Benchmark By Score Rank
Reranking 32
MTEB Dutchv1 · Reranking · Dutch Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking in Dutch MTEB 48.9 #193 of 200+8 versions & slices v1 · Clustering · Dutch Embeddings group similar examples on MTEB Dutch v1 · Clustering in Dutch MTEB 10.4 #126 of 133v1 · Multilabel Classification · Dutch Embeddings assign multiple labels to each example on MTEB Dutch v1 · Multilabel Classification in Dutch MTEB 20.2 #132 of 133v1 · Pair Classification · Dutch Embeddings classify relationships between pairs on MTEB Dutch v1 · Pair Classification in Dutch MTEB 64 #81 of 133v1 · STS · Dutch Embeddings estimate semantic similarity between pairs on MTEB Dutch v1 · STS in Dutch MTEB 52.4 #121 of 133v1 · Classification · Dutch Embeddings assign examples to categories on MTEB Dutch v1 · Classification in Dutch MTEB 39.1 #125 of 131v1 · Retrieval · Dutch Embeddings rank relevant documents for queries on MTEB Dutch v1 · Retrieval in Dutch MTEB 3.4 #128 of 131v1 · Mean over tasks · Dutch Embeddings rank relevant documents for queries, assign examples to categories, assign multiple labels to each example, estimate semantic similarity between pairs, group similar examples, reorder candidate documents by relevance, classify relationships between pairs on MTEB Dutch v1 · mean over tasks in Dutch; tasks receive equal weight MTEB 23.4 #125 of 129v1 · Mean over task types · Dutch Embeddings rank relevant documents for queries, assign examples to categories, assign multiple labels to each example, estimate semantic similarity between pairs, group similar examples, reorder candidate documents by relevance, classify relationships between pairs on MTEB Dutch v1 · mean over task types in Dutch; task types receive equal weight MTEB 34.1 #124 of 129
MTEB Europev1 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking in English MTEB -0.2 #61 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 16.4 #167 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 27.5 #171 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 3.6 #169 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 18.3 #165 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 70.7 #152 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 9.7 #148 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 43.7 #128 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 49.1 #96 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 30.6 #67 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 26.5 #67 of 68
MTEB multilingualv2 · Instruction Reranking · English Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking in English MTEB -0.2 #61 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 9.2 #172 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 14.5 #161 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 11.7 #169 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 28.1 #171 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 68.6 #163 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 25.6 #158 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 41.9 #146 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 41.5 #113 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 32.1 #90 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 26.8 #90 of 91
MTEB Persianv2 · Reranking · Persian Embeddings reorder candidate documents by relevance on MTEB Persian v2 · Reranking in Persian MTEB 36.7 #85 of 149
Other 87
MTEB Englishv2 · Pair Classification · English Embeddings classify relationships between pairs in English MTEB 67.9 #228 of 238+6 versions & slices v2 · Reranking · English Embeddings reorder candidate documents by relevance in English MTEB 37.5 #212 of 223v2 · Classification · English Embeddings assign examples to categories in English MTEB 61.4 #207 of 222v2 · Summarization · English Embeddings match summaries to their source meaning in English MTEB 28.2 #138 of 209v2 · Clustering · English Embeddings group similar examples in English MTEB 29.6 #205 of 207v2 · STS · English Embeddings estimate semantic similarity between pairs in English MTEB 61 #191 of 200v2 · Retrieval · English Embeddings rank relevant documents for queries in English MTEB 4.7 #194 of 200
MTEB Medicalv1 · Clustering · English Embeddings group similar examples on MTEB Medical v1 · Clustering in English MTEB 21.3 #218 of 220+4 versions & slices v1 · Reranking · Mandarin Chinese Embeddings reorder candidate documents by relevance on MTEB Medical v1 · Reranking in Mandarin Chinese MTEB 9.3 #186 of 202v1 · 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 4.3 #138 of 140v1 · 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 7.5 #136 of 138v1 · 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 11.6 #136 of 138
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 0.4 #206 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 3.1 #206 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 12.4 #203 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 46.7 #190 of 206+5 versions & slices v1 · Clustering · multilingual (2 languages) Embeddings group similar examples on MTEB Scandinavian v1 · Clustering in Norwegian Bokmål, Swedish MTEB 18.6 #171 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 45.2 #150 of 158v1 · Retrieval · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Scandinavian v1 · Retrieval in Danish, Norwegian Bokmål, Swedish MTEB 4.7 #141 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 29.5 #132 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 28.8 #130 of 135
BEIRMean over tasks · English Embeddings rank relevant documents for queries on BEIR · mean over tasks in English; tasks receive equal weight MTEB 7.3 #193 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 7.3 #193 of 196Retrieval · English Embeddings rank relevant documents for queries on BEIR · Retrieval in English MTEB 7.3 #193 of 196
MTEB Russianv1.1 · Pair Classification · Russian Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification in Russian MTEB 55.6 #80 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 24.7 #151 of 162v1.1 · Clustering · Russian Embeddings group similar examples on MTEB Russian v1.1 · Clustering in Russian MTEB 14.2 #138 of 158v1.1 · Reranking · Russian Embeddings reorder candidate documents by relevance on MTEB Russian v1.1 · Reranking in Russian MTEB 10.1 #148 of 153v1.1 · Classification · Russian Embeddings assign examples to categories on MTEB Russian v1.1 · Classification in Russian MTEB 22.9 #143 of 146v1.1 · STS · Russian Embeddings estimate semantic similarity between pairs on MTEB Russian v1.1 · STS in Russian MTEB 15 #138 of 139v1.1 · Retrieval · Russian Embeddings rank relevant documents for queries on MTEB Russian v1.1 · Retrieval in Russian MTEB 0.5 #108 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 18.3 #104 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 20.4 #101 of 106
MTEB Portuguesev1 · Multilabel Classification · Portuguese Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification in Portuguese MTEB 16.9 #163 of 193
FollowIRMean over tasks · English Embeddings rerank documents according to instructions on FollowIR · mean over tasks in English; tasks receive equal weight MTEB -0.2 #61 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 -0.2 #61 of 192Instruction Reranking · English Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking in English MTEB -0.2 #61 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 -0.1 #163 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 4.1 #114 of 187v1 · Reranking · multilingual (2 languages) Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking in Bengali, Hindi MTEB 33.3 #174 of 183v1 · Pair Classification · Hindi Embeddings classify relationships between pairs on MTEB Indic v1 · Pair Classification in Hindi MTEB 50.2 #178 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 4.8 #99 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 5.5 #143 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 41.5 #127 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 30.3 #122 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 19.9 #124 of 125
MTEB Thaiv1 · Clustering · Thai Embeddings group similar examples on MTEB Thai v1 · Clustering in Thai MTEB 4.2 #124 of 192+1 versions & slices v1 · Pair Classification · Thai Embeddings classify relationships between pairs on MTEB Thai v1 · Pair Classification in Thai MTEB 52.1 #120 of 182
MTEB Frenchv1 · Pair Classification · French Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification in French MTEB 54.8 #143 of 188+8 versions & slices v1 · Summarization · French Embeddings match summaries to their source meaning on MTEB French v1 · Summarization in French MTEB 28.7 #132 of 158v1 · Reranking · French Embeddings reorder candidate documents by relevance on MTEB French v1 · Reranking in French MTEB 33.1 #138 of 144v1 · Retrieval · multilingual (2 languages) Embeddings rank relevant documents for queries on MTEB French v1 · Retrieval in English, French MTEB 6 #130 of 138v1 · Classification · French Embeddings assign examples to categories on MTEB French v1 · Classification in French MTEB 40 #121 of 134v1 · Clustering · French Embeddings group similar examples on MTEB French v1 · Clustering in French MTEB 22.4 #116 of 120v1 · STS · French Embeddings estimate semantic similarity between pairs on MTEB French v1 · STS in French MTEB 54.5 #100 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 29.6 #95 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 34.2 #96 of 102
MTEB Germanv1 · Pair Classification · German Embeddings classify relationships between pairs on MTEB German v1 · Pair Classification in German MTEB 48.7 #152 of 175+7 versions & slices v1 · Classification · German Embeddings assign examples to categories on MTEB German v1 · Classification in German MTEB 40 #155 of 168v1 · Clustering · German Embeddings group similar examples on MTEB German v1 · Clustering in German MTEB 7.9 #160 of 167v1 · Reranking · German Embeddings reorder candidate documents by relevance on MTEB German v1 · Reranking in German MTEB 5.1 #143 of 148v1 · STS · German Embeddings estimate semantic similarity between pairs on MTEB German v1 · STS in German MTEB 29.5 #135 of 137v1 · Retrieval · German Embeddings rank relevant documents for queries on MTEB German v1 · Retrieval in German MTEB 1.5 #126 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 23.1 #111 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 22.1 #111 of 114
MTEB Spanishv1 · Pair Classification · Spanish Embeddings classify relationships between pairs on MTEB Spanish v1 · Pair Classification in Spanish MTEB 54.3 #158 of 171+4 versions & slices v1 · Reranking · Spanish Embeddings reorder candidate documents by relevance on MTEB Spanish v1 · Reranking in Spanish MTEB 4.3 #148 of 148v1 · Clustering · Spanish Embeddings group similar examples on MTEB Spanish v1 · Clustering in Spanish MTEB 26.6 #126 of 127v1 · Classification · Spanish Embeddings assign examples to categories on MTEB Spanish v1 · Classification in Spanish MTEB 47.4 #98 of 101v1 · STS · multilingual (2 languages) Embeddings estimate semantic similarity between pairs on MTEB Spanish v1 · STS in English, Spanish MTEB 47.4 #83 of 88
JMTEBv2 · STS · Japanese Embeddings estimate semantic similarity between pairs on jMTEB v2 · STS in Japanese MTEB 25.4 #158 of 168+1 versions & slices v2 · Clustering · Japanese Embeddings group similar examples on jMTEB v2 · Clustering in Japanese MTEB 10.1 #154 of 161
LongEmbedMean over tasks · English Embeddings rank relevant documents for queries on LongEmbed · mean over tasks in English; tasks receive equal weight MTEB 9.1 #157 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 9.1 #157 of 168Retrieval · English Embeddings rank relevant documents for queries on LongEmbed · Retrieval in English MTEB 9.1 #157 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 11.8 #162 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 11.8 #162 of 167v1 · Retrieval · multilingual (3 languages) Embeddings rank relevant documents for queries on MTEB Law v1 · Retrieval in Chinese, English, German MTEB 11.8 #162 of 167
MTEB Polishv1 · Pair Classification · Polish Embeddings classify relationships between pairs on MTEB Polish v1 · Pair Classification in Polish MTEB 52.9 #154 of 159+5 versions & slices v1 · Classification · Polish Embeddings assign examples to categories on MTEB Polish v1 · Classification in Polish MTEB 38.6 #130 of 144v1 · STS · Polish Embeddings estimate semantic similarity between pairs on MTEB Polish v1 · STS in Polish MTEB 37.3 #128 of 132v1 · Clustering · Polish Embeddings group similar examples on MTEB Polish v1 · Clustering in Polish MTEB 19.2 #116 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 38.3 #101 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 37 #101 of 103
MTEB Koreanv2 · Classification · Korean Embeddings assign examples to categories on MTEB Korean v2 · Classification in Korean MTEB 19.7 #138 of 156+2 versions & slices v2 · Reranking · Korean Embeddings reorder candidate documents by relevance on MTEB Korean v2 · Reranking in Korean MTEB 4.1 #153 of 155v2 · STS · Korean Embeddings estimate semantic similarity between pairs on MTEB Korean v2 · STS in Korean MTEB 1 #105 of 108
No benchmark matches
BetterEmbeddingGemma 300MunstatedOpen×2.1—$0.002Languages: not verified+1
OpenJina Embeddings v5 Text Smallunstated×3.6—$0.05Languages: not verified+1
BetterBge Base En v1.5unstatedOpen+40%—$0.005sBetterAll Mpnet Base v2unstatedOpen+40%—$0.005Max input: 1K tokens → 0K tokenstBetterGte BaseunstatedOpen+38%—$0.005
KaLM Embedding Gemma3 12B 2511Open×2.8——Languages: not verified+1aGiga Embeddings Instruct 3B 0826unstatedOpen×2.8——Memory (4-bit): 0.1 GB → 1.9 GB