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MTEB Mandarin Chinese
v1 · Retrieval · Mandarin Chinese
Embeddings rank relevant documents for queries on MTEB Chinese v1 · Retrieval in Mandarin Chinese
MTEB
I
Yuan Embedding 2.0 Zh
81.8
83
+12 versions & slices
v1 · Pair Classification · Mandarin Chinese
Embeddings classify relationships between pairs on MTEB Chinese v1 · Pair Classification in Mandarin Chinese
MTEB
K
QZhou Embedding Zh
95.5
81
v1 · STS · Mandarin Chinese
Embeddings estimate semantic similarity between pairs on MTEB Chinese v1 · STS in Mandarin Chinese
MTEB
K
QZhou Embedding Zh
73.3
81
v1 · Clustering · Mandarin Chinese
Embeddings group similar examples on MTEB Chinese v1 · Clustering in Mandarin Chinese
MTEB
Youtu Embedding
84.3
80
v1 · Reranking · Mandarin Chinese
Embeddings reorder candidate documents by relevance on MTEB Chinese v1 · Reranking in Mandarin Chinese
MTEB
I
Yuan Embedding 2.0 Zh
76.2
71
v1 · Classification · Mandarin Chinese
Embeddings assign examples to categories on MTEB Chinese v1 · Classification in Mandarin Chinese
MTEB
K
QZhou Embedding
80.1
52
v1 · 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
K
QZhou Embedding Zh
78.5
31
v1 · 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
K
QZhou Embedding Zh
80.3
31
v1 · Retrieval · Mandarin Chinese · Stella Large Chinese v3 · 1792 dimensions
Embeddings rank relevant documents for queries on MTEB Chinese v1 · Retrieval · MTEB · historical run in Mandarin Chinese
MTEB
d
Stella Large Zh v3 1792d
73.6
1
v1 · STS · Mandarin Chinese · Stella Large Chinese v3 · 1792 dimensions
Embeddings estimate semantic similarity between pairs on MTEB Chinese v1 · STS · MTEB · historical run in Mandarin Chinese
MTEB
d
Stella Large Zh v3 1792d
61.9
1
v1 · Reranking · Mandarin Chinese · Stella Large Chinese v3 · 1792 dimensions
Embeddings reorder candidate documents by relevance on MTEB Chinese v1 · Reranking · MTEB · historical run in Mandarin Chinese
MTEB
d
Stella Large Zh v3 1792d
68.3
1
v1 · Clustering · Mandarin Chinese · Stella Large Chinese v3 · 1792 dimensions
Embeddings group similar examples on MTEB Chinese v1 · Clustering · MTEB · historical run in Mandarin Chinese
MTEB
d
Stella Large Zh v3 1792d
53.9
1
v1 · Pair Classification · Mandarin Chinese · Stella Large Chinese v3 · 1792 dimensions
Embeddings classify relationships between pairs on MTEB Chinese v1 · Pair Classification · MTEB · historical run in Mandarin Chinese
MTEB
d
Stella Large Zh v3 1792d
83
1
ChemTEB
Retrieval · English
Embeddings rank relevant documents for queries on cheMTEB · Retrieval in English
MTEB
i
Inf Retriever v1
81.6
48
+6 versions & slices
Bitext Mining · English
Embeddings find translated sentence pairs on cheMTEB · Bitext Mining in English
MTEB
c
F2LLM v2 14B
4
46
Classification · English
Embeddings assign examples to categories on cheMTEB · Classification in English
MTEB
I
ICT TIME And Querit Embedding v1
86.7
46
Clustering · English
Embeddings group similar examples on cheMTEB · Clustering in English
MTEB
V
SearchMap Preview
61.6
46
Mean 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
c
F2LLM v2 8B
78.6
45
Mean 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
c
F2LLM v2 8B
59.3
45
Pair 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
c
F2LLM v2 14B
80.2
45
Reranking
59
MTEB Dutch
v1 · Reranking · Dutch
Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking in Dutch
MTEB
Gemini Embedding 001
92.7
199
+9 versions & slices
v1 · Clustering · Dutch
Embeddings group similar examples on MTEB Dutch v1 · Clustering in Dutch
MTEB
Llama Embed Nemotron 8B
50.8
133
v1 · Multilabel Classification · Dutch
Embeddings assign multiple labels to each example on MTEB Dutch v1 · Multilabel Classification in Dutch
MTEB
c
F2LLM v2 8B
43.2
133
v1 · Pair Classification · Dutch
Embeddings classify relationships between pairs on MTEB Dutch v1 · Pair Classification in Dutch
MTEB
Llama Embed Nemotron 8B
83.9
133
v1 · STS · Dutch
Embeddings estimate semantic similarity between pairs on MTEB Dutch v1 · STS in Dutch
MTEB
G
STS Multilingual Mpnet Base v2
92
133
v1 · Classification · Dutch
Embeddings assign examples to categories on MTEB Dutch v1 · Classification in Dutch
MTEB
c
F2LLM v2 14B
75
131
v1 · Retrieval · Dutch
Embeddings rank relevant documents for queries on MTEB Dutch v1 · Retrieval in Dutch
MTEB
m
Nemotron 3 Embed 8B Legal
70
131
v1 · 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
c
F2LLM v2 14B
66.4
129
v1 · 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
Llama Embed Nemotron 8B
70.7
129
v1 · Reranking · Dutch · USER BGE-M3
Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking · MTEB · historical run in Dutch
MTEB
d
USER Base
86.8
1
MTEB Europe
v1 · Instruction Reranking · English
Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking in English
MTEB
Qwen 3 Embedding 4B
11.6
191
+15 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
Harrier OSS v1 27B
93.6
174
v1 · 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
c
F2LLM v2 8B
65.1
174
v1 · 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
Seed1.6 Embedding 1215
39.5
172
v1 · 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
c
F2LLM v2 14B
57.7
166
v1 · 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
Gte Qwen1.5 7B Instruct
92.8
141
v1 · 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
c
F2LLM v2 14B
67.2
140
v1 · 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
c
F2LLM v2 14B
76.2
135
v1 · 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
Jina Embeddings v3
78.3
85
v1 · Mean over tasks · multilingual (29 languages)
Embeddings rank relevant documents for queries, estimate semantic similarity between pairs, find translated sentence pairs, assign examples to categories, group similar examples, rerank documents according to instructions, classify relationships between pairs, reorder candidate documents by relevance, assign multiple labels to each example on MTEB Europe v1 · mean over tasks in 29 languages including Basque, Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian; tasks receive equal weight
MTEB
c
F2LLM v2 14B
69.9
59
v1 · Mean over task types · multilingual (29 languages)
Embeddings rank relevant documents for queries, estimate semantic similarity between pairs, find translated sentence pairs, assign examples to categories, group similar examples, rerank documents according to instructions, classify relationships between pairs, reorder candidate documents by relevance, assign multiple labels to each example 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
c
F2LLM v2 14B
60.8
59
v1 · STS · multilingual (8 languages) · USER BGE-M3
Embeddings estimate semantic similarity between pairs on MTEB Europe v1 · STS · MTEB · historical run in Dutch, English, Finnish, French, German, Italian, Polish, Spanish
MTEB
d
USER Base
73.8
1
v1 · Classification · multilingual (23 languages) · USER BGE-M3
Embeddings assign examples to categories on MTEB Europe v1 · Classification · MTEB · historical run in 23 languages including Bulgarian, Czech, Danish, Dutch, English, Estonian, Finnish, French
MTEB
d
USER Base
59
1
v1 · Instruction Reranking · English · USER BGE-M3
Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking · MTEB · historical run in English
MTEB
d
USER Base
-2.7
1
v1 · Reranking · multilingual (12 languages) · USER BGE-M3
Embeddings reorder candidate documents by relevance on MTEB Europe v1 · Reranking · MTEB · historical run in Bulgarian, Czech, Danish, Dutch, English, Finnish, French, German, Italian, Portuguese, Romanian, Swedish
MTEB
d
USER Base
57
1
v1 · Multilabel Classification · multilingual (23 languages) · USER BGE-M3
Embeddings assign multiple labels to each example on MTEB Europe v1 · Multilabel Classification · MTEB · historical run in 23 languages including Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian, Finnish
MTEB
d
USER Base
12.5
1
MTEB multilingual
v2 · Instruction Reranking · English
Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking in English
MTEB
Qwen 3 Embedding 4B
11.6
191
+15 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
G
Geevec Embeddings 1.0
79.9
174
v2 · 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
Harrier OSS v1 27B
86
172
v2 · 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
Seed1.6 Embedding 1215
46.2
172
v2 · 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
c
F2LLM v2 14B
70.5
172
v2 · 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
Qwen 3 Embedding 8B
86.4
165
v2 · 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
c
F2LLM v2 14B
60.9
159
v2 · 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
Harrier OSS v1 27B
79.9
153
v2 · 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
O
Octen Embedding 8B
81.3
112
v2 · 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
Harrier OSS v1 27B
74.3
83
v2 · 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
Harrier OSS v1 27B
64.2
83
v2 · Classification · multilingual (119 languages) · USER BGE-M3
Embeddings assign examples to categories on MTEB Multilingual v2 · Classification · MTEB · historical run in 119 languages including Achinese, Afrikaans, Albanian, Algerian Arabic, Amharic, Arabic, Armenian, Assamese
MTEB
d
USER Base
53.2
1
v2 · STS · multilingual (35 languages) · USER BGE-M3
Embeddings estimate semantic similarity between pairs on MTEB Multilingual v2 · STS · MTEB · historical run in 35 languages including Afrikaans, Algerian Arabic, Amharic, Arabic, Assamese, Bengali, Dutch, English
MTEB
d
USER Base
59.5
1
v2 · Instruction Reranking · English · USER BGE-M3
Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking · MTEB · historical run in English
MTEB
d
USER Base
-2.7
1
v2 · Multilabel Classification · multilingual (25 languages) · USER BGE-M3
Embeddings assign multiple labels to each example on MTEB Multilingual v2 · Multilabel Classification · MTEB · historical run in 25 languages including Bulgarian, Croatian, Czech, Danish, Dutch, English, Estonian, Finnish
MTEB
d
USER Base
18.6
1
v2 · Reranking · multilingual (22 languages) · USER BGE-M3
Embeddings reorder candidate documents by relevance on MTEB Multilingual v2 · Reranking · MTEB · historical run in 22 languages including Bengali, Bulgarian, Czech, Danish, Dutch, English, Finnish, French
MTEB
d
USER Base
51.5
1
MTEB Korean
v2 · Reranking · Korean
Embeddings reorder candidate documents by relevance on MTEB Korean v2 · Reranking in Korean
MTEB
S
PwC Embedding Expr
72.3
150
+7 versions & slices
v2 · Classification · Korean
Embeddings assign examples to categories on MTEB Korean v2 · Classification in Korean
MTEB
N
Ko Embed Cls
84.4
147
v2 · STS · Korean
Embeddings estimate semantic similarity between pairs on MTEB Korean v2 · STS in Korean
MTEB
Qwen 3 Embedding 4B
89.9
92
v2 · Retrieval · multilingual (2 languages)
Embeddings rank relevant documents for queries on MTEB Korean v2 · Retrieval in English, Korean
MTEB
n
KURE v2
81.1
28
v2 · Pair Classification · Korean
Embeddings classify relationships between pairs on MTEB Korean v2 · Pair Classification in Korean
MTEB
Qwen 3 Embedding 8B
77.3
25
v2 · 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
Qwen 3 Embedding 8B
77.7
24
v2 · 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
Qwen 3 Embedding 8B
75.4
24
v2 · Clustering · Korean
Embeddings group similar examples on MTEB Korean v2 · Clustering in Korean
MTEB
c
F2LLM v2 14B
86.6
24
MTEB Persian
v2 · Reranking · Persian
Embeddings reorder candidate documents by relevance on MTEB Persian v2 · Reranking in Persian
MTEB
Cohere Embed Multilingual v3.0
74.8
149
+8 versions & slices
v2 · Bitext Mining · Persian
Embeddings find translated sentence pairs on MTEB Persian v2 · Bitext Mining in Persian
MTEB
c
F2LLM v2 14B
83.1
40
v2 · Clustering · Persian
Embeddings group similar examples on MTEB Persian v2 · Clustering in Persian
MTEB
M
Hakim
70.7
40
v2 · Pair Classification · Persian
Embeddings classify relationships between pairs on MTEB Persian v2 · Pair Classification in Persian
MTEB
M
Hakim
88.4
40
v2 · STS · Persian
Embeddings estimate semantic similarity between pairs on MTEB Persian v2 · STS in Persian
MTEB
Jina Embeddings v3
82.8
39
v2 · Classification · Persian
Embeddings assign examples to categories on MTEB Persian v2 · Classification in Persian
MTEB
M
Hakim
81.4
35
v2 · Mean over tasks · Persian
Embeddings estimate semantic similarity between pairs, group similar examples, assign examples to categories, rank relevant documents for queries, reorder candidate documents by relevance, find translated sentence pairs, classify relationships between pairs on MTEB Persian v2 · mean over tasks in Persian; tasks receive equal weight
MTEB
c
F2LLM v2 14B
73.9
33
v2 · Mean over task types · Persian
Embeddings estimate semantic similarity between pairs, group similar examples, assign examples to categories, rank relevant documents for queries, reorder candidate documents by relevance, find translated sentence pairs, classify relationships between pairs on MTEB Persian v2 · mean over task types in Persian; task types receive equal weight
MTEB
c
F2LLM v2 14B
76.3
33
v2 · Retrieval · Persian
Embeddings rank relevant documents for queries on MTEB Persian v2 · Retrieval in Persian
MTEB
c
F2LLM v2 14B
65.5
33
Other
182
MTEB English
v2 · Pair Classification · English
MTEB English v2 · Pair Classification · English: embeddings classify relationships between pairs in English
MTEB
j
Ingot 8B R3
93.8
238
+6 versions & slices
v2 · Reranking · English
MTEB English v2 · Reranking · English: embeddings reorder candidate documents by relevance in English
MTEB
I
Yuan Embedding 2.0 En
53.3
223
v2 · Classification · English
MTEB English v2 · Classification · English: embeddings assign examples to categories in English
MTEB
V
Voyage 3 M Exp
95.5
222
v2 · Summarization · English
MTEB English v2 · Summarization · English: embeddings match summaries to their source meaning in English
MTEB
a
LGAI Embedding Preview
38.9
208
v2 · Clustering · English
MTEB English v2 · Clustering · English: embeddings group similar examples in English
MTEB
c
F2LLM 4B
68.5
207
v2 · STS · English
MTEB English v2 · STS · English: embeddings estimate semantic similarity between pairs in English
MTEB
K
QZhou Embedding
91.6
200
v2 · Retrieval · English
MTEB English v2 · Retrieval · English: embeddings rank relevant documents for queries in English
MTEB
I
Yuan Embedding 2.0 En
70.7
200
MTEB Medical
v1 · Clustering · English
Embeddings group similar examples on MTEB Medical v1 · Clustering in English
MTEB
c
F2LLM 4B
71.1
220
+6 versions & slices
v1 · Reranking · Mandarin Chinese
Embeddings reorder candidate documents by relevance on MTEB Medical v1 · Reranking in Mandarin Chinese
MTEB
I
Yuan Embedding 2.0 Zh
94.4
199
v1 · 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
i
Inf Retriever v1
68.8
137
v1 · 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
Gte Qwen2 7B Instruct
66.6
135
v1 · 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
c
F2LLM v2 14B
68.9
135
v1 · Reranking · Mandarin Chinese · Stella Large Chinese v3 · 1792 dimensions / USER BGE-M3
Embeddings reorder candidate documents by relevance on MTEB Medical v1 · Reranking · MTEB · historical run in Mandarin Chinese
MTEB
d
Stella Large Zh v3 1792d
89.6
2
v1 · Clustering · English · USER BGE-M3
Embeddings group similar examples on MTEB Medical v1 · Clustering · MTEB · historical run in English
MTEB
d
USER Base
32.8
1
RTEB French beta
Mean 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
V
Voyage 4 Large
69.2
212
+1 versions & slices
Mean over tasks · multilingual (2 languages) · USER BGE-M3
Embeddings rank relevant documents for queries on RTEB French Beta · mean over tasks · MTEB · historical run in English, French; tasks receive equal weight
MTEB
d
USER Base
46.5
1
RTEB German beta
Mean over tasks · German
Embeddings rank relevant documents for queries on RTEB German Beta · mean over tasks in German; tasks receive equal weight
MTEB
Nemotron 3 Embed 8B BF16
77.2
206
+1 versions & slices
Mean over tasks · German · USER BGE-M3
Embeddings rank relevant documents for queries on RTEB German Beta · mean over tasks · MTEB · historical run in German; tasks receive equal weight
MTEB
d
USER Base
45.9
1
MTEB Scandinavian
v1 · Bitext Mining · multilingual (3 languages)
Embeddings find translated sentence pairs on MTEB Scandinavian v1 · Bitext Mining in Danish, Norwegian Bokmål, Norwegian Nynorsk
MTEB
Jina Embeddings v5 Text Small
86
205
+8 versions & slices
v1 · Clustering · multilingual (2 languages)
Embeddings group similar examples on MTEB Scandinavian v1 · Clustering in Norwegian Bokmål, Swedish
MTEB
S
SFR Embedding 2 R
53
170
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
c
F2LLM v2 14B
77.1
151
v1 · Retrieval · multilingual (3 languages)
Embeddings rank relevant documents for queries on MTEB Scandinavian v1 · Retrieval in Danish, Norwegian Bokmål, Swedish
MTEB
Gemini Embedding 001
77.2
56
v1 · 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
c
F2LLM v2 14B
71.1
47
v1 · 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
c
F2LLM v2 14B
69.7
47
v1 · Bitext Mining · multilingual (3 languages) · Qwen3 Embedding Scandi 0.6B / USER BGE-M3
Embeddings find translated sentence pairs on MTEB Scandinavian v1 · Bitext Mining · MTEB · historical run in Danish, Norwegian Bokmål, Norwegian Nynorsk
MTEB
d
USER Base
67.7
2
v1 · Clustering · multilingual (2 languages) · USER BGE-M3
Embeddings group similar examples on MTEB Scandinavian v1 · Clustering · MTEB · historical run in Norwegian Bokmål, Swedish
MTEB
d
USER Base
37.6
1
v1 · Classification · multilingual (6 languages) · Qwen3 Embedding Scandi 0.6B
Embeddings assign examples to categories on MTEB Scandinavian v1 · Classification · MTEB · historical run in Danish, Faroese, Icelandic, Norwegian Bokmål, Norwegian Nynorsk, Swedish
MTEB
e
Qwen 3 Embedding Scandi 0.6B
54.7
1
RTEB Law beta
Mean 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
O
Octen Embedding 8B
77.6
204
+1 versions & slices
Mean over tasks · multilingual (4 languages) · USER BGE-M3
Embeddings rank relevant documents for queries on RTEB Law Beta · mean over tasks · MTEB · historical run in English, French, German, Japanese; tasks receive equal weight
MTEB
d
USER Base
42.5
1
BEIR
Mean over tasks · English
Embeddings rank relevant documents for queries on BEIR · mean over tasks in English; tasks receive equal weight
MTEB
V
Voyage 3 M Exp
68.1
194
+5 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
V
Voyage 3 M Exp
68.1
194
Retrieval · English
Embeddings rank relevant documents for queries on BEIR · Retrieval in English
MTEB
V
Voyage 3 M Exp
68.1
194
Mean over tasks · English · CDE Small v1 / LateOn unsupervised
Embeddings rank relevant documents for queries on BEIR · mean over tasks · MTEB · historical run in English; tasks receive equal weight
MTEB
j
Cde Small v1
53.3
2
Mean over task types · English · CDE Small v1 / LateOn unsupervised
Embeddings rank relevant documents for queries on BEIR · mean over task types · MTEB · historical run in English; task types receive equal weight
MTEB
j
Cde Small v1
53.3
2
Retrieval · English · CDE Small v1 / LateOn unsupervised
Embeddings rank relevant documents for queries on BEIR · Retrieval · MTEB · historical run in English
MTEB
j
Cde Small v1
53.3
2
MTEB Russian
v1.1 · Pair Classification · Russian
Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification in Russian
MTEB
a
Giga Embeddings Instruct
79.6
193
+17 versions & slices
v1.1 · Multilabel Classification · Russian
Embeddings assign multiple labels to each example on MTEB Russian v1.1 · Multilabel Classification in Russian
MTEB
a
Giga Embeddings Instruct 10B A1.8B 0826
60.3
159
v1.1 · Clustering · Russian
Embeddings group similar examples on MTEB Russian v1.1 · Clustering in Russian
MTEB
a
Giga Embeddings Instruct 3B 0826
68.3
155
v1.1 · Reranking · Russian
Embeddings reorder candidate documents by relevance on MTEB Russian v1.1 · Reranking in Russian
MTEB
a
Giga Embeddings Instruct 10B A1.8B 0826
74.5
153
v1.1 · Classification · Russian
Embeddings assign examples to categories on MTEB Russian v1.1 · Classification in Russian
MTEB
a
Giga Embeddings Instruct 10B A1.8B 0826
78.4
144
v1.1 · STS · Russian
Embeddings estimate semantic similarity between pairs on MTEB Russian v1.1 · STS in Russian
MTEB
Qwen 3 Embedding 8B
79.3
137
v1.1 · Retrieval · Russian
Embeddings rank relevant documents for queries on MTEB Russian v1.1 · Retrieval in Russian
MTEB
a
Giga Embeddings Instruct 10B A1.8B 0826
81.6
109
v1.1 · 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
a
Giga Embeddings Instruct 10B A1.8B 0826
75
106
v1.1 · 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
a
Giga Embeddings Instruct
73.1
106
v1.1 · Mean over tasks · Russian · USER BGE-M3 / USER2 Small
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 · MTEB · historical run in Russian; tasks receive equal weight
MTEB
d
USER Base
62.9
2
v1.1 · Mean over task types · Russian · USER BGE-M3 / USER2 Small
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 · MTEB · historical run in Russian; task types receive equal weight
MTEB
d
USER Base
62.3
2
v1.1 · Classification · Russian · USER BGE-M3 / USER2 Small
Embeddings assign examples to categories on MTEB Russian v1.1 · Classification · MTEB · historical run in Russian
MTEB
d
USER Base
61.9
2
v1.1 · STS · Russian · USER BGE-M3 / USER2 Small
Embeddings estimate semantic similarity between pairs on MTEB Russian v1.1 · STS · MTEB · historical run in Russian
MTEB
d
USER Base
76.8
2
v1.1 · Reranking · Russian · USER BGE-M3 / USER2 Small
Embeddings reorder candidate documents by relevance on MTEB Russian v1.1 · Reranking · MTEB · historical run in Russian
MTEB
d
USER Base
68.7
2
v1.1 · Clustering · Russian · USER BGE-M3 / USER2 Small
Embeddings group similar examples on MTEB Russian v1.1 · Clustering · MTEB · historical run in Russian
MTEB
c
USER2 Base
57.1
2
v1.1 · Pair Classification · Russian · USER BGE-M3 / USER2 Small
Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification · MTEB · historical run in Russian
MTEB
d
USER Base
65.1
2
v1.1 · Retrieval · Russian · USER BGE-M3 / USER2 Small
Embeddings rank relevant documents for queries on MTEB Russian v1.1 · Retrieval · MTEB · historical run in Russian
MTEB
d
USER Base
74.1
2
v1.1 · Multilabel Classification · Russian · USER BGE-M3 / USER2 Small
Embeddings assign multiple labels to each example on MTEB Russian v1.1 · Multilabel Classification · MTEB · historical run in Russian
MTEB
d
USER Base
36.2
2
FollowIR
Mean over tasks · English
Embeddings rerank documents according to instructions on FollowIR · mean over tasks in English; tasks receive equal weight
MTEB
Qwen 3 Embedding 4B
11.6
191
+5 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
Qwen 3 Embedding 4B
11.6
191
Instruction Reranking · English
Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking in English
MTEB
Qwen 3 Embedding 4B
11.6
191
Mean over tasks · English · USER BGE-M3
Embeddings rerank documents according to instructions on FollowIR · mean over tasks · MTEB · historical run in English; tasks receive equal weight
MTEB
d
USER Base
-2.7
1
Mean over task types · English · USER BGE-M3
Embeddings rerank documents according to instructions on FollowIR · mean over task types · MTEB · historical run in English; task types receive equal weight
MTEB
d
USER Base
-2.7
1
Instruction Reranking · English · USER BGE-M3
Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking · MTEB · historical run in English
MTEB
d
USER Base
-2.7
1
MTEB Indic
v1 · 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
G
STS Multilingual Mpnet Base v2
84.8
191
+11 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
c
F2LLM v2 14B
89.2
186
v1 · Reranking · multilingual (2 languages)
Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking in Bengali, Hindi
MTEB
Gemini Embedding 001
89.3
182
v1 · Pair Classification · Hindi
Embeddings classify relationships between pairs on MTEB Indic v1 · Pair Classification in Hindi
MTEB
Seed1.6 Embedding 1215
91.2
178
v1 · 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
i
Multilingual E5 Large Instruct
80.4
158
v1 · 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
L
Qwen Indic v1
94.9
148
v1 · 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
c
F2LLM v2 14B
76.7
135
v1 · Mean over tasks · multilingual (25 languages)
Embeddings assign examples to categories, rank relevant documents for queries, find translated sentence pairs, reorder candidate documents by relevance, classify relationships between pairs, estimate semantic similarity 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
c
F2LLM v2 14B
78.8
121
v1 · Mean over task types · multilingual (25 languages)
Embeddings assign examples to categories, rank relevant documents for queries, find translated sentence pairs, reorder candidate documents by relevance, classify relationships between pairs, estimate semantic similarity 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
L
FlowVec v1
80.6
121
v1 · Bitext Mining · multilingual (20 languages) · USER BGE-M3
Embeddings find translated sentence pairs on MTEB Indic v1 · Bitext Mining · MTEB · historical run 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
d
USER Base
8.5
1
v1 · Reranking · multilingual (2 languages) · USER BGE-M3
Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking · MTEB · historical run in Bengali, Hindi
MTEB
d
USER Base
34.4
1
v1 · STS · multilingual (13 languages) · USER BGE-M3
Embeddings estimate semantic similarity between pairs on MTEB Indic v1 · STS · MTEB · historical run in Assamese, Bengali, English, Gujarati, Hindi, Kannada, Malayalam, Marathi, Odia, Panjabi, Tamil, Telugu, Urdu
MTEB
d
USER Base
8.5
1
MTEB Portuguese
v1 · Multilabel Classification · Portuguese
Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification in Portuguese
MTEB
Harrier OSS v1 27B
38.1
191
+7 versions & slices
v1 · Classification · Portuguese
Embeddings assign examples to categories on MTEB Portuguese v1 · Classification in Portuguese
MTEB
G
GritLM 7B
69.2
27
v1 · Retrieval · Portuguese
Embeddings rank relevant documents for queries on MTEB Portuguese v1 · Retrieval in Portuguese
MTEB
Qwen 3 Embedding 0.6B
78.8
22
v1 · Mean over tasks · Portuguese
Embeddings assign examples to categories, rank relevant documents for queries, assign multiple labels to each example, estimate semantic similarity between pairs, reorder candidate documents by relevance on MTEB Portuguese v1 · mean over tasks in Portuguese; tasks receive equal weight
MTEB
EmbeddingGemma 300M
73
20
v1 · Mean over task types · Portuguese
Embeddings assign examples to categories, rank relevant documents for queries, assign multiple labels to each example, estimate semantic similarity between pairs, reorder candidate documents by relevance on MTEB Portuguese v1 · mean over task types in Portuguese; task types receive equal weight
MTEB
EmbeddingGemma 300M
66.6
20
v1 · Reranking · Portuguese
Embeddings reorder candidate documents by relevance on MTEB Portuguese v1 · Reranking in Portuguese
MTEB
i
Multilingual E5 Large Instruct
85.9
20
v1 · STS · Portuguese
Embeddings estimate semantic similarity between pairs on MTEB Portuguese v1 · STS in Portuguese
MTEB
i
E5 Large Matryoshka Sts Pt
88
20
v1 · Multilabel Classification · Portuguese · USER BGE-M3
Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification · MTEB · historical run in Portuguese
MTEB
d
USER Base
18.3
1
MTEB Thai
v1 · Clustering · Thai
Embeddings group similar examples on MTEB Thai v1 · Clustering in Thai
MTEB
c
F2LLM v2 8B
92.5
191
+6 versions & slices
v1 · Pair Classification · Thai
Embeddings classify relationships between pairs on MTEB Thai v1 · Pair Classification in Thai
MTEB
Seed1.6 Embedding 1215
91.5
181
v1 · Classification · Thai
Embeddings assign examples to categories on MTEB Thai v1 · Classification in Thai
MTEB
c
F2LLM v2 14B
82.9
32
v1 · Reranking · Thai
Embeddings reorder candidate documents by relevance on MTEB Thai v1 · Reranking in Thai
MTEB
c
F2LLM v2 14B
83.8
29
v1 · Retrieval · multilingual (2 languages)
Embeddings rank relevant documents for queries on MTEB Thai v1 · Retrieval in English, Thai
MTEB
c
F2LLM v2 14B
72.6
27
v1 · Mean over tasks · multilingual (2 languages)
Embeddings group similar examples, assign examples to categories, classify relationships between pairs, rank relevant documents for queries, reorder candidate documents by relevance on MTEB Thai v1 · mean over tasks in English, Thai; tasks receive equal weight
MTEB
c
F2LLM v2 14B
78.4
26
v1 · Mean over task types · multilingual (2 languages)
Embeddings group similar examples, assign examples to categories, classify relationships between pairs, rank relevant documents for queries, reorder candidate documents by relevance on MTEB Thai v1 · mean over task types in English, Thai; task types receive equal weight
MTEB
c
F2LLM v2 14B
81.4
26
MTEB French
v1 · Pair Classification · French
Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification in French
MTEB
Gte Qwen2 7B Instruct
80.1
187
+17 versions & slices
v1 · Summarization · French
Embeddings match summaries to their source meaning on MTEB French v1 · Summarization in French
MTEB
i
Multilingual E5 Base
33
152
v1 · Reranking · French
Embeddings reorder candidate documents by relevance on MTEB French v1 · Reranking in French
MTEB
c
F2LLM v2 14B
88.3
138
v1 · Retrieval · multilingual (2 languages)
Embeddings rank relevant documents for queries on MTEB French v1 · Retrieval in English, French
MTEB
c
F2LLM v2 14B
72.5
132
v1 · Classification · French
Embeddings assign examples to categories on MTEB French v1 · Classification in French
MTEB
c
F2LLM v2 14B
86.1
131
v1 · Clustering · French
Embeddings group similar examples on MTEB French v1 · Clustering in French
MTEB
c
F2LLM v2 8B
60
119
v1 · STS · French
Embeddings estimate semantic similarity between pairs on MTEB French v1 · STS in French
MTEB
c
F2LLM v2 8B
83.9
106
v1 · Mean over tasks · multilingual (2 languages)
Embeddings estimate semantic similarity between pairs, rank relevant documents for queries, reorder candidate documents by relevance, group similar examples, assign examples to categories, match summaries to their source meaning, classify relationships between pairs on MTEB French v1 · mean over tasks in English, French; tasks receive equal weight
MTEB
c
F2LLM v2 8B
72.7
101
v1 · Mean over task types · multilingual (2 languages)
Embeddings estimate semantic similarity between pairs, rank relevant documents for queries, reorder candidate documents by relevance, group similar examples, assign examples to categories, match summaries to their source meaning, classify relationships between pairs on MTEB French v1 · mean over task types in English, French; task types receive equal weight
MTEB
c
F2LLM v2 14B
70
101
v1 · Mean over tasks · multilingual (2 languages) · USER BGE-M3
Embeddings estimate semantic similarity between pairs, rank relevant documents for queries, reorder candidate documents by relevance, group similar examples, assign examples to categories, match summaries to their source meaning, classify relationships between pairs on MTEB French v1 · mean over tasks · MTEB · historical run in English, French; tasks receive equal weight
MTEB
d
USER Base
58.2
1
v1 · Mean over task types · multilingual (2 languages) · USER BGE-M3
Embeddings estimate semantic similarity between pairs, rank relevant documents for queries, reorder candidate documents by relevance, group similar examples, assign examples to categories, match summaries to their source meaning, classify relationships between pairs on MTEB French v1 · mean over task types · MTEB · historical run in English, French; task types receive equal weight
MTEB
d
USER Base
59.1
1
v1 · STS · French · USER BGE-M3
Embeddings estimate semantic similarity between pairs on MTEB French v1 · STS · MTEB · historical run in French
MTEB
d
USER Base
81
1
v1 · Retrieval · multilingual (2 languages) · USER BGE-M3
Embeddings rank relevant documents for queries on MTEB French v1 · Retrieval · MTEB · historical run in English, French
MTEB
d
USER Base
53.9
1
v1 · Reranking · French · USER BGE-M3
Embeddings reorder candidate documents by relevance on MTEB French v1 · Reranking · MTEB · historical run in French
MTEB
d
USER Base
79.5
1
v1 · Clustering · French · USER BGE-M3
Embeddings group similar examples on MTEB French v1 · Clustering · MTEB · historical run in French
MTEB
d
USER Base
41.7
1
v1 · Classification · French · USER BGE-M3
Embeddings assign examples to categories on MTEB French v1 · Classification · MTEB · historical run in French
MTEB
d
USER Base
66.7
1
v1 · Summarization · French · USER BGE-M3
Embeddings match summaries to their source meaning on MTEB French v1 · Summarization · MTEB · historical run in French
MTEB
d
USER Base
29.9
1
v1 · Pair Classification · French · USER BGE-M3
Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification · MTEB · historical run in French
MTEB
d
USER Base
60.7
1
MTEB German
v1 · Pair Classification · German
Embeddings classify relationships between pairs on MTEB German v1 · Pair Classification in German
MTEB
Gte Qwen2 7B Instruct
65.3
170
+11 versions & slices
v1 · Classification · German
Embeddings assign examples to categories on MTEB German v1 · Classification in German
MTEB
c
F2LLM v2 8B
88.5
165
v1 · Clustering · German
Embeddings group similar examples on MTEB German v1 · Clustering in German
MTEB
c
F2LLM v2 14B
45.7
164
v1 · Reranking · German
Embeddings reorder candidate documents by relevance on MTEB German v1 · Reranking in German
MTEB
Cohere Embed Multilingual v3.0
55.6
148
v1 · STS · German
Embeddings estimate semantic similarity between pairs on MTEB German v1 · STS in German
MTEB
Jina Embeddings v5 Text Nano
78.1
128
v1 · Retrieval · German
Embeddings rank relevant documents for queries on MTEB German v1 · Retrieval in German
MTEB
m
Most Embed De
60.9
110
v1 · Mean over tasks · German
Embeddings group similar examples, rank relevant documents for queries, assign examples to categories, estimate semantic similarity between pairs, classify relationships between pairs, reorder candidate documents by relevance on MTEB German v1 · mean over tasks in German; tasks receive equal weight
MTEB
c
F2LLM v2 14B
67
101
v1 · Mean over task types · German
Embeddings group similar examples, rank relevant documents for queries, assign examples to categories, estimate semantic similarity between pairs, classify relationships between pairs, reorder candidate documents by relevance on MTEB German v1 · mean over task types in German; task types receive equal weight
MTEB
c
F2LLM v2 14B
63.4
101
v1 · Classification · German · Stella Large Chinese v3 · 1792 dimensions / Text2Vec Base Chinese Paraphrase / USER BGE-M3
Embeddings assign examples to categories on MTEB German v1 · Classification · MTEB · historical run in German
MTEB
d
USER Base
64.5
3
v1 · Clustering · German · Text2Vec Base Chinese Paraphrase / USER BGE-M3
Embeddings group similar examples on MTEB German v1 · Clustering · MTEB · historical run in German
MTEB
d
USER Base
29.9
2
v1 · Pair Classification · German · Text2Vec Base Chinese Paraphrase / USER BGE-M3
Embeddings classify relationships between pairs on MTEB German v1 · Pair Classification · MTEB · historical run in German
MTEB
d
USER Base
52.9
2
v1 · STS · German · USER BGE-M3
Embeddings estimate semantic similarity between pairs on MTEB German v1 · STS · MTEB · historical run in German
MTEB
d
USER Base
71.7
1
MTEB Spanish
v1 · Pair Classification · Spanish
Embeddings classify relationships between pairs on MTEB Spanish v1 · Pair Classification in Spanish
MTEB
Seed1.6 Embedding 1215
86.4
170
+9 versions & slices
v1 · Reranking · Spanish
Embeddings reorder candidate documents by relevance on MTEB Spanish v1 · Reranking in Spanish
MTEB
Gte Qwen2 1.5B Instruct
64.7
148
v1 · Clustering · Spanish
Embeddings group similar examples on MTEB Spanish v1 · Clustering in Spanish
MTEB
c
F2LLM v2 14B
78.6
127
v1 · STS · multilingual (2 languages)
Embeddings estimate semantic similarity between pairs on MTEB Spanish v1 · STS in English, Spanish
MTEB
Gemini Embedding 001
83
76
v1 · Classification · Spanish
Embeddings assign examples to categories on MTEB Spanish v1 · Classification in Spanish
MTEB
c
F2LLM v2 8B
95.3
27
v1 · Retrieval · multilingual (2 languages)
Embeddings rank relevant documents for queries on MTEB Spanish v1 · Retrieval in English, Spanish
MTEB
Gemini Embedding 001
62.1
27
v1 · 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
c
F2LLM v2 14B
73.3
26
v1 · 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
c
F2LLM v2 14B
74.6
26
v1 · STS · multilingual (2 languages) · USER BGE-M3
Embeddings estimate semantic similarity between pairs on MTEB Spanish v1 · STS · MTEB · historical run in English, Spanish
MTEB
d
USER Base
77.4
1
v1 · Clustering · Spanish · USER BGE-M3
Embeddings group similar examples on MTEB Spanish v1 · Clustering · MTEB · historical run in Spanish
MTEB
d
USER Base
45.5
1
LongEmbed
Mean over tasks · English
Embeddings rank relevant documents for queries on LongEmbed · mean over tasks in English; tasks receive equal weight
MTEB
D
Uibk Embedding v1
91.5
168
+5 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
D
Uibk Embedding v1
91.5
168
Retrieval · English
Embeddings rank relevant documents for queries on LongEmbed · Retrieval in English
MTEB
D
Uibk Embedding v1
91.5
168
Mean over tasks · English · USER BGE-M3
Embeddings rank relevant documents for queries on LongEmbed · mean over tasks · MTEB · historical run in English; tasks receive equal weight
MTEB
d
USER Base
59.4
1
Mean over task types · English · USER BGE-M3
Embeddings rank relevant documents for queries on LongEmbed · mean over task types · MTEB · historical run in English; task types receive equal weight
MTEB
d
USER Base
59.4
1
Retrieval · English · USER BGE-M3
Embeddings rank relevant documents for queries on LongEmbed · Retrieval · MTEB · historical run in English
MTEB
d
USER Base
59.4
1
JMTEB
v2 · STS · Japanese
Embeddings estimate semantic similarity between pairs on jMTEB v2 · STS in Japanese
MTEB
N
Ja Embed Sts
85.6
164
+6 versions & slices
v2 · Clustering · Japanese
Embeddings group similar examples on jMTEB v2 · Clustering in Japanese
MTEB
c
F2LLM v2 14B
72
157
v2 · Reranking · Japanese
Embeddings reorder candidate documents by relevance on jMTEB v2 · Reranking in Japanese
MTEB
s
Comsat Embed Ja 8B Preview
80.1
26
v2 · Classification · Japanese
Embeddings assign examples to categories on jMTEB v2 · Classification in Japanese
MTEB
c
F2LLM v2 14B
81.5
25
v2 · Retrieval · Japanese
Embeddings rank relevant documents for queries on jMTEB v2 · Retrieval in Japanese
MTEB
s
Comsat Embed Ja 8B Preview
81.4
25
v2 · Mean over tasks · Japanese
Embeddings group similar examples, assign examples to categories, rank relevant documents for queries, estimate semantic similarity between pairs, reorder candidate documents by relevance on jMTEB v2 · mean over tasks in Japanese; tasks receive equal weight
MTEB
c
F2LLM v2 14B
79.3
22
v2 · Mean over task types · Japanese
Embeddings group similar examples, assign examples to categories, rank relevant documents for queries, estimate semantic similarity between pairs, reorder candidate documents by relevance on jMTEB v2 · mean over task types in Japanese; task types receive equal weight
MTEB
c
F2LLM v2 14B
79.2
22
MTEB Law
v1 · 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
l
Octen Law 8B v1
76.8
163
+5 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
l
Octen Law 8B v1
76.8
163
v1 · Retrieval · multilingual (3 languages)
Embeddings rank relevant documents for queries on MTEB Law v1 · Retrieval in Chinese, English, German
MTEB
l
Octen Law 8B v1
76.8
163
v1 · Mean over tasks · multilingual (3 languages) · USER BGE-M3
Embeddings rank relevant documents for queries on MTEB Law v1 · mean over tasks · MTEB · historical run in Chinese, English, German; tasks receive equal weight
MTEB
d
USER Base
47.4
1
v1 · Mean over task types · multilingual (3 languages) · USER BGE-M3
Embeddings rank relevant documents for queries on MTEB Law v1 · mean over task types · MTEB · historical run in Chinese, English, German; task types receive equal weight
MTEB
d
USER Base
47.4
1
v1 · Retrieval · multilingual (3 languages) · USER BGE-M3
Embeddings rank relevant documents for queries on MTEB Law v1 · Retrieval · MTEB · historical run in Chinese, English, German
MTEB
d
USER Base
47.4
1
MTEB Polish
v1 · Pair Classification · Polish
Embeddings classify relationships between pairs on MTEB Polish v1 · Pair Classification in Polish
MTEB
G
STS Multilingual Mpnet Base v2
90.9
153
+8 versions & slices
v1 · Classification · Polish
Embeddings assign examples to categories on MTEB Polish v1 · Classification in Polish
MTEB
c
F2LLM v2 14B
81.9
137
v1 · STS · Polish
Embeddings estimate semantic similarity between pairs on MTEB Polish v1 · STS in Polish
MTEB
Jina Embeddings v3
72.8
122
v1 · Clustering · Polish
Embeddings group similar examples on MTEB Polish v1 · Clustering in Polish
MTEB
c
F2LLM v2 14B
50
13
v1 · Mean over tasks · Polish
Embeddings classify relationships between pairs, assign examples to categories, estimate semantic similarity between pairs, group similar examples on MTEB Polish v1 · mean over tasks in Polish; tasks receive equal weight
MTEB
c
F2LLM v2 14B
75.1
12
v1 · Mean over task types · Polish
Embeddings classify relationships between pairs, assign examples to categories, estimate semantic similarity between pairs, group similar examples on MTEB Polish v1 · mean over task types in Polish; task types receive equal weight
MTEB
c
F2LLM v2 14B
72
12
v1 · Pair Classification · Polish · USER BGE-M3
Embeddings classify relationships between pairs on MTEB Polish v1 · Pair Classification · MTEB · historical run in Polish
MTEB
d
USER Base
83.4
1
v1 · Classification · Polish · USER BGE-M3
Embeddings assign examples to categories on MTEB Polish v1 · Classification · MTEB · historical run in Polish
MTEB
d
USER Base
60.8
1
v1 · STS · Polish · USER BGE-M3
Embeddings estimate semantic similarity between pairs on MTEB Polish v1 · STS · MTEB · historical run in Polish
MTEB
d
USER Base
65.2
1
RTEB Finnish beta
Mean over tasks · English
Embeddings rank relevant documents for queries on RTEB Finnish Beta · mean over tasks in English; tasks receive equal weight
MTEB
Nemotron 3 Embed 8B BF16
87.9
90
RTEB Health beta
Mean 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
V
Voyage 4 Large
74
90
CoIR
Mean 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
c
F2LLM v2 14B
79.9
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
c
F2LLM v2 14B
79.9
58
Retrieval · multilingual (9 languages)
Embeddings rank relevant documents for queries on CoIR · Retrieval in English, c++, go, java, javascript, php, python, ruby, sql
MTEB
c
F2LLM v2 14B
79.9
58
MTEB Code
v1 · 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
c
F2LLM v2 14B
80.8
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
c
F2LLM v2 14B
80.8
51
v1 · 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
c
F2LLM v2 14B
80.8
51
VN-MTEB Vietnamese
v1 · Clustering · Vietnamese
Embeddings group similar examples on Vn MTEB Vietnamese v1 · Clustering in Vietnamese
MTEB
c
F2LLM v2 14B
60.5
31
+7 versions & slices
v1 · Reranking · Vietnamese
Embeddings reorder candidate documents by relevance on Vn MTEB Vietnamese v1 · Reranking in Vietnamese
MTEB
c
F2LLM v2 8B
70.5
31
v1 · STS · Vietnamese
Embeddings estimate semantic similarity between pairs on Vn MTEB Vietnamese v1 · STS in Vietnamese
MTEB
c
F2LLM v2 8B
83
31
v1 · Classification · Vietnamese
Embeddings assign examples to categories on Vn MTEB Vietnamese v1 · Classification in Vietnamese
MTEB
c
F2LLM v2 14B
85.6
30
v1 · Retrieval · Vietnamese
Embeddings rank relevant documents for queries on Vn MTEB Vietnamese v1 · Retrieval in Vietnamese
MTEB
c
F2LLM v2 14B
47.2
29
v1 · Pair Classification · Vietnamese
Embeddings classify relationships between pairs on Vn MTEB Vietnamese v1 · Pair Classification in Vietnamese
MTEB
c
F2LLM v2 8B
85.3
27
v1 · Mean over tasks · Vietnamese
Embeddings assign examples to categories, estimate semantic similarity between pairs, rank relevant documents for queries, group similar examples, reorder candidate documents by relevance, classify relationships between pairs on Vn MTEB Vietnamese v1 · mean over tasks in Vietnamese; tasks receive equal weight
MTEB
c
F2LLM v2 14B
63.6
26
v1 · Mean over task types · Vietnamese
Embeddings assign examples to categories, estimate semantic similarity between pairs, rank relevant documents for queries, group similar examples, reorder candidate documents by relevance, classify relationships between pairs on Vn MTEB Vietnamese v1 · mean over task types in Vietnamese; task types receive equal weight
MTEB
c
F2LLM v2 14B
71.9
26
BRIGHT
Mean over tasks · English
Embeddings rank relevant documents for queries on BRIGHT · mean over tasks in English; tasks receive equal weight
MTEB
Seed1.5 Embedding
27.2
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
Seed1.5 Embedding
27.2
28
Retrieval · English
Embeddings rank relevant documents for queries on BRIGHT · Retrieval in English
MTEB
Seed1.5 Embedding
27.2
28
CoREB
v1 · 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
c
C2LLM 7B
60.1
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
c
C2LLM 7B
60.1
23
v1 · Reranking · multilingual (6 languages)
Embeddings reorder candidate documents by relevance on CoReB v1 · Reranking in English, c++, go, java, python, ruby
MTEB
c
C2LLM 7B
55.6
23
v1 · Retrieval · multilingual (6 languages)
Embeddings rank relevant documents for queries on CoReB v1 · Retrieval in English, c++, go, java, python, ruby
MTEB
c
F2LLM v2 14B
64.8
23
BEIR-NL
Mean over tasks · Dutch
Embeddings rank relevant documents for queries on BEIR NL · mean over tasks in Dutch; tasks receive equal weight
MTEB
i
Inf Retriever v1
54.5
15
+2 versions & slices
Mean over task types · Dutch
Embeddings rank relevant documents for queries on BEIR NL · mean over task types in Dutch; task types receive equal weight
MTEB
i
Inf Retriever v1
54.5
15
Retrieval · Dutch
Embeddings rank relevant documents for queries on BEIR NL · Retrieval in Dutch
MTEB
i
Inf Retriever v1
54.5
15
RTEB Code beta
Mean over tasks · multilingual (6 languages)
Embeddings rank relevant documents for queries on RTEB Code Beta · mean over tasks in English, Japanese, go, javascript, python, sql; tasks receive equal weight
MTEB
c
F2LLM v2 80M
54.3
10
RTEB English beta
Mean over tasks · multilingual (5 languages)
Embeddings rank relevant documents for queries on RTEB English Beta · mean over tasks in English, go, javascript, python, sql; tasks receive equal weight
MTEB
h
Bekko Embedding v1 A25m
52.2
10
Reported by labs
1
MMEB-V2
Reported by the lab with its own setup
Lab
Seed1.6 Embedding 1215
75.1
4
No benchmark matches
Model
MTEB Thai
Dimensions
Max input
Languages
Price
Released
c
F2LLM v2 14B
codefuse-ai
Open
81.4
unstated
5,120
41K tokens
en, es, Estonian +80
Mar 2026
c
F2LLM v2 8B
codefuse-ai
Open
81.1
unstated
4,096
41K tokens
en, es, Estonian +80
Mar 2026
c
F2LLM v2 4B
codefuse-ai
Open
80.5
unstated
2,560
41K tokens
en, es, Estonian +80
Mar 2026
c
F2LLM v2 1.7B
codefuse-ai
Open
79.7
unstated
2,048
41K tokens
en, es, Estonian +80
Mar 2026
c
F2LLM v2 0.6B
codefuse-ai
Open
77.6
unstated
1,024
41K tokens
en, es, Estonian +80
Mar 2026
c
F2LLM v2 330M
codefuse-ai
Open
75.6
unstated
896
41K tokens
en, es, Estonian +80
Mar 2026
c
F2LLM v2 160M
codefuse-ai
Open
69.6
unstated
640
41K tokens
en, es, Estonian +80
Mar 2026
KaLM Embedding Gemma3 12B 2511
Tencent
Open
66.8
3,840
131K tokens
—
Nov 2025
Qwen 3 Embedding 0.6B
Alibaba (Qwen)
Open
64.2
unstated
1,024
33K tokens
—
$0.01
/ 1M tokens
Jun 2025
Jina Embeddings v5 Text Nano
Jina AI
Open
63.8
unstated
768
8K tokens
—
$0.02
/ 1M tokens
Feb 2026
h
Bekko Embedding v1 A25m
hotchpotch
Open
63
unstated
384
8K tokens
—
Jul 2026
i
Multilingual E5 Large Instruct
intfloat
Open
62.3
unstated
1,024
1K tokens
en, Esperanto, es +90
$0.01
/ 1M tokens
Feb 2024
Bge M3
BAAI
Open
61.8
unstated
1,024
8K tokens
—
$0.01
/ 1M tokens
Jun 2024
h
Bekko Embedding v1 A8m
hotchpotch
Open
60.1
unstated
384
8K tokens
—
Jul 2026
V
Voyage 4 Nano
Voyage AI (MongoDB)
Open
59.2
1,024
33K tokens
—
Jan 2026
t
PIXIE Rune v1.0
telepix
Open
57.9
1,024
6K tokens
en, es, Estonian +68
Jan 2026
Jina Embeddings v3
Jina AI
Open
57.6
unstated
1,024 (or 64, 128)
8K tokens
en, Esperanto, es +90
$0.05
/ 1M tokens
Sep 2024
S
PwC Embedding Expr
SamilPwC-AXNode-GenAI
Open
56.7
1,024
1K tokens
ko
Aug 2025
O
Octen Embedding 0.6B
Octen
Open
56
1,024
33K tokens
en, zh
Jan 2026
I
Yuan Embedding 2.0 En
IEITYuan
Open
55.7
unstated
1,024
33K tokens
en
Nov 2025
i
Jasper Token Compression 600M
infgrad
Open
53.8
unstated
1,024
33K tokens
en, zh
Nov 2025
c
F2LLM 0.6B
codefuse-ai
Open
52.6
unstated
1,024
41K tokens
en
Sep 2025
Gte Qwen2 1.5B Instruct
Alibaba (Qwen)
Open
48.8
unstated
1,536
33K tokens
—
Jul 2024
s
Static Similarity Mrl Multilingual v1
sentence-transformers
Open
17.5
unstated
—
—
en, es, Estonian +46
Jan 2025
s
All Mpnet Base v2
sentence-transformers
Open
16.8
unstated
768
0K tokens
en
$0.005
/ 1M tokens
Aug 2021
s
All MiniLM L6 v2
sentence-transformers
Open
16.3
unstated
384
0K tokens
en
$0.005
/ 1M tokens
Aug 2021
Show 451 not measured on MTEB Thai
