Benchmark By Score Rank
Retrieval 8
MTEB Mandarin Chinesev1 · Retrieval · Mandarin Chinese Embeddings rank relevant documents for queries on MTEB Chinese v1 · Retrieval in Mandarin Chinese MTEB 61.8 #64 of 86+7 versions & slices v1 · Pair Classification · Mandarin Chinese Embeddings classify relationships between pairs on MTEB Chinese v1 · Pair Classification in Mandarin Chinese MTEB 66.3 #52 of 85v1 · STS · Mandarin Chinese Embeddings estimate semantic similarity between pairs on MTEB Chinese v1 · STS in Mandarin Chinese MTEB 48.3 #46 of 85v1 · Clustering · Mandarin Chinese Embeddings group similar examples on MTEB Chinese v1 · Clustering in Mandarin Chinese MTEB 52.3 #43 of 84v1 · Reranking · Mandarin Chinese Embeddings reorder candidate documents by relevance on MTEB Chinese v1 · Reranking in Mandarin Chinese MTEB 61.4 #45 of 71v1 · Classification · Mandarin Chinese Embeddings assign examples to categories on MTEB Chinese v1 · Classification in Mandarin Chinese MTEB 73.1 #22 of 55v1 · Mean over tasks · Mandarin Chinese Embeddings estimate semantic similarity between pairs, group similar examples, reorder candidate documents by relevance, rank relevant documents for queries, assign examples to categories, classify relationships between pairs on MTEB Chinese v1 · mean over tasks in Mandarin Chinese; tasks receive equal weight MTEB 59.9 #26 of 35v1 · Mean over task types · Mandarin Chinese Embeddings estimate semantic similarity between pairs, group similar examples, reorder candidate documents by relevance, rank relevant documents for queries, assign examples to categories, classify relationships between pairs on MTEB Chinese v1 · mean over task types in Mandarin Chinese; task types receive equal weight MTEB 60.5 #27 of 35
Reranking 37
MTEB Dutchv1 · Reranking · Dutch Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking in Dutch MTEB 91.5 #15 of 200+5 versions & slices v1 · Clustering · Dutch Embeddings group similar examples on MTEB Dutch v1 · Clustering in Dutch MTEB 28.6 #59 of 133v1 · Multilabel Classification · Dutch Embeddings assign multiple labels to each example on MTEB Dutch v1 · Multilabel Classification in Dutch MTEB 33.5 #59 of 133v1 · Pair Classification · Dutch Embeddings classify relationships between pairs on MTEB Dutch v1 · Pair Classification in Dutch MTEB 72.7 #56 of 133v1 · STS · Dutch Embeddings estimate semantic similarity between pairs on MTEB Dutch v1 · STS in Dutch MTEB 71.5 #60 of 133v1 · Classification · Dutch Embeddings assign examples to categories on MTEB Dutch v1 · Classification in Dutch MTEB 62.4 #29 of 131
MTEB Europev1 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking in English MTEB -0.6 #70 of 192+10 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 85.5 #50 of 175v1 · 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 59.8 #31 of 175v1 · 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 15.5 #56 of 173v1 · 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 46.5 #30 of 167v1 · 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 91.2 #8 of 154v1 · 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 53.6 #43 of 153v1 · 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 62.9 #17 of 138v1 · STS · multilingual (8 languages) Embeddings estimate semantic similarity between pairs on MTEB Europe v1 · STS in Dutch, English, Finnish, French, German, Italian, Polish, Spanish MTEB 76.5 #11 of 105v1 · Mean over tasks · multilingual (29 languages) Embeddings assign examples to categories, rerank documents according to instructions, assign multiple labels to each example, estimate semantic similarity between pairs, classify relationships between pairs, group similar examples, rank relevant documents for queries, reorder candidate documents by relevance, find translated sentence pairs on MTEB Europe v1 · mean over tasks in 29 languages including Basque, Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian; tasks receive equal weight MTEB 61.3 #14 of 68v1 · Mean over task types · multilingual (29 languages) Embeddings assign examples to categories, rerank documents according to instructions, assign multiple labels to each example, estimate semantic similarity between pairs, classify relationships between pairs, group similar examples, rank relevant documents for queries, reorder candidate documents by relevance, find translated sentence pairs on MTEB Europe v1 · mean over task types in 29 languages including Basque, Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian; task types receive equal weight MTEB 54.5 #14 of 68
MTEB multilingualv2 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking in English MTEB -0.6 #70 of 192+10 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 55.8 #60 of 176v2 · 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 68.4 #43 of 173v2 · 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 22.2 #42 of 173v2 · 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 63.8 #28 of 173v2 · 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 81.1 #23 of 166v2 · Clustering · multilingual (208 languages) Embeddings group similar examples on MTEB Multilingual v2 · Clustering in 208 languages including Achinese, Afrikaans, Akan, Albanian, Amharic, Armenian, Assamese, Asturian MTEB 50.6 #33 of 160v2 · Classification · multilingual (119 languages) Embeddings assign examples to categories on MTEB Multilingual v2 · Classification in 119 languages including Achinese, Afrikaans, Albanian, Algerian Arabic, Amharic, Arabic, Armenian, Assamese MTEB 60.3 #36 of 154v2 · STS · multilingual (35 languages) Embeddings estimate semantic similarity between pairs on MTEB Multilingual v2 · STS in 35 languages including Afrikaans, Algerian Arabic, Amharic, Arabic, Assamese, Bengali, Dutch, English MTEB 74 #31 of 120v2 · Mean over tasks · multilingual (1037 languages) Embeddings group similar examples, estimate semantic similarity between pairs, assign examples to categories, rank relevant documents for queries, assign multiple labels to each example, find translated sentence pairs, rerank documents according to instructions, reorder candidate documents by relevance, classify relationships between pairs on MTEB Multilingual v2 · mean over tasks in 1037 languages including 'Auhelawa, Abau, Achi, Achinese, Achuar-Shiwiar, Adzera, Afrikaans, Agarabi; tasks receive equal weight MTEB 60 #32 of 91v2 · Mean over task types · multilingual (1037 languages) Embeddings group similar examples, estimate semantic similarity between pairs, assign examples to categories, rank relevant documents for queries, assign multiple labels to each example, find translated sentence pairs, rerank documents according to instructions, reorder candidate documents by relevance, classify relationships between pairs on MTEB Multilingual v2 · mean over task types in 1037 languages including 'Auhelawa, Abau, Achi, Achinese, Achuar-Shiwiar, Adzera, Afrikaans, Agarabi; task types receive equal weight MTEB 52.8 #32 of 91
MTEB Persianv2 · Reranking · Persian Embeddings reorder candidate documents by relevance on MTEB Persian v2 · Reranking in Persian MTEB 71.9 #14 of 149+8 versions & slices v2 · Bitext Mining · Persian Embeddings find translated sentence pairs on MTEB Persian v2 · Bitext Mining in Persian MTEB 44.5 #35 of 44v2 · Clustering · Persian Embeddings group similar examples on MTEB Persian v2 · Clustering in Persian MTEB 65.3 #11 of 44v2 · STS · Persian Embeddings estimate semantic similarity between pairs on MTEB Persian v2 · STS in Persian MTEB 79.4 #11 of 43v2 · Pair Classification · Persian Embeddings classify relationships between pairs on MTEB Persian v2 · Pair Classification in Persian MTEB 83.1 #18 of 42v2 · Classification · Persian Embeddings assign examples to categories on MTEB Persian v2 · Classification in Persian MTEB 57.6 #35 of 35v2 · Mean over tasks · Persian Embeddings reorder candidate documents by relevance, classify relationships between pairs, group similar examples, assign examples to categories, rank relevant documents for queries, estimate semantic similarity between pairs, find translated sentence pairs on MTEB Persian v2 · mean over tasks in Persian; tasks receive equal weight MTEB 60.7 #21 of 33v2 · Mean over task types · Persian Embeddings reorder candidate documents by relevance, classify relationships between pairs, group similar examples, assign examples to categories, rank relevant documents for queries, estimate semantic similarity between pairs, find translated sentence pairs on MTEB Persian v2 · mean over task types in Persian; task types receive equal weight MTEB 64.9 #20 of 33v2 · Retrieval · Persian Embeddings rank relevant documents for queries on MTEB Persian v2 · Retrieval in Persian MTEB 52.5 #15 of 33
Other 100
MTEB Englishv2 · Pair Classification · English Embeddings classify relationships between pairs in English MTEB 88.4 #11 of 238+6 versions & slices v2 · Reranking · English Embeddings reorder candidate documents by relevance in English MTEB 49.8 #19 of 223v2 · Classification · English Embeddings assign examples to categories in English MTEB 79.9 #72 of 222v2 · Summarization · English Embeddings match summaries to their source meaning in English MTEB 36.6 #12 of 209v2 · Clustering · English Embeddings group similar examples in English MTEB 51.4 #48 of 207v2 · STS · English Embeddings estimate semantic similarity between pairs in English MTEB 84.3 #32 of 200v2 · Retrieval · English Embeddings rank relevant documents for queries in English MTEB 57.6 #41 of 200
MTEB Medicalv1 · Clustering · English Embeddings group similar examples on MTEB Medical v1 · Clustering in English MTEB 38.4 #55 of 220+1 versions & slices v1 · Reranking · Mandarin Chinese Embeddings reorder candidate documents by relevance on MTEB Medical v1 · Reranking in Mandarin Chinese MTEB 77.6 #59 of 202
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 54.4 #25 of 215
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 44.4 #75 of 212
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 46.6 #57 of 209
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 75.2 #15 of 206+5 versions & slices v1 · Clustering · multilingual (2 languages) Embeddings group similar examples on MTEB Scandinavian v1 · Clustering in Norwegian Bokmål, Swedish MTEB 51.4 #7 of 175v1 · Classification · multilingual (6 languages) Embeddings assign examples to categories on MTEB Scandinavian v1 · Classification in Danish, Faroese, Icelandic, Norwegian Bokmål, Norwegian Nynorsk, Swedish MTEB 64.9 #19 of 158v1 · Retrieval · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Scandinavian v1 · Retrieval in Danish, Norwegian Bokmål, Swedish MTEB 61.9 #42 of 144v1 · Mean over tasks · multilingual (6 languages) Embeddings assign examples to categories, rank relevant documents for queries, group similar examples, find translated sentence pairs on MTEB Scandinavian v1 · mean over tasks in Danish, Faroese, Icelandic, Norwegian Bokmål, Norwegian Nynorsk, Swedish; tasks receive equal weight MTEB 62 #17 of 135v1 · Mean over task types · multilingual (6 languages) Embeddings assign examples to categories, rank relevant documents for queries, group similar examples, find translated sentence pairs on MTEB Scandinavian v1 · mean over task types in Danish, Faroese, Icelandic, Norwegian Bokmål, Norwegian Nynorsk, Swedish; task types receive equal weight MTEB 63.4 #14 of 135
BEIRMean over tasks · English Embeddings rank relevant documents for queries on BEIR · mean over tasks in English; tasks receive equal weight MTEB 57.1 #27 of 196+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 57.1 #27 of 196Retrieval · English Embeddings rank relevant documents for queries on BEIR · Retrieval in English MTEB 57.1 #27 of 196
MTEB Russianv1.1 · Pair Classification · Russian Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification in Russian MTEB 60.8 #30 of 194+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 42.9 #18 of 162v1.1 · Clustering · Russian Embeddings group similar examples on MTEB Russian v1.1 · Clustering in Russian MTEB 64.2 #14 of 158v1.1 · Reranking · Russian Embeddings reorder candidate documents by relevance on MTEB Russian v1.1 · Reranking in Russian MTEB 70 #12 of 153v1.1 · Classification · Russian Embeddings assign examples to categories on MTEB Russian v1.1 · Classification in Russian MTEB 69.1 #22 of 146v1.1 · STS · Russian Embeddings estimate semantic similarity between pairs on MTEB Russian v1.1 · STS in Russian MTEB 73.7 #26 of 139v1.1 · Retrieval · Russian Embeddings rank relevant documents for queries on MTEB Russian v1.1 · Retrieval in Russian MTEB 73.3 #14 of 109v1.1 · Mean over tasks · Russian Embeddings assign examples to categories, group similar examples, reorder candidate documents by relevance, assign multiple labels to each example, estimate semantic similarity between pairs, rank relevant documents for queries, classify relationships between pairs on MTEB Russian v1.1 · mean over tasks in Russian; tasks receive equal weight MTEB 67 #13 of 106v1.1 · Mean over task types · Russian Embeddings assign examples to categories, group similar examples, reorder candidate documents by relevance, assign multiple labels to each example, estimate semantic similarity between pairs, rank relevant documents for queries, classify relationships between pairs on MTEB Russian v1.1 · mean over task types in Russian; task types receive equal weight MTEB 64.9 #12 of 106
MTEB Portuguesev1 · Multilabel Classification · Portuguese Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification in Portuguese MTEB 19 #108 of 193+3 versions & slices v1 · Classification · Portuguese Embeddings assign examples to categories on MTEB Portuguese v1 · Classification in Portuguese MTEB 65.5 #11 of 49v1 · STS · Portuguese Embeddings estimate semantic similarity between pairs on MTEB Portuguese v1 · STS in Portuguese MTEB 82 #11 of 44v1 · Reranking · Portuguese Embeddings reorder candidate documents by relevance on MTEB Portuguese v1 · Reranking in Portuguese MTEB 87.2 #1 of 33
FollowIRMean over tasks · English Embeddings rerank documents according to instructions on FollowIR · mean over tasks in English; tasks receive equal weight MTEB -0.6 #70 of 192+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 -0.6 #70 of 192Instruction Reranking · English Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking in English MTEB -0.6 #70 of 192
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 #72 of 192+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 32.7 #58 of 187v1 · Reranking · multilingual (2 languages) Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking in Bengali, Hindi MTEB 84.4 #40 of 183v1 · Pair Classification · Hindi Embeddings classify relationships between pairs on MTEB Indic v1 · Pair Classification in Hindi MTEB 73 #46 of 179v1 · 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 59.1 #39 of 162v1 · 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 77.3 #36 of 153v1 · 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 59.5 #49 of 141v1 · Mean over tasks · multilingual (25 languages) Embeddings assign examples to categories, find translated sentence pairs, estimate semantic similarity between pairs, reorder candidate documents by relevance, rank relevant documents for queries, classify relationships 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 60 #35 of 125v1 · Mean over task types · multilingual (25 languages) Embeddings assign examples to categories, find translated sentence pairs, estimate semantic similarity between pairs, reorder candidate documents by relevance, rank relevant documents for queries, classify relationships 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 58.4 #31 of 125
MTEB Thaiv1 · Clustering · Thai Embeddings group similar examples on MTEB Thai v1 · Clustering in Thai MTEB 53.4 #33 of 192+2 versions & slices v1 · Pair Classification · Thai Embeddings classify relationships between pairs on MTEB Thai v1 · Pair Classification in Thai MTEB 75.3 #37 of 182v1 · Classification · Thai Embeddings assign examples to categories on MTEB Thai v1 · Classification in Thai MTEB 63.1 #21 of 35
MTEB Frenchv1 · Pair Classification · French Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification in French MTEB 62.5 #46 of 188+8 versions & slices v1 · Summarization · French Embeddings match summaries to their source meaning on MTEB French v1 · Summarization in French MTEB 31.1 #35 of 158v1 · Reranking · French Embeddings reorder candidate documents by relevance on MTEB French v1 · Reranking in French MTEB 84.7 #12 of 144v1 · Retrieval · multilingual (2 languages) Embeddings rank relevant documents for queries on MTEB French v1 · Retrieval in English, French MTEB 63.7 #14 of 138v1 · Classification · French Embeddings assign examples to categories on MTEB French v1 · Classification in French MTEB 73.3 #20 of 134v1 · Clustering · French Embeddings group similar examples on MTEB French v1 · Clustering in French MTEB 58.9 #2 of 120v1 · STS · French Embeddings estimate semantic similarity between pairs on MTEB French v1 · STS in French MTEB 82.4 #12 of 112v1 · Mean over tasks · multilingual (2 languages) Embeddings estimate semantic similarity between pairs, rank relevant documents for queries, assign examples to categories, group similar examples, reorder candidate documents by relevance, classify relationships between pairs, match summaries to their source meaning on MTEB French v1 · mean over tasks in English, French; tasks receive equal weight MTEB 67.2 #8 of 102v1 · Mean over task types · multilingual (2 languages) Embeddings estimate semantic similarity between pairs, rank relevant documents for queries, assign examples to categories, group similar examples, reorder candidate documents by relevance, classify relationships between pairs, match summaries to their source meaning on MTEB French v1 · mean over task types in English, French; task types receive equal weight MTEB 65.2 #9 of 102
MTEB Germanv1 · Pair Classification · German Embeddings classify relationships between pairs on MTEB German v1 · Pair Classification in German MTEB 55.2 #24 of 175+7 versions & slices v1 · Classification · German Embeddings assign examples to categories on MTEB German v1 · Classification in German MTEB 72.5 #23 of 168v1 · Clustering · German Embeddings group similar examples on MTEB German v1 · Clustering in German MTEB 40.9 #8 of 167v1 · Reranking · German Embeddings reorder candidate documents by relevance on MTEB German v1 · Reranking in German MTEB 52.5 #20 of 148v1 · STS · German Embeddings estimate semantic similarity between pairs on MTEB German v1 · STS in German MTEB 67.4 #42 of 137v1 · Retrieval · German Embeddings rank relevant documents for queries on MTEB German v1 · Retrieval in German MTEB 52.9 #17 of 127v1 · Mean over tasks · German Embeddings assign examples to categories, classify relationships between pairs, estimate semantic similarity between pairs, group similar examples, rank relevant documents for queries, reorder candidate documents by relevance on MTEB German v1 · mean over tasks in German; tasks receive equal weight MTEB 58.3 #13 of 114v1 · Mean over task types · German Embeddings assign examples to categories, classify relationships between pairs, estimate semantic similarity between pairs, group similar examples, rank relevant documents for queries, reorder candidate documents by relevance on MTEB German v1 · mean over task types in German; task types receive equal weight MTEB 56.9 #11 of 114
MTEB Spanishv1 · Pair Classification · Spanish Embeddings classify relationships between pairs on MTEB Spanish v1 · Pair Classification in Spanish MTEB 71.6 #22 of 171+4 versions & slices v1 · Reranking · Spanish Embeddings reorder candidate documents by relevance on MTEB Spanish v1 · Reranking in Spanish MTEB 61.1 #23 of 148v1 · Clustering · Spanish Embeddings group similar examples on MTEB Spanish v1 · Clustering in Spanish MTEB 49 #16 of 127v1 · Classification · Spanish Embeddings assign examples to categories on MTEB Spanish v1 · Classification in Spanish MTEB 91 #15 of 101v1 · STS · multilingual (2 languages) Embeddings estimate semantic similarity between pairs on MTEB Spanish v1 · STS in English, Spanish MTEB 79.4 #12 of 88
JMTEBv2 · STS · Japanese Embeddings estimate semantic similarity between pairs on jMTEB v2 · STS in Japanese MTEB 83.6 #15 of 168+1 versions & slices v2 · Clustering · Japanese Embeddings group similar examples on jMTEB v2 · Clustering in Japanese MTEB 57 #8 of 161
LongEmbedMean over tasks · English Embeddings rank relevant documents for queries on LongEmbed · mean over tasks in English; tasks receive equal weight MTEB 43.7 #52 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 43.7 #52 of 168Retrieval · English Embeddings rank relevant documents for queries on LongEmbed · Retrieval in English MTEB 43.7 #52 of 168
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 54.3 #44 of 167+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 54.3 #44 of 167v1 · Retrieval · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Law v1 · Retrieval in Chinese, English, German MTEB 54.3 #44 of 167
MTEB Polishv1 · Pair Classification · Polish Embeddings classify relationships between pairs on MTEB Polish v1 · Pair Classification in Polish MTEB 87.1 #9 of 159+5 versions & slices v1 · Classification · Polish Embeddings assign examples to categories on MTEB Polish v1 · Classification in Polish MTEB 69.5 #16 of 144v1 · STS · Polish Embeddings estimate semantic similarity between pairs on MTEB Polish v1 · STS in Polish MTEB 69.3 #17 of 132v1 · Clustering · Polish Embeddings group similar examples on MTEB Polish v1 · Clustering in Polish MTEB 48.8 #8 of 121v1 · Mean over tasks · Polish Embeddings assign examples to categories, group similar examples, estimate semantic similarity between pairs, classify relationships between pairs on MTEB Polish v1 · mean over tasks in Polish; tasks receive equal weight MTEB 69.9 #10 of 103v1 · Mean over task types · Polish Embeddings assign examples to categories, group similar examples, estimate semantic similarity between pairs, classify relationships between pairs on MTEB Polish v1 · mean over task types in Polish; task types receive equal weight MTEB 68.7 #8 of 103
MTEB Koreanv2 · Classification · Korean Embeddings assign examples to categories on MTEB Korean v2 · Classification in Korean MTEB 60.1 #25 of 156+4 versions & slices v2 · Reranking · Korean Embeddings reorder candidate documents by relevance on MTEB Korean v2 · Reranking in Korean MTEB 56.2 #28 of 155v2 · STS · Korean Embeddings estimate semantic similarity between pairs on MTEB Korean v2 · STS in Korean MTEB 84.5 #13 of 108v2 · Clustering · Korean Embeddings group similar examples on MTEB Korean v2 · Clustering in Korean MTEB 66.8 #12 of 40v2 · Pair Classification · Korean Embeddings classify relationships between pairs on MTEB Korean v2 · Pair Classification in Korean MTEB 66.2 #7 of 40
RTEB Finnish betaMean over tasks · English Embeddings rank relevant documents for queries on RTEB Finnish Beta · mean over tasks in English; tasks receive equal weight MTEB 51 #65 of 93
RTEB Health betaMean over tasks · multilingual (4 languages) Embeddings rank relevant documents for queries on RTEB Health Beta · mean over tasks in English, French, German, Spanish; tasks receive equal weight MTEB 61.2 #26 of 93
VN-MTEB Vietnamesev1 · Clustering · Vietnamese Embeddings group similar examples on Vn MTEB Vietnamese v1 · Clustering in Vietnamese MTEB 49 #12 of 32+4 versions & slices v1 · Reranking · Vietnamese Embeddings reorder candidate documents by relevance on Vn MTEB Vietnamese v1 · Reranking in Vietnamese MTEB 66.1 #9 of 32v1 · STS · Vietnamese Embeddings estimate semantic similarity between pairs on Vn MTEB Vietnamese v1 · STS in Vietnamese MTEB 81.2 #9 of 32v1 · Classification · Vietnamese Embeddings assign examples to categories on Vn MTEB Vietnamese v1 · Classification in Vietnamese MTEB 62.3 #19 of 30v1 · Retrieval · Vietnamese Embeddings rank relevant documents for queries on Vn MTEB Vietnamese v1 · Retrieval in Vietnamese MTEB 41.7 #6 of 29
BRIGHTMean over tasks · English Embeddings rank relevant documents for queries on BRIGHT · mean over tasks in English; tasks receive equal weight MTEB 17.5 #11 of 28+2 versions & slices Mean over task types · English Embeddings rank relevant documents for queries on BRIGHT · mean over task types in English; task types receive equal weight MTEB 17.5 #11 of 28Retrieval · English Embeddings rank relevant documents for queries on BRIGHT · Retrieval in English MTEB 17.5 #11 of 28
No benchmark matches
CheaperJina Embeddings v5 Text NanounstatedOpen+99%-11%$0.02Max input: 33K tokens → 8K tokens+1
BetterEmbeddingGemma 300MunstatedOpen+21%-91%$0.002Max input: 33K tokens → 2K tokens+1
CheaperQwen 3 Embedding 8BunstatedOpen+53%-55%$0.01Languages: not verified+1
KaLM Embedding Gemma3 12B 2511Open+63%——Languages: not verified+1