ada-002",
- "Cmnli": 76.03,
- "Ocnli": 63.08,
- "OpusparcusPC (fr)": 94.12,
- "PawsXPairClassification (fr)": 60.16,
- "SprintDuplicateQuestions": 92.17,
- "TwitterSemEval2015": 75.28,
- "TwitterURLCorpus": 87.22
+ "Model": "electra-small-nordic"
}
]
},
"Reranking": {
"map": [
{
- "Model": "text-embedding-ada-002",
- "AskUbuntuDupQuestions": 62.05,
- "CMedQAv1": 63.08,
- "CMedQAv2": 64.02,
- "MMarcoReranking": 23.39,
- "MindSmallReranking": 31.45,
- "SciDocsRR": 81.22,
- "StackOverflowDupQuestions": 50.54,
- "SyntecReranking": 89.87,
- "T2Reranking": 66.65
+ "Model": "electra-small-nordic"
}
]
},
"Retrieval": {
"ndcg_at_10": [
{
- "Model": "text-embedding-ada-002",
- "ARCChallenge": 13.3,
- "AlloprofRetrieval": 51.64,
- "AlphaNLI": 25.65,
- "ArguAna": 57.44,
- "BSARDRetrieval": 0.61,
- "CQADupstackRetrieval": 41.69,
- "ClimateFEVER": 21.64,
- "CmedqaRetrieval": 22.36,
- "CovidRetrieval": 57.21,
- "DBPedia": 39.39,
- "DuRetrieval": 71.17,
- "EcomRetrieval": 44.49,
- "FEVER": 74.99,
- "FiQA2018": 44.41,
- "HellaSwag": 29.29,
- "HotpotQA": 60.9,
- "MMarcoRetrieval": 69.86,
- "MSMARCO": 40.91,
- "MedicalRetrieval": 37.92,
- "MintakaRetrieval (fr)": 29.94,
- "NFCorpus": 36.97,
- "NQ": 51.58,
- "PIQA": 31.02,
- "Quail": 5.83,
- "QuoraRetrieval": 87.6,
- "RARbCode": 83.39,
- "RARbMath": 73.21,
- "SCIDOCS": 18.36,
- "SIQA": 3.14,
- "SciFact": 72.75,
- "SpartQA": 4.23,
- "SyntecRetrieval": 85.97,
- "T2Retrieval": 69.14,
- "TRECCOVID": 68.47,
- "TempReasonL1": 1.68,
- "TempReasonL2Fact": 19.93,
- "TempReasonL2Pure": 2.6,
- "TempReasonL3Fact": 18.02,
- "TempReasonL3Pure": 7.58,
- "Touche2020": 21.61,
- "VideoRetrieval": 43.85,
- "WinoGrande": 19.65,
- "XPQARetrieval (fr)": 73.0
+ "Model": "electra-small-nordic"
}
]
},
"STS": {
"spearman": [
{
- "Model": "text-embedding-ada-002",
- "AFQMC": 23.88,
- "ATEC": 29.25,
- "BIOSSES": 86.35,
- "BQ": 45.33,
- "LCQMC": 68.41,
- "PAWSX": 16.55,
- "QBQTC": 30.27,
- "SICK-R": 80.6,
- "SICKFr": 76.28,
- "STS12": 69.8,
- "STS13": 83.27,
- "STS14": 76.09,
- "STS15": 86.12,
- "STS16": 85.96,
- "STS17 (en-en)": 90.25,
- "STS22 (zh)": 62.53,
- "STS22 (en)": 68.12,
- "STS22 (tr)": 64.5,
- "STS22 (fr)": 81.09,
- "STSB": 70.61,
- "STSBenchmark": 83.17,
- "STSBenchmarkMultilingualSTS (fr)": 77.55
+ "Model": "electra-small-nordic"
}
]
},
"Summarization": {
"spearman": [
{
- "Model": "text-embedding-ada-002",
- "SummEval": 30.8,
- "SummEvalFr": 30.5
+ "Model": "electra-small-nordic"
}
]
},
"InstructionRetrieval": {
"p-MRR": [
{
- "Model": "text-embedding-ada-002"
+ "Model": "electra-small-nordic"
}
]
}