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 78.2 #8 of 83+7 versions & slices v1 · Pair Classification · Mandarin Chinese Embeddings classify relationships between pairs on MTEB Chinese v1 · Pair Classification in Mandarin Chinese MTEB 84.2 #14 of 81v1 · STS · Mandarin Chinese Embeddings estimate semantic similarity between pairs on MTEB Chinese v1 · STS in Mandarin Chinese MTEB 63.5 #12 of 81v1 · Clustering · Mandarin Chinese Embeddings group similar examples on MTEB Chinese v1 · Clustering in Mandarin Chinese MTEB 80.1 #3 of 80v1 · Reranking · Mandarin Chinese Embeddings reorder candidate documents by relevance on MTEB Chinese v1 · Reranking in Mandarin Chinese MTEB 67 #26 of 71v1 · Classification · Mandarin Chinese Embeddings assign examples to categories on MTEB Chinese v1 · Classification in Mandarin Chinese MTEB 77.1 #9 of 52v1 · Mean over tasks · Mandarin Chinese Embeddings rank relevant documents for queries, estimate semantic similarity between pairs, reorder candidate documents by relevance, group similar examples, classify relationships between pairs, assign examples to categories on MTEB Chinese v1 · mean over tasks in Mandarin Chinese; tasks receive equal weight MTEB 73.9 #6 of 31v1 · Mean over task types · Mandarin Chinese Embeddings rank relevant documents for queries, estimate semantic similarity between pairs, reorder candidate documents by relevance, group similar examples, classify relationships between pairs, assign examples to categories on MTEB Chinese v1 · mean over task types in Mandarin Chinese; task types receive equal weight MTEB 75 #7 of 31
Reranking 33
MTEB Dutchv1 · Reranking · Dutch Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking in Dutch MTEB 91.2 #18 of 199+8 versions & slices v1 · Clustering · Dutch Embeddings group similar examples on MTEB Dutch v1 · Clustering in Dutch MTEB 49 #6 of 133v1 · Multilabel Classification · Dutch Embeddings assign multiple labels to each example on MTEB Dutch v1 · Multilabel Classification in Dutch MTEB 41.5 #5 of 133v1 · Pair Classification · Dutch Embeddings classify relationships between pairs on MTEB Dutch v1 · Pair Classification in Dutch MTEB 82.4 #4 of 133v1 · STS · Dutch Embeddings estimate semantic similarity between pairs on MTEB Dutch v1 · STS in Dutch MTEB 87 #2 of 133v1 · Classification · Dutch Embeddings assign examples to categories on MTEB Dutch v1 · Classification in Dutch MTEB 73 #5 of 131v1 · Retrieval · Dutch Embeddings rank relevant documents for queries on MTEB Dutch v1 · Retrieval in Dutch MTEB 66.8 #5 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 65.6 #5 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 70.1 #3 of 129
MTEB Europev1 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking in English MTEB 10.1 #3 of 191+4 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 93 #3 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 62.6 #10 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 23.7 #6 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 50.4 #12 of 166
MTEB multilingualv2 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking in English MTEB 10.1 #3 of 191+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 70.9 #6 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 80.9 #6 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 28.7 #10 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 65.6 #14 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 86.4 #1 of 165v2 · 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 57.6 #6 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 74 #4 of 153v2 · 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 81.1 #2 of 112v2 · Mean over tasks · multilingual (1037 languages) Embeddings assign examples to categories, group similar examples, estimate semantic similarity between pairs, classify relationships between pairs, rank relevant documents for queries, find translated sentence pairs, rerank documents according to instructions, assign multiple labels to each example, reorder candidate documents by relevance 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 70.6 #3 of 83v2 · Mean over task types · multilingual (1037 languages) Embeddings assign examples to categories, group similar examples, estimate semantic similarity between pairs, classify relationships between pairs, rank relevant documents for queries, find translated sentence pairs, rerank documents according to instructions, assign multiple labels to each example, reorder candidate documents by relevance 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 61.7 #3 of 83
MTEB Koreanv2 · Reranking · Korean Embeddings reorder candidate documents by relevance on MTEB Korean v2 · Reranking in Korean MTEB 67.4 #6 of 150+7 versions & slices v2 · Classification · Korean Embeddings assign examples to categories on MTEB Korean v2 · Classification in Korean MTEB 69.1 #3 of 147v2 · STS · Korean Embeddings estimate semantic similarity between pairs on MTEB Korean v2 · STS in Korean MTEB 89.8 #2 of 92v2 · Retrieval · multilingual (2 languages) Embeddings rank relevant documents for queries on MTEB Korean v2 · Retrieval in English, Korean MTEB 78.3 #3 of 28v2 · Pair Classification · Korean Embeddings classify relationships between pairs on MTEB Korean v2 · Pair Classification in Korean MTEB 77.3 #1 of 25v2 · Mean over tasks · multilingual (2 languages) Embeddings estimate semantic similarity between pairs, rank relevant documents for queries, classify relationships between pairs, reorder candidate documents by relevance, assign examples to categories, group similar examples on MTEB Korean v2 · mean over tasks in English, Korean; tasks receive equal weight MTEB 77.7 #1 of 24v2 · Mean over task types · multilingual (2 languages) Embeddings estimate semantic similarity between pairs, rank relevant documents for queries, classify relationships between pairs, reorder candidate documents by relevance, assign examples to categories, group similar examples on MTEB Korean v2 · mean over task types in English, Korean; task types receive equal weight MTEB 75.4 #1 of 24v2 · Clustering · Korean Embeddings group similar examples on MTEB Korean v2 · Clustering in Korean MTEB 70.9 #6 of 24
Other 50
MTEB Englishv2 · Pair Classification · English MTEB English v2 · Pair Classification · English: embeddings classify relationships between pairs in English MTEB 87.5 #26 of 238+6 versions & slices v2 · Reranking · English MTEB English v2 · Reranking · English: embeddings reorder candidate documents by relevance in English MTEB 51.6 #3 of 223v2 · Classification · English MTEB English v2 · Classification · English: embeddings assign examples to categories in English MTEB 90.4 #16 of 222v2 · Summarization · English MTEB English v2 · Summarization · English: embeddings match summaries to their source meaning in English MTEB 34.8 #27 of 208v2 · Clustering · English MTEB English v2 · Clustering · English: embeddings group similar examples in English MTEB 58.6 #18 of 207v2 · STS · English MTEB English v2 · STS · English: embeddings estimate semantic similarity between pairs in English MTEB 88.6 #5 of 200v2 · Retrieval · English MTEB English v2 · Retrieval · English: embeddings rank relevant documents for queries in English MTEB 69.4 #3 of 200
MTEB Medicalv1 · Clustering · English Embeddings group similar examples on MTEB Medical v1 · Clustering in English MTEB 45.1 #27 of 220+1 versions & slices v1 · Reranking · Mandarin Chinese Embeddings reorder candidate documents by relevance on MTEB Medical v1 · Reranking in Mandarin Chinese MTEB 86.4 #27 of 199
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 59.5 #11 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 66.8 #22 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 84.7 #5 of 205+1 versions & slices v1 · Classification · multilingual (6 languages) Embeddings assign examples to categories on MTEB Scandinavian v1 · Classification in Danish, Faroese, Icelandic, Norwegian Bokmål, Norwegian Nynorsk, Swedish MTEB 74.8 #3 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 67.2 #10 of 204
BEIRMean over tasks · English Embeddings rank relevant documents for queries on BEIR · mean over tasks in English; tasks receive equal weight MTEB 62.8 #4 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 62.8 #4 of 194Retrieval · English Embeddings rank relevant documents for queries on BEIR · Retrieval in English MTEB 62.8 #4 of 194
MTEB Russianv1.1 · Pair Classification · Russian Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification in Russian MTEB 71.3 #4 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 44.6 #12 of 159v1.1 · Clustering · Russian Embeddings group similar examples on MTEB Russian v1.1 · Clustering in Russian MTEB 66.7 #5 of 155v1.1 · Reranking · Russian Embeddings reorder candidate documents by relevance on MTEB Russian v1.1 · Reranking in Russian MTEB 70.2 #9 of 153v1.1 · Classification · Russian Embeddings assign examples to categories on MTEB Russian v1.1 · Classification in Russian MTEB 74.3 #9 of 144v1.1 · STS · Russian Embeddings estimate semantic similarity between pairs on MTEB Russian v1.1 · STS in Russian MTEB 79.3 #1 of 137v1.1 · Retrieval · Russian Embeddings rank relevant documents for queries on MTEB Russian v1.1 · Retrieval in Russian MTEB 78.2 #4 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 71.4 #4 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 69.2 #4 of 106
FollowIRMean over tasks · English Embeddings rerank documents according to instructions on FollowIR · mean over tasks in English; tasks receive equal weight MTEB 10.1 #3 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 10.1 #3 of 191Instruction Reranking · English Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking in English MTEB 10.1 #3 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 61.6 #7 of 191+3 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 55.7 #9 of 186v1 · Reranking · multilingual (2 languages) Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking in Bengali, Hindi MTEB 86.8 #21 of 182v1 · Pair Classification · Hindi Embeddings classify relationships between pairs on MTEB Indic v1 · Pair Classification in Hindi MTEB 86.6 #4 of 178
MTEB Portuguesev1 · Multilabel Classification · Portuguese Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification in Portuguese MTEB 22 #38 of 191
MTEB Thaiv1 · Clustering · Thai Embeddings group similar examples on MTEB Thai v1 · Clustering in Thai MTEB 58.2 #15 of 191+1 versions & slices v1 · Pair Classification · Thai Embeddings classify relationships between pairs on MTEB Thai v1 · Pair Classification in Thai MTEB 88.6 #2 of 181
MTEB Frenchv1 · Pair Classification · French Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification in French MTEB 79.2 #3 of 187
MTEB Spanishv1 · Pair Classification · Spanish Embeddings classify relationships between pairs on MTEB Spanish v1 · Pair Classification in Spanish MTEB 84.4 #2 of 170
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 72.7 #20 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 67 #10 of 90
CoIRMean over tasks · multilingual (9 languages) Embeddings rank relevant documents for queries on CoIR · mean over tasks in English, c++, go, java, javascript, php, python, ruby, sql; tasks receive equal weight MTEB 79.9 #2 of 58+2 versions & slices Mean over task types · multilingual (9 languages) Embeddings rank relevant documents for queries on CoIR · mean over task types in English, c++, go, java, javascript, php, python, ruby, sql; task types receive equal weight MTEB 79.9 #2 of 58Retrieval · multilingual (9 languages) Embeddings rank relevant documents for queries on CoIR · Retrieval in English, c++, go, java, javascript, php, python, ruby, sql MTEB 79.9 #2 of 58
MTEB Codev1 · Mean over tasks · multilingual (15 languages) Embeddings rank relevant documents for queries on MTEB Code v1 · mean over tasks in English, c, c++, go, java, javascript, php, python, ruby, rust, scala, shell, sql, swift, typescript; tasks receive equal weight MTEB 80.7 #4 of 51+2 versions & slices v1 · Mean over task types · multilingual (15 languages) Embeddings rank relevant documents for queries on MTEB Code v1 · mean over task types in English, c, c++, go, java, javascript, php, python, ruby, rust, scala, shell, sql, swift, typescript; task types receive equal weight MTEB 80.7 #4 of 51v1 · Retrieval · multilingual (15 languages) Embeddings rank relevant documents for queries on MTEB Code v1 · Retrieval in English, c, c++, go, java, javascript, php, python, ruby, rust, scala, shell, sql, swift, typescript MTEB 80.7 #4 of 51
CoREBv1 · Mean over tasks · multilingual (6 languages) Embeddings reorder candidate documents by relevance, rank relevant documents for queries on CoReB v1 · mean over tasks in English, c++, go, java, python, ruby; tasks receive equal weight MTEB 59 #10 of 23+3 versions & slices v1 · Mean over task types · multilingual (6 languages) Embeddings reorder candidate documents by relevance, rank relevant documents for queries on CoReB v1 · mean over task types in English, c++, go, java, python, ruby; task types receive equal weight MTEB 59 #10 of 23v1 · Reranking · multilingual (6 languages) Embeddings reorder candidate documents by relevance on CoReB v1 · Reranking in English, c++, go, java, python, ruby MTEB 54.1 #10 of 23v1 · Retrieval · multilingual (6 languages) Embeddings rank relevant documents for queries on CoReB v1 · Retrieval in English, c++, go, java, python, ruby MTEB 63.8 #10 of 23
No benchmark matches
CheaperEmbeddingGemma 300MunstatedOpen-14%-80%$0.002Max input: 33K tokens → 2K tokens
BetterJina Embeddings v5 Text NanounstatedOpen+44%+100%$0.02Max input: 33K tokens → 8K tokens
BetterSeed1.6 Embedding 1215+61%——
BetterHarrier OSS v1 27BOpen+27%——Memory (4-bit): 4.5 GB → 16 GB
KaLM Embedding Gemma3 12B 2511Open+15%——Memory (4-bit): 4.5 GB → 7.1 GBaGiga Embeddings Instruct 3B 0826unstatedOpen+14%——Max input: 33K tokens → 8K tokens