Benchmark By Score Rank
Retrieval 5
MTEB Mandarin Chinesev1 · Retrieval · Mandarin Chinese Embeddings rank relevant documents for queries on MTEB Chinese v1 · Retrieval in Mandarin Chinese MTEB 70.5 #41 of 83+4 versions & slices v1 · Pair Classification · Mandarin Chinese Embeddings classify relationships between pairs on MTEB Chinese v1 · Pair Classification in Mandarin Chinese MTEB 73.1 #36 of 81v1 · STS · Mandarin Chinese Embeddings estimate semantic similarity between pairs on MTEB Chinese v1 · STS in Mandarin Chinese MTEB 47.9 #47 of 81v1 · Clustering · Mandarin Chinese Embeddings group similar examples on MTEB Chinese v1 · Clustering in Mandarin Chinese MTEB 50.9 #40 of 80v1 · Reranking · Mandarin Chinese Embeddings reorder candidate documents by relevance on MTEB Chinese v1 · Reranking in Mandarin Chinese MTEB 64.4 #40 of 71
Reranking 26
MTEB Dutchv1 · Reranking · Dutch Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking in Dutch MTEB 86.5 #69 of 199+8 versions & slices v1 · Clustering · Dutch Embeddings group similar examples on MTEB Dutch v1 · Clustering in Dutch MTEB 37 #30 of 133v1 · Multilabel Classification · Dutch Embeddings assign multiple labels to each example on MTEB Dutch v1 · Multilabel Classification in Dutch MTEB 36.3 #29 of 133v1 · Pair Classification · Dutch Embeddings classify relationships between pairs on MTEB Dutch v1 · Pair Classification in Dutch MTEB 76.4 #42 of 133v1 · STS · Dutch Embeddings estimate semantic similarity between pairs on MTEB Dutch v1 · STS in Dutch MTEB 74.7 #53 of 133v1 · Classification · Dutch Embeddings assign examples to categories on MTEB Dutch v1 · Classification in Dutch MTEB 60.5 #37 of 131v1 · Retrieval · Dutch Embeddings rank relevant documents for queries on MTEB Dutch v1 · Retrieval in Dutch MTEB 52.1 #57 of 131v1 · Mean over tasks · Dutch Embeddings assign examples to categories, group similar examples, rank relevant documents for queries, estimate semantic similarity between pairs, assign multiple labels to each example, classify relationships between pairs, reorder candidate documents by relevance on MTEB Dutch v1 · mean over tasks in Dutch; tasks receive equal weight MTEB 53.6 #42 of 129v1 · Mean over task types · Dutch Embeddings assign examples to categories, group similar examples, rank relevant documents for queries, estimate semantic similarity between pairs, assign multiple labels to each example, classify relationships between pairs, reorder candidate documents by relevance on MTEB Dutch v1 · mean over task types in Dutch; task types receive equal weight MTEB 60.5 #35 of 129
MTEB Europev1 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking in English MTEB -2.6 #143 of 191+7 versions & slices v1 · Bitext Mining · multilingual (28 languages) Embeddings find translated sentence pairs on MTEB Europe v1 · Bitext Mining in 28 languages including Basque, Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian MTEB 82.4 #65 of 174v1 · Reranking · multilingual (12 languages) Embeddings reorder candidate documents by relevance on MTEB Europe v1 · Reranking in Bulgarian, Czech, Danish, Dutch, English, Finnish, French, German, Italian, Portuguese, Romanian, Swedish MTEB 57.3 #51 of 174v1 · Multilabel Classification · multilingual (23 languages) Embeddings assign multiple labels to each example on MTEB Europe v1 · Multilabel Classification in 23 languages including Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian, Finnish MTEB 18.4 #35 of 172v1 · Clustering · multilingual (29 languages) Embeddings group similar examples on MTEB Europe v1 · Clustering in 29 languages including Basque, Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian MTEB 40.9 #54 of 166v1 · Pair Classification · multilingual (11 languages) Embeddings classify relationships between pairs on MTEB Europe v1 · Pair Classification in Bulgarian, Czech, English, Finnish, French, German, Italian, Modern Greek (1453-), Polish, Spanish, Swedish MTEB 87.4 #36 of 141v1 · Retrieval · multilingual (25 languages) Embeddings rank relevant documents for queries on MTEB Europe v1 · Retrieval in 25 languages including Basque, Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian MTEB 50.5 #40 of 140v1 · Classification · multilingual (23 languages) Embeddings assign examples to categories on MTEB Europe v1 · Classification in 23 languages including Bulgarian, Czech, Danish, Dutch, English, Estonian, Finnish, French MTEB 59 #26 of 135
MTEB multilingualv2 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking in English MTEB -2.6 #143 of 191+5 versions & slices v2 · Retrieval · multilingual (120 languages) Embeddings rank relevant documents for queries on MTEB Multilingual v2 · Retrieval in 120 languages including Afrikaans, Amharic, Arabic, Armenian, Assamese, Bambara, Basque, Bengali MTEB 50.8 #74 of 174v2 · Bitext Mining · multilingual (1026 languages) Embeddings find translated sentence pairs on MTEB Multilingual v2 · Bitext Mining in 1026 languages including 'Auhelawa, Abau, Achi, Achinese, Achuar-Shiwiar, Adzera, Afrikaans, Agarabi MTEB 64.2 #54 of 172v2 · Multilabel Classification · multilingual (25 languages) Embeddings assign multiple labels to each example on MTEB Multilingual v2 · Multilabel Classification in 25 languages including Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian, Finnish MTEB 21.6 #47 of 172v2 · Reranking · multilingual (22 languages) Embeddings reorder candidate documents by relevance on MTEB Multilingual v2 · Reranking in 22 languages including Bengali, Bulgarian, Czech, Danish, Dutch, English, Finnish, French MTEB 58.2 #68 of 172v2 · Pair Classification · multilingual (24 languages) Embeddings classify relationships between pairs on MTEB Multilingual v2 · Pair Classification in 24 languages including Arabic, Armenian, Bulgarian, Chinese, Czech, English, Finnish, French MTEB 77.5 #58 of 165
MTEB Koreanv2 · Reranking · Korean Embeddings reorder candidate documents by relevance on MTEB Korean v2 · Reranking in Korean MTEB 27.7 #63 of 150+1 versions & slices v2 · Classification · Korean Embeddings assign examples to categories on MTEB Korean v2 · Classification in Korean MTEB 55.4 #41 of 147
MTEB Persianv2 · Reranking · Persian Embeddings reorder candidate documents by relevance on MTEB Persian v2 · Reranking in Persian MTEB 55.3 #56 of 149
Other 71
MTEB Englishv2 · Pair Classification · English MTEB English v2 · Pair Classification · English: embeddings classify relationships between pairs in English MTEB 84 #122 of 238+6 versions & slices v2 · Reranking · English MTEB English v2 · Reranking · English: embeddings reorder candidate documents by relevance in English MTEB 45.9 #130 of 223v2 · Classification · English MTEB English v2 · Classification · English: embeddings assign examples to categories in English MTEB 82.9 #57 of 222v2 · Summarization · English MTEB English v2 · Summarization · English: embeddings match summaries to their source meaning in English MTEB 7.1 #206 of 208v2 · Clustering · English MTEB English v2 · Clustering · English: embeddings group similar examples in English MTEB 44.3 #127 of 207v2 · STS · English MTEB English v2 · STS · English: embeddings estimate semantic similarity between pairs in English MTEB 82 #75 of 200v2 · Retrieval · English MTEB English v2 · Retrieval · English: embeddings rank relevant documents for queries in English MTEB 44.4 #131 of 200
MTEB Medicalv1 · Clustering · English Embeddings group similar examples on MTEB Medical v1 · Clustering in English MTEB 34.2 #132 of 220+4 versions & slices v1 · Reranking · Mandarin Chinese Embeddings reorder candidate documents by relevance on MTEB Medical v1 · Reranking in Mandarin Chinese MTEB 82.6 #38 of 199v1 · Retrieval · multilingual (10 languages) Embeddings rank relevant documents for queries on MTEB Medical v1 · Retrieval in Arabic, Chinese, English, French, Korean, Mandarin Chinese, Polish, Russian, Spanish, Vietnamese MTEB 59.7 #28 of 137v1 · Mean over tasks · multilingual (10 languages) Embeddings rank relevant documents for queries, group similar examples, reorder candidate documents by relevance on MTEB Medical v1 · mean over tasks in Arabic, Chinese, English, French, Korean, Mandarin Chinese, Polish, Russian, Spanish, Vietnamese; tasks receive equal weight MTEB 57.3 #25 of 135v1 · Mean over task types · multilingual (10 languages) Embeddings rank relevant documents for queries, group similar examples, reorder candidate documents by relevance on MTEB Medical v1 · mean over task types in Arabic, Chinese, English, French, Korean, Mandarin Chinese, Polish, Russian, Spanish, Vietnamese; task types receive equal weight MTEB 58.8 #23 of 135
RTEB French betaMean over tasks · multilingual (2 languages) Embeddings rank relevant documents for queries on RTEB French Beta · mean over tasks in English, French; tasks receive equal weight MTEB 29.1 #87 of 212
RTEB German betaMean over tasks · German Embeddings rank relevant documents for queries on RTEB German Beta · mean over tasks in German; tasks receive equal weight MTEB 48.8 #56 of 206
MTEB Scandinavianv1 · Bitext Mining · multilingual (3 languages) Embeddings find translated sentence pairs on MTEB Scandinavian v1 · Bitext Mining in Danish, Norwegian Bokmål, Norwegian Nynorsk MTEB 66.2 #77 of 205+2 versions & slices v1 · Clustering · multilingual (2 languages) Embeddings group similar examples on MTEB Scandinavian v1 · Clustering in Norwegian Bokmål, Swedish MTEB 39.9 #49 of 170v1 · Classification · multilingual (6 languages) Embeddings assign examples to categories on MTEB Scandinavian v1 · Classification in Danish, Faroese, Icelandic, Norwegian Bokmål, Norwegian Nynorsk, Swedish MTEB 56.1 #57 of 151
RTEB Law betaMean over tasks · multilingual (4 languages) Embeddings rank relevant documents for queries on RTEB Law Beta · mean over tasks in English, French, German, Japanese; tasks receive equal weight MTEB 46 #56 of 204
BEIRMean over tasks · English Embeddings rank relevant documents for queries on BEIR · mean over tasks in English; tasks receive equal weight MTEB 51.9 #77 of 194+2 versions & slices Mean over task types · English Embeddings rank relevant documents for queries on BEIR · mean over task types in English; task types receive equal weight MTEB 51.9 #77 of 194Retrieval · English Embeddings rank relevant documents for queries on BEIR · Retrieval in English MTEB 51.9 #77 of 194
MTEB Russianv1.1 · Pair Classification · Russian Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification in Russian MTEB 55.6 #81 of 193+8 versions & slices v1.1 · Multilabel Classification · Russian Embeddings assign multiple labels to each example on MTEB Russian v1.1 · Multilabel Classification in Russian MTEB 36.5 #42 of 159v1.1 · Clustering · Russian Embeddings group similar examples on MTEB Russian v1.1 · Clustering in Russian MTEB 55.3 #40 of 155v1.1 · Reranking · Russian Embeddings reorder candidate documents by relevance on MTEB Russian v1.1 · Reranking in Russian MTEB 54.7 #58 of 153v1.1 · Classification · Russian Embeddings assign examples to categories on MTEB Russian v1.1 · Classification in Russian MTEB 63.4 #32 of 144v1.1 · STS · Russian Embeddings estimate semantic similarity between pairs on MTEB Russian v1.1 · STS in Russian MTEB 71.2 #42 of 137v1.1 · Retrieval · Russian Embeddings rank relevant documents for queries on MTEB Russian v1.1 · Retrieval in Russian MTEB 64.4 #29 of 109v1.1 · Mean over tasks · Russian Embeddings assign examples to categories, estimate semantic similarity between pairs, reorder candidate documents by relevance, group similar examples, classify relationships between pairs, rank relevant documents for queries, assign multiple labels to each example on MTEB Russian v1.1 · mean over tasks in Russian; tasks receive equal weight MTEB 60 #27 of 106v1.1 · Mean over task types · Russian Embeddings assign examples to categories, estimate semantic similarity between pairs, reorder candidate documents by relevance, group similar examples, classify relationships between pairs, rank relevant documents for queries, assign multiple labels to each example on MTEB Russian v1.1 · mean over task types in Russian; task types receive equal weight MTEB 57.3 #30 of 106
FollowIRMean over tasks · English Embeddings rerank documents according to instructions on FollowIR · mean over tasks in English; tasks receive equal weight MTEB -2.6 #143 of 191+2 versions & slices Mean over task types · English Embeddings rerank documents according to instructions on FollowIR · mean over task types in English; task types receive equal weight MTEB -2.6 #143 of 191Instruction Reranking · English Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking in English MTEB -2.6 #143 of 191
MTEB Indicv1 · STS · multilingual (13 languages) Embeddings estimate semantic similarity between pairs on MTEB Indic v1 · STS in Assamese, Bengali, English, Gujarati, Hindi, Kannada, Malayalam, Marathi, Odia, Panjabi, Tamil, Telugu, Urdu MTEB 23.1 #71 of 191+8 versions & slices v1 · Clustering · multilingual (21 languages) Embeddings group similar examples on MTEB Indic v1 · Clustering in Assamese, Awadhi, Bengali, Bhojpuri, Chhattisgarhi, Gujarati, Hindi, Kannada, Kashmiri, Maithili, Malayalam, Manipuri, Marathi, Nepali (individual language), Odia, Panjabi, Sanskrit, Sindhi, Tamil, Telugu, Urdu MTEB 22.3 #83 of 186v1 · Reranking · multilingual (2 languages) Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking in Bengali, Hindi MTEB 76.8 #77 of 182v1 · Pair Classification · Hindi Embeddings classify relationships between pairs on MTEB Indic v1 · Pair Classification in Hindi MTEB 67.8 #65 of 178v1 · Bitext Mining · multilingual (20 languages) Embeddings find translated sentence pairs on MTEB Indic v1 · Bitext Mining in Assamese, Bengali, Dogri (macrolanguage), Goan Konkani, Gujarati, Hindi, Kannada, Kashmiri, Maithili, Malayalam, Manipuri, Marathi, Nepali (individual language), Odia, Panjabi, Sanskrit, Sindhi, Tamil, Telugu, Urdu MTEB 49.6 #42 of 158v1 · Retrieval · multilingual (14 languages) Embeddings rank relevant documents for queries on MTEB Indic v1 · Retrieval in Assamese, Bengali, Gujarati, Hindi, Kannada, Malayalam, Marathi, Nepali (individual language), Odia, Panjabi, Sindhi, Tamil, Telugu, Urdu MTEB 60 #53 of 148v1 · Classification · multilingual (8 languages) Embeddings assign examples to categories on MTEB Indic v1 · Classification in Bengali, Gujarati, Hindi, Malayalam, Nepali (macrolanguage), Panjabi, Sanskrit, Urdu MTEB 61.3 #34 of 135v1 · Mean over tasks · multilingual (25 languages) Embeddings assign examples to categories, rank relevant documents for queries, find translated sentence pairs, reorder candidate documents by relevance, classify relationships between pairs, estimate semantic similarity between pairs, group similar examples on MTEB Indic v1 · mean over tasks in 25 languages including Assamese, Awadhi, Bengali, Bhojpuri, Chhattisgarhi, Dogri (macrolanguage), English, Goan Konkani; tasks receive equal weight MTEB 57.2 #41 of 121v1 · Mean over task types · multilingual (25 languages) Embeddings assign examples to categories, rank relevant documents for queries, find translated sentence pairs, reorder candidate documents by relevance, classify relationships between pairs, estimate semantic similarity between pairs, group similar examples on MTEB Indic v1 · mean over task types in 25 languages including Assamese, Awadhi, Bengali, Bhojpuri, Chhattisgarhi, Dogri (macrolanguage), English, Goan Konkani; task types receive equal weight MTEB 51.5 #42 of 121
MTEB Portuguesev1 · Multilabel Classification · Portuguese Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification in Portuguese MTEB 20.4 #65 of 191
MTEB Thaiv1 · Clustering · Thai Embeddings group similar examples on MTEB Thai v1 · Clustering in Thai MTEB 38.3 #79 of 191+1 versions & slices v1 · Pair Classification · Thai Embeddings classify relationships between pairs on MTEB Thai v1 · Pair Classification in Thai MTEB 67.6 #68 of 181
MTEB Frenchv1 · Pair Classification · French Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification in French MTEB 61 #57 of 187+4 versions & slices v1 · Summarization · French Embeddings match summaries to their source meaning on MTEB French v1 · Summarization in French MTEB 30.9 #40 of 152v1 · Reranking · French Embeddings reorder candidate documents by relevance on MTEB French v1 · Reranking in French MTEB 80.8 #21 of 138v1 · Retrieval · multilingual (2 languages) Embeddings rank relevant documents for queries on MTEB French v1 · Retrieval in English, French MTEB 53.8 #26 of 132v1 · Classification · French Embeddings assign examples to categories on MTEB French v1 · Classification in French MTEB 67.7 #28 of 131
MTEB Germanv1 · Pair Classification · German Embeddings classify relationships between pairs on MTEB German v1 · Pair Classification in German MTEB 53.3 #40 of 170+4 versions & slices v1 · Classification · German Embeddings assign examples to categories on MTEB German v1 · Classification in German MTEB 66.8 #35 of 165v1 · Clustering · German Embeddings group similar examples on MTEB German v1 · Clustering in German MTEB 34.6 #25 of 164v1 · Reranking · German Embeddings reorder candidate documents by relevance on MTEB German v1 · Reranking in German MTEB 37.6 #53 of 148v1 · Retrieval · German Embeddings rank relevant documents for queries on MTEB German v1 · Retrieval in German MTEB 43.7 #34 of 110
MTEB Spanishv1 · Pair Classification · Spanish Embeddings classify relationships between pairs on MTEB Spanish v1 · Pair Classification in Spanish MTEB 68.9 #41 of 170+1 versions & slices v1 · Reranking · Spanish Embeddings reorder candidate documents by relevance on MTEB Spanish v1 · Reranking in Spanish MTEB 48.8 #52 of 148
LongEmbedMean over tasks · English Embeddings rank relevant documents for queries on LongEmbed · mean over tasks in English; tasks receive equal weight MTEB 65.1 #27 of 168+2 versions & slices Mean over task types · English Embeddings rank relevant documents for queries on LongEmbed · mean over task types in English; task types receive equal weight MTEB 65.1 #27 of 168Retrieval · English Embeddings rank relevant documents for queries on LongEmbed · Retrieval in English MTEB 65.1 #27 of 168
JMTEBv2 · STS · Japanese Embeddings estimate semantic similarity between pairs on jMTEB v2 · STS in Japanese MTEB 79.2 #50 of 164+1 versions & slices v2 · Clustering · Japanese Embeddings group similar examples on jMTEB v2 · Clustering in Japanese MTEB 45.8 #52 of 157
MTEB Lawv1 · Mean over tasks · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Law v1 · mean over tasks in Chinese, English, German; tasks receive equal weight MTEB 54.5 #38 of 163+2 versions & slices v1 · Mean over task types · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Law v1 · mean over task types in Chinese, English, German; task types receive equal weight MTEB 54.5 #38 of 163v1 · Retrieval · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Law v1 · Retrieval in Chinese, English, German MTEB 54.5 #38 of 163
MTEB Polishv1 · Pair Classification · Polish Embeddings classify relationships between pairs on MTEB Polish v1 · Pair Classification in Polish MTEB 80.6 #47 of 153+2 versions & slices v1 · Classification · Polish Embeddings assign examples to categories on MTEB Polish v1 · Classification in Polish MTEB 63.2 #23 of 137v1 · STS · Polish Embeddings estimate semantic similarity between pairs on MTEB Polish v1 · STS in Polish MTEB 67.3 #25 of 122
BEIR-NLMean over tasks · Dutch Embeddings rank relevant documents for queries on BEIR NL · mean over tasks in Dutch; tasks receive equal weight MTEB 26.1 #11 of 15+2 versions & slices Mean over task types · Dutch Embeddings rank relevant documents for queries on BEIR NL · mean over task types in Dutch; task types receive equal weight MTEB 26.1 #11 of 15Retrieval · Dutch Embeddings rank relevant documents for queries on BEIR NL · Retrieval in Dutch MTEB 26.1 #11 of 15
No benchmark matches
BetterQwen 3 Embedding 8BunstatedOpen+15%—$0.01Memory (4-bit): 0.3 GB → 4.5 GBKOpenQZhou Embedding Zh+31%——Max input: 33K tokens → 8K tokens+1
BetterBge Multilingual Gemma2unstatedOpen+9%—$0.11Max input: 33K tokens → 8K tokens+1
Youtu EmbeddingOpen+18%——Max input: 33K tokens → 1K tokens+1qZhinao ChineseModernBert EmbeddingOpen+18%——Max input: 33K tokens → 1K tokensrRitrieve Zh v1Open+18%——Max input: 33K tokens → 1K tokens