Benchmark By Score Rank
Retrieval 7
ChemTEBRetrieval · English Embeddings rank relevant documents for queries on cheMTEB · Retrieval in English MTEB 72.9 #22 of 48+6 versions & slices Bitext Mining · English Embeddings find translated sentence pairs on cheMTEB · Bitext Mining in English MTEB 0.6 #8 of 46Classification · English Embeddings assign examples to categories on cheMTEB · Classification in English MTEB 85.9 #5 of 46Clustering · English Embeddings group similar examples on cheMTEB · Clustering in English MTEB 59.9 #2 of 46Mean over tasks · multilingual (13 languages) Embeddings assign examples to categories, rank relevant documents for queries, classify relationships between pairs, group similar examples, find translated sentence pairs on cheMTEB · mean over tasks in Chinese, Czech, Dutch, English, French, German, Hindi, Japanese, Korean, Malay (macrolanguage), Portuguese, Spanish, Turkish; tasks receive equal weight MTEB 75.9 #4 of 45Mean over task types · multilingual (13 languages) Embeddings assign examples to categories, rank relevant documents for queries, classify relationships between pairs, group similar examples, find translated sentence pairs on cheMTEB · mean over task types in Chinese, Czech, Dutch, English, French, German, Hindi, Japanese, Korean, Malay (macrolanguage), Portuguese, Spanish, Turkish; task types receive equal weight MTEB 56.8 #3 of 45Pair Classification · multilingual (13 languages) Embeddings classify relationships between pairs on cheMTEB · Pair Classification in Chinese, Czech, Dutch, English, French, German, Hindi, Japanese, Korean, Malay (macrolanguage), Portuguese, Spanish, Turkish MTEB 64.9 #7 of 45
Reranking 15
MTEB Dutchv1 · Reranking · Dutch Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking in Dutch MTEB 91.4 #16 of 199
MTEB Europev1 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking in English MTEB -2.7 #145 of 191+6 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 88 #33 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 60.2 #24 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 15.7 #55 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 44.2 #40 of 166v1 · 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 59.4 #9 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 62.6 #16 of 135
MTEB multilingualv2 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking in English MTEB -2.7 #145 of 191+6 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 59.3 #40 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 62.2 #57 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 22 #44 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 63.9 #26 of 172v2 · 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 47.1 #41 of 159v2 · 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 #37 of 153
Other 64
MTEB Englishv2 · Classification · English MTEB English v2 · Classification · English: embeddings assign examples to categories in English MTEB 79.1 #80 of 222+4 versions & slices v2 · Summarization · English MTEB English v2 · Summarization · English: embeddings match summaries to their source meaning in English MTEB 34.3 #33 of 208v2 · Clustering · English MTEB English v2 · Clustering · English: embeddings group similar examples in English MTEB 48.9 #57 of 207v2 · STS · English MTEB English v2 · STS · English: embeddings estimate semantic similarity between pairs in English MTEB 81.4 #87 of 200v2 · Retrieval · English MTEB English v2 · Retrieval · English: embeddings rank relevant documents for queries in English MTEB 58 #39 of 200
MTEB Medicalv1 · Clustering · English Embeddings group similar examples on MTEB Medical v1 · Clustering in English MTEB 35.2 #116 of 220+4 versions & slices v1 · Reranking · Mandarin Chinese Embeddings reorder candidate documents by relevance on MTEB Medical v1 · Reranking in Mandarin Chinese MTEB 75.1 #64 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 65.1 #11 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 61 #18 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 58.5 #26 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 56.9 #17 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 56.3 #45 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 68.8 #52 of 205+5 versions & slices v1 · Clustering · multilingual (2 languages) Embeddings group similar examples on MTEB Scandinavian v1 · Clustering in Norwegian Bokmål, Swedish MTEB 42.8 #24 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 64.8 #19 of 151v1 · Retrieval · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Scandinavian v1 · Retrieval in Danish, Norwegian Bokmål, Swedish MTEB 73.4 #8 of 56v1 · Mean over tasks · multilingual (6 languages) Embeddings group similar examples, assign examples to categories, rank relevant documents for queries, 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 62.5 #9 of 47v1 · Mean over task types · multilingual (6 languages) Embeddings group similar examples, assign examples to categories, rank relevant documents for queries, 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 62.4 #10 of 47
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 52.6 #35 of 204
BEIRMean over tasks · English Embeddings rank relevant documents for queries on BEIR · mean over tasks in English; tasks receive equal weight MTEB 55.4 #39 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 55.4 #39 of 194Retrieval · English Embeddings rank relevant documents for queries on BEIR · Retrieval in English MTEB 55.4 #39 of 194
MTEB Russianv1.1 · Pair Classification · Russian Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification in Russian MTEB 58.1 #55 of 193+3 versions & slices v1.1 · Multilabel Classification · Russian Embeddings assign multiple labels to each example on MTEB Russian v1.1 · Multilabel Classification in Russian MTEB 39.4 #29 of 159v1.1 · Clustering · Russian Embeddings group similar examples on MTEB Russian v1.1 · Clustering in Russian MTEB 57.8 #29 of 155v1.1 · Classification · Russian Embeddings assign examples to categories on MTEB Russian v1.1 · Classification in Russian MTEB 62.9 #33 of 144
FollowIRMean over tasks · English Embeddings rerank documents according to instructions on FollowIR · mean over tasks in English; tasks receive equal weight MTEB -2.7 #145 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 -2.7 #145 of 191Instruction Reranking · English Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking in English MTEB -2.7 #145 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 12.6 #88 of 191+5 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 23.2 #80 of 186v1 · Reranking · multilingual (2 languages) Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking in Bengali, Hindi MTEB 79.3 #69 of 182v1 · Pair Classification · Hindi Embeddings classify relationships between pairs on MTEB Indic v1 · Pair Classification in Hindi MTEB 68.6 #61 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 38.1 #51 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 72 #42 of 148
MTEB Portuguesev1 · Multilabel Classification · Portuguese Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification in Portuguese MTEB 22.8 #24 of 191
MTEB Thaiv1 · Clustering · Thai Embeddings group similar examples on MTEB Thai v1 · Clustering in Thai MTEB 42 #60 of 191+1 versions & slices v1 · Pair Classification · Thai Embeddings classify relationships between pairs on MTEB Thai v1 · Pair Classification in Thai MTEB 66.7 #72 of 181
MTEB Frenchv1 · Pair Classification · French Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification in French MTEB 65 #30 of 187+1 versions & slices v1 · Reranking · French Embeddings reorder candidate documents by relevance on MTEB French v1 · Reranking in French MTEB 85.3 #5 of 138
MTEB Germanv1 · Pair Classification · German Embeddings classify relationships between pairs on MTEB German v1 · Pair Classification in German MTEB 57.8 #10 of 170
MTEB Spanishv1 · Pair Classification · Spanish Embeddings classify relationships between pairs on MTEB Spanish v1 · Pair Classification in Spanish MTEB 68.7 #43 of 170+7 versions & slices v1 · Reranking · Spanish Embeddings reorder candidate documents by relevance on MTEB Spanish v1 · Reranking in Spanish MTEB 61.9 #13 of 148v1 · Clustering · Spanish Embeddings group similar examples on MTEB Spanish v1 · Clustering in Spanish MTEB 50.6 #11 of 127v1 · STS · multilingual (2 languages) Embeddings estimate semantic similarity between pairs on MTEB Spanish v1 · STS in English, Spanish MTEB 78.5 #18 of 76v1 · Classification · Spanish Embeddings assign examples to categories on MTEB Spanish v1 · Classification in Spanish MTEB 92.7 #6 of 27v1 · Retrieval · multilingual (2 languages) Embeddings rank relevant documents for queries on MTEB Spanish v1 · Retrieval in English, Spanish MTEB 59.2 #4 of 27v1 · Mean over tasks · multilingual (2 languages) Embeddings classify relationships between pairs, estimate semantic similarity between pairs, rank relevant documents for queries, group similar examples, reorder candidate documents by relevance, assign examples to categories on MTEB Spanish v1 · mean over tasks in English, Spanish; tasks receive equal weight MTEB 68.5 #7 of 26v1 · Mean over task types · multilingual (2 languages) Embeddings classify relationships between pairs, estimate semantic similarity between pairs, rank relevant documents for queries, group similar examples, reorder candidate documents by relevance, assign examples to categories on MTEB Spanish v1 · mean over task types in English, Spanish; task types receive equal weight MTEB 68.6 #8 of 26
LongEmbedMean over tasks · English Embeddings rank relevant documents for queries on LongEmbed · mean over tasks in English; tasks receive equal weight MTEB 52.4 #41 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 52.4 #41 of 168Retrieval · English Embeddings rank relevant documents for queries on LongEmbed · Retrieval in English MTEB 52.4 #41 of 168
JMTEBv2 · STS · Japanese Embeddings estimate semantic similarity between pairs on jMTEB v2 · STS in Japanese MTEB 82.5 #24 of 164+1 versions & slices v2 · Clustering · Japanese Embeddings group similar examples on jMTEB v2 · Clustering in Japanese MTEB 50.4 #33 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 59.4 #20 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 59.4 #20 of 163v1 · Retrieval · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Law v1 · Retrieval in Chinese, English, German MTEB 59.4 #20 of 163
MTEB Polishv1 · Pair Classification · Polish Embeddings classify relationships between pairs on MTEB Polish v1 · Pair Classification in Polish MTEB 82.9 #35 of 153+1 versions & slices v1 · Classification · Polish Embeddings assign examples to categories on MTEB Polish v1 · Classification in Polish MTEB 66.2 #19 of 137
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 67.8 #27 of 90
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 62.3 #23 of 90
BRIGHTMean over tasks · English Embeddings rank relevant documents for queries on BRIGHT · mean over tasks in English; tasks receive equal weight MTEB 17.6 #10 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 17.6 #10 of 28Retrieval · English Embeddings rank relevant documents for queries on BRIGHT · Retrieval in English MTEB 17.6 #10 of 28
No benchmark matches
CheaperQwen 3 Embedding 8BunstatedOpen+13%-92%$0.01aOpenGiga Embeddings Instruct 10B A1.8B 0826unstated+53%——
EmbeddingGemma 300MunstatedOpen+3%-98%$0.002Max input: 8K tokens → 2K tokens