Benchmark By Score Rank
Reranking 17 Leads on 1
MTEB Dutchv1 · Reranking · Dutch Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking in Dutch MTEB 92.7 #1 of 199
MTEB Europev1 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking in English MTEB 5.2 #11 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 89.8 #16 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 61.9 #14 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 21.3 #14 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 48.5 #18 of 166
MTEB multilingualv2 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking in English MTEB 5.2 #11 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 67.7 #11 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 79.3 #10 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 29.2 #9 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 #15 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 83.6 #10 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 54.6 #14 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 71.8 #10 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 79.4 #6 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 68.4 #9 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 59.6 #8 of 83
Other 42
MTEB Englishv2 · Pair Classification · English MTEB English v2 · Pair Classification · English: embeddings classify relationships between pairs in English MTEB 87.7 #23 of 238+6 versions & slices v2 · Reranking · English MTEB English v2 · Reranking · English: embeddings reorder candidate documents by relevance in English MTEB 48.6 #48 of 223v2 · Classification · English MTEB English v2 · Classification · English: embeddings assign examples to categories in English MTEB 90 #22 of 222v2 · Summarization · English MTEB English v2 · Summarization · English: embeddings match summaries to their source meaning in English MTEB 38.3 #2 of 208v2 · Clustering · English MTEB English v2 · Clustering · English: embeddings group similar examples in English MTEB 59.4 #13 of 207v2 · STS · English MTEB English v2 · STS · English: embeddings estimate semantic similarity between pairs in English MTEB 85.3 #14 of 200v2 · Retrieval · English MTEB English v2 · Retrieval · English: embeddings rank relevant documents for queries in English MTEB 64.4 #10 of 200
MTEB Medicalv1 · Clustering · English Embeddings group similar examples on MTEB Medical v1 · Clustering in English MTEB 46.1 #25 of 220
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 58.4 #13 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 65.5 #24 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 72.6 #25 of 205+2 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 72.4 #7 of 151v1 · Retrieval · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Scandinavian v1 · Retrieval in Danish, Norwegian Bokmål, Swedish MTEB 77.2 #1 of 56
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 58.5 #22 of 204
MTEB Russianv1.1 · Pair Classification · Russian Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification in Russian MTEB 63.9 #21 of 193
FollowIRMean over tasks · English Embeddings rerank documents according to instructions on FollowIR · mean over tasks in English; tasks receive equal weight MTEB 5.2 #11 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 5.2 #11 of 191Instruction Reranking · English Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking in English MTEB 5.2 #11 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 62.9 #4 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 47.2 #26 of 186v1 · Reranking · multilingual (2 languages) Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking in Bengali, Hindi MTEB 89.3 #1 of 182v1 · Pair Classification · Hindi Embeddings classify relationships between pairs on MTEB Indic v1 · Pair Classification in Hindi MTEB 82.7 #7 of 178
MTEB Portuguesev1 · Multilabel Classification · Portuguese Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification in Portuguese MTEB 28 #7 of 191
MTEB Thaiv1 · Clustering · Thai Embeddings group similar examples on MTEB Thai v1 · Clustering in Thai MTEB 49.2 #38 of 191+1 versions & slices v1 · Pair Classification · Thai Embeddings classify relationships between pairs on MTEB Thai v1 · Pair Classification in Thai MTEB 84.4 #8 of 181
MTEB Frenchv1 · Pair Classification · French Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification in French MTEB 65 #31 of 187
MTEB Spanishv1 · Pair Classification · Spanish Embeddings classify relationships between pairs on MTEB Spanish v1 · Pair Classification in Spanish MTEB 74.5 #13 of 170+7 versions & slices v1 · Reranking · Spanish Embeddings reorder candidate documents by relevance on MTEB Spanish v1 · Reranking in Spanish MTEB 64.1 #3 of 148v1 · Clustering · Spanish Embeddings group similar examples on MTEB Spanish v1 · Clustering in Spanish MTEB 54.2 #9 of 127v1 · STS · multilingual (2 languages) Embeddings estimate semantic similarity between pairs on MTEB Spanish v1 · STS in English, Spanish MTEB 83 #1 of 76v1 · Classification · Spanish Embeddings assign examples to categories on MTEB Spanish v1 · Classification in Spanish MTEB 93.8 #4 of 27v1 · Retrieval · multilingual (2 languages) Embeddings rank relevant documents for queries on MTEB Spanish v1 · Retrieval in English, Spanish MTEB 62.1 #1 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 72 #4 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 72 #5 of 26
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 77.9 #13 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 66.5 #14 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 73.9 #21 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 73.9 #21 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 73.9 #21 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 76 #15 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 76 #15 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 76 #15 of 51
No benchmark matches
CheaperQwen 3 Embedding 8BunstatedOpen+2%-93%$0.01
BetterHarrier OSS v1 27BOpen+9%——iCheaperMultilingual E5 Large InstructunstatedOpensame-93%$0.01Max input: 2K tokens → 1K tokens
Jina Embeddings v5 Text SmallunstatedOpen-12%-67%$0.05
KaLM Embedding Gemma3 12B 2511Open+6%——
Llama Embed Nemotron 8BOpen+3%——