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MIEB lite · Document Understanding
MIEB English · Document Understanding
MIEB multilingual · Document Understanding
MIEB Img · Visual semantic similarity · Multilingual
ViDoRe v3
ViDoRe v1&v2
MVEB text video · Video Zero-shot Classification
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Models
Retrieval
1
MTEB Korean
v2 · Retrieval · multilingual (2 languages)
Embeddings rank relevant documents for queries on MTEB Korean v2 · Retrieval in English, Korean
MTEB
Qwen 3 VL Embedding 8B
75.6
3
Reranking
25
MAEB v1 audio-only
Audio Reranking · No linguistic content
Embeddings reorder candidate audio clips by relevance on Maeb v1 Audio Only · Audio Reranking in No linguistic content
MTEB
H
E5 Omni 7B
86.7
27
+6 versions & slices
Audio Clustering · multilingual (6 languages)
Embeddings group similar audio clips on Maeb v1 Audio Only · Audio Clustering in English, French, German, No linguistic content, Polish, Spanish
MTEB
e
Ebind Full
26
26
Audio Pair Classification · English
Embeddings classify relationships between audio clips on Maeb v1 Audio Only · Audio Pair Classification in English
MTEB
EmbeddingGemma 2
67.5
26
Any-to-any Retrieval · multilingual (4 languages)
Embeddings retrieve matching examples across modalities on Maeb v1 Audio Only · Any-to-any Retrieval in English, French, German, Spanish
MTEB
l
Larger Clap Music And Speech
96.9
25
Mean over tasks · multilingual (102 languages)
Embeddings classify audio clips, retrieve matching examples across modalities, group similar audio clips, classify relationships between audio clips, reorder candidate audio clips by relevance on Maeb v1 Audio Only · mean over tasks in 102 languages including Afrikaans, Amharic, Armenian, Assamese, Asturian, Belarusian, Bengali, Bosnian; tasks receive equal weight
MTEB
B
BidirLM Omni 2.5B Embedding
53.6
23
Mean over task types · multilingual (102 languages)
Embeddings classify audio clips, retrieve matching examples across modalities, group similar audio clips, classify relationships between audio clips, reorder candidate audio clips by relevance on Maeb v1 Audio Only · mean over task types in 102 languages including Afrikaans, Amharic, Armenian, Assamese, Asturian, Belarusian, Bengali, Bosnian; task types receive equal weight
MTEB
H
E5 Omni 7B
59.6
23
Audio Classification · multilingual (102 languages)
Embeddings classify audio clips on Maeb v1 Audio Only · Audio Classification in 102 languages including Afrikaans, Amharic, Armenian, Assamese, Asturian, Belarusian, Bengali, Bosnian
MTEB
B
BidirLM Omni 2.5B Embedding
59.8
23
MAEB
v1 · Audio Reranking · No linguistic content
Embeddings reorder candidate audio clips by relevance on Maeb v1 · Audio Reranking in No linguistic content
MTEB
H
E5 Omni 7B
86.7
27
+8 versions & slices
v1 · Audio Zero-shot Classification · English
Embeddings classify audio using unseen labels on Maeb v1 · Audio Zero-shot Classification in English
MTEB
H
E5 Omni 7B
68.8
27
v1 · Audio Clustering · multilingual (6 languages)
Embeddings group similar audio clips on Maeb v1 · Audio Clustering in English, French, German, No linguistic content, Polish, Spanish
MTEB
e
Ebind Full
26
26
v1 · Audio Multilabel Classification · English
Embeddings assign multiple labels to audio clips on Maeb v1 · Audio Multilabel Classification in English
MTEB
l
Clap Htsat Fused
81.1
26
v1 · Audio Pair Classification · English
Embeddings classify relationships between audio clips on Maeb v1 · Audio Pair Classification in English
MTEB
EmbeddingGemma 2
67.5
26
v1 · Any-to-any Retrieval · multilingual (150 languages)
Embeddings retrieve matching examples across modalities on Maeb v1 · Any-to-any Retrieval in 150 languages including Abkhazian, Afrikaans, Albanian, Amharic, Arabic, Armenian, Assamese, Asturian
MTEB
H
E5 Omni 7B
56.1
24
v1 · Mean over tasks · multilingual (159 languages)
Embeddings classify audio clips, classify audio using unseen labels, retrieve matching examples across modalities, classify relationships between audio clips, reorder candidate audio clips by relevance, assign multiple labels to audio clips, group similar audio clips on Maeb v1 · mean over tasks in 159 languages including Abkhazian, Afrikaans, Albanian, Amharic, Arabic, Armenian, Assamese, Asturian; tasks receive equal weight
MTEB
L
LCO Embedding Omni 7B
53.5
23
v1 · Mean over task types · multilingual (159 languages)
Embeddings classify audio clips, classify audio using unseen labels, retrieve matching examples across modalities, classify relationships between audio clips, reorder candidate audio clips by relevance, assign multiple labels to audio clips, group similar audio clips on Maeb v1 · mean over task types in 159 languages including Abkhazian, Afrikaans, Albanian, Amharic, Arabic, Armenian, Assamese, Asturian; task types receive equal weight
MTEB
H
E5 Omni 7B
57.1
23
v1 · Audio Classification · multilingual (102 languages)
Embeddings classify audio clips on Maeb v1 · Audio Classification in 102 languages including Afrikaans, Amharic, Armenian, Assamese, Asturian, Belarusian, Bengali, Bosnian
MTEB
B
BidirLM Omni 2.5B Embedding
59.8
23
MTEB Mandarin Chinese
v1 · Reranking · Mandarin Chinese
Embeddings reorder candidate documents by relevance on MTEB Chinese v1 · Reranking in Mandarin Chinese
MTEB
Seed1.6 Embedding
71.6
4
+7 versions & slices
v1 · Clustering · Mandarin Chinese
Embeddings group similar examples on MTEB Chinese v1 · Clustering in Mandarin Chinese
MTEB
Seed1.6 Embedding
73.1
3
v1 · Pair Classification · Mandarin Chinese
Embeddings classify relationships between pairs on MTEB Chinese v1 · Pair Classification in Mandarin Chinese
MTEB
Seed1.6 Embedding
88.7
3
v1 · Retrieval · Mandarin Chinese
Embeddings rank relevant documents for queries on MTEB Chinese v1 · Retrieval in Mandarin Chinese
MTEB
Seed1.6 Embedding
79.7
3
v1 · STS · Mandarin Chinese
Embeddings estimate semantic similarity between pairs on MTEB Chinese v1 · STS in Mandarin Chinese
MTEB
Seed1.6 Embedding
68.9
3
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
Seed1.6 Embedding
75.6
1
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
Seed1.6 Embedding
76.7
1
v1 · Classification · Mandarin Chinese
Embeddings assign examples to categories on MTEB Chinese v1 · Classification in Mandarin Chinese
MTEB
Seed1.6 Embedding
78.1
1
MTEB Dutch
v1 · Reranking · Dutch
Embeddings reorder candidate documents by relevance on MTEB Dutch v1 · Reranking in Dutch
MTEB
Jina Embeddings v5 Omni Small
90.2
4
Other
177
MIEB lite
Document Understanding · English
Embeddings match queries to document content on MIEB Lite · Document Understanding in English
MTEB
D
Argus Colqwen3.5 9B v0
89.8
89
+23 versions & slices
Visual semantic similarity (multilingual) · multilingual (13 languages)
Embeddings estimate visual semantic similarity on MIEB Lite · Visual STS (multilingual) in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
L
LCO Embedding Omni 7B
82.4
56
Visual semantic similarity (English) · English
Embeddings estimate visual semantic similarity on MIEB Lite · Visual STS (English) in English
MTEB
L
LCO Embedding Omni 7B
86.2
54
Image Classification · English
Embeddings classify images on MIEB Lite · Image Classification in English
MTEB
Q
EVA02 CLIP B 16
80
53
Image Clustering · English
Embeddings group similar images on MIEB Lite · Image Clustering in English
MTEB
Q
EVA02 CLIP B 16
87.3
53
Any-to-any Multilingual Retrieval · multilingual (40 languages)
Embeddings retrieve matching examples across languages and modalities on MIEB Lite · Any-to-any Multilingual Retrieval in 40 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish
MTEB
H
E5 Omni 7B
66.1
48
Vision Centric QA · English
Embeddings match visual content to questions on MIEB Lite · Vision Centric QA in English
MTEB
d
DNA VL STEER 2B
78
48
Mean over tasks · multilingual (41 languages)
Embeddings match visual content to questions, retrieve matching examples across modalities, match queries to document content, assign unseen category labels to examples, distinguish changes in how objects and attributes are combined, classify images, retrieve matching examples across languages and modalities, group similar images, estimate visual semantic similarity, estimate visual semantic similarity on MIEB Lite · mean over tasks in 41 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish; tasks receive equal weight
MTEB
L
LCO Embedding Omni 7B
68.8
47
Mean over task types · multilingual (41 languages)
Embeddings match visual content to questions, retrieve matching examples across modalities, match queries to document content, assign unseen category labels to examples, distinguish changes in how objects and attributes are combined, classify images, retrieve matching examples across languages and modalities, group similar images, estimate visual semantic similarity, estimate visual semantic similarity on MIEB Lite · mean over task types in 41 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish; task types receive equal weight
MTEB
L
LCO Embedding Omni 7B
68.8
47
Any-to-any Retrieval · English
Embeddings retrieve matching examples across modalities on MIEB Lite · Any-to-any Retrieval in English
MTEB
EmbeddingGemma 2
38.3
47
Compositionality · English
Embeddings distinguish changes in how objects and attributes are combined on MIEB Lite · Compositionality in English
MTEB
L
LCO Embedding Omni 7B
50
47
Zero-shot Classification · English
Embeddings assign unseen category labels to examples on MIEB Lite · Zero-shot Classification in English
MTEB
e
Ebind Full
77.5
47
Mean over tasks · multilingual (41 languages) · BGE Visualized M3
Embeddings match visual content to questions, retrieve matching examples across modalities, match queries to document content, assign unseen category labels to examples, distinguish changes in how objects and attributes are combined, classify images, retrieve matching examples across languages and modalities, group similar images, estimate visual semantic similarity, estimate visual semantic similarity on MIEB Lite · mean over tasks · MTEB · historical run in 41 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish; tasks receive equal weight
MTEB
Bge Visualized Base
39.7
1
Mean over task types · multilingual (41 languages) · BGE Visualized M3
Embeddings match visual content to questions, retrieve matching examples across modalities, match queries to document content, assign unseen category labels to examples, distinguish changes in how objects and attributes are combined, classify images, retrieve matching examples across languages and modalities, group similar images, estimate visual semantic similarity, estimate visual semantic similarity on MIEB Lite · mean over task types · MTEB · historical run in 41 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish; task types receive equal weight
MTEB
Bge Visualized Base
39.7
1
Vision Centric QA · English · BGE Visualized M3
Embeddings match visual content to questions on MIEB Lite · Vision Centric QA · MTEB · historical run in English
MTEB
Bge Visualized Base
45.4
1
Any-to-any Retrieval · English · BGE Visualized M3
Embeddings retrieve matching examples across modalities on MIEB Lite · Any-to-any Retrieval · MTEB · historical run in English
MTEB
Bge Visualized Base
24.6
1
Document Understanding · English · BGE Visualized M3
Embeddings match queries to document content on MIEB Lite · Document Understanding · MTEB · historical run in English
MTEB
Bge Visualized Base
12.6
1
Zero-shot Classification · English · BGE Visualized M3
Embeddings assign unseen category labels to examples on MIEB Lite · Zero-shot Classification · MTEB · historical run in English
MTEB
Bge Visualized Base
41.2
1
Compositionality · English · BGE Visualized M3
Embeddings distinguish changes in how objects and attributes are combined on MIEB Lite · Compositionality · MTEB · historical run in English
MTEB
Bge Visualized Base
25
1
Image Classification · English · BGE Visualized M3
Embeddings classify images on MIEB Lite · Image Classification · MTEB · historical run in English
MTEB
Bge Visualized Base
62.2
1
Any-to-any Multilingual Retrieval · multilingual (40 languages) · BGE Visualized M3
Embeddings retrieve matching examples across languages and modalities on MIEB Lite · Any-to-any Multilingual Retrieval · MTEB · historical run in 40 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish
MTEB
Bge Visualized Base
41.5
1
Image Clustering · English · BGE Visualized M3
Embeddings group similar images on MIEB Lite · Image Clustering · MTEB · historical run in English
MTEB
Bge Visualized Base
57.4
1
Visual semantic similarity (English) · English · BGE Visualized M3
Embeddings estimate visual semantic similarity on MIEB Lite · Visual STS (English) · MTEB · historical run in English
MTEB
Bge Visualized Base
63.9
1
Visual semantic similarity (multilingual) · multilingual (13 languages) · BGE Visualized M3
Embeddings estimate visual semantic similarity on MIEB Lite · Visual STS (multilingual) · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
Bge Visualized Base
23.5
1
MIEB English
Document Understanding · English
Embeddings match queries to document content on MIEB English · Document Understanding in English
MTEB
D
Argus Colqwen3.5 9B v0
92.7
81
+19 versions & slices
Visual semantic similarity (English) · multilingual (13 languages)
Embeddings estimate visual semantic similarity on MIEB English · Visual STS (English) in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
V
Voyage Multimodal 3
81.8
46
Image Classification · English
Embeddings classify images on MIEB English · Image Classification in English
MTEB
Q
EVA02 CLIP B 16
86
45
Image Clustering · English
Embeddings group similar images on MIEB English · Image Clustering in English
MTEB
Q
EVA02 CLIP B 16
92.4
45
Vision Centric QA · English
Embeddings match visual content to questions on MIEB English · Vision Centric QA in English
MTEB
d
DNA VL STEER 2B
71.4
40
Compositionality · English
Embeddings distinguish changes in how objects and attributes are combined on MIEB English · Compositionality in English
MTEB
r
E5 V
46.3
39
Zero-shot Classification · English
Embeddings assign unseen category labels to examples on MIEB English · Zero-shot Classification in English
MTEB
Siglip So400m Patch14 384
70.8
39
Mean over tasks · multilingual (13 languages)
Embeddings match queries to document content, assign unseen category labels to examples, retrieve matching examples across modalities, estimate visual semantic similarity, classify images, distinguish changes in how objects and attributes are combined, match visual content to questions, group similar images on MIEB English · mean over tasks in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish; tasks receive equal weight
MTEB
d
DNA VL STEER 2B
66.7
37
Mean over task types · multilingual (13 languages)
Embeddings match queries to document content, assign unseen category labels to examples, retrieve matching examples across modalities, estimate visual semantic similarity, classify images, distinguish changes in how objects and attributes are combined, match visual content to questions, group similar images on MIEB English · mean over task types in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish; task types receive equal weight
MTEB
d
DNA VL STEER 2B
66.7
37
Any-to-any Retrieval · English
Embeddings retrieve matching examples across modalities on MIEB English · Any-to-any Retrieval in English
MTEB
d
DNA VL STEER 2B
43.2
37
Mean over tasks · multilingual (13 languages) · BGE Visualized M3
Embeddings match queries to document content, assign unseen category labels to examples, retrieve matching examples across modalities, estimate visual semantic similarity, classify images, distinguish changes in how objects and attributes are combined, match visual content to questions, group similar images on MIEB English · mean over tasks · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish; tasks receive equal weight
MTEB
Bge Visualized Base
46
1
Mean over task types · multilingual (13 languages) · BGE Visualized M3
Embeddings match queries to document content, assign unseen category labels to examples, retrieve matching examples across modalities, estimate visual semantic similarity, classify images, distinguish changes in how objects and attributes are combined, match visual content to questions, group similar images on MIEB English · mean over task types · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish; task types receive equal weight
MTEB
Bge Visualized Base
46
1
Document Understanding · English · BGE Visualized M3
Embeddings match queries to document content on MIEB English · Document Understanding · MTEB · historical run in English
MTEB
Bge Visualized Base
12.4
1
Zero-shot Classification · English · BGE Visualized M3
Embeddings assign unseen category labels to examples on MIEB English · Zero-shot Classification · MTEB · historical run in English
MTEB
Bge Visualized Base
46.5
1
Any-to-any Retrieval · English · BGE Visualized M3
Embeddings retrieve matching examples across modalities on MIEB English · Any-to-any Retrieval · MTEB · historical run in English
MTEB
Bge Visualized Base
28.4
1
Visual semantic similarity (English) · multilingual (13 languages) · BGE Visualized M3
Embeddings estimate visual semantic similarity on MIEB English · Visual STS (English) · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
Bge Visualized Base
64.2
1
Image Classification · English · BGE Visualized M3
Embeddings classify images on MIEB English · Image Classification · MTEB · historical run in English
MTEB
Bge Visualized Base
66.5
1
Compositionality · English · BGE Visualized M3
Embeddings distinguish changes in how objects and attributes are combined on MIEB English · Compositionality · MTEB · historical run in English
MTEB
Bge Visualized Base
32.3
1
Vision Centric QA · English · BGE Visualized M3
Embeddings match visual content to questions on MIEB English · Vision Centric QA · MTEB · historical run in English
MTEB
Bge Visualized Base
43.8
1
Image Clustering · English · BGE Visualized M3
Embeddings group similar images on MIEB English · Image Clustering · MTEB · historical run in English
MTEB
Bge Visualized Base
73.6
1
MIEB multilingual
Document Understanding · English
Embeddings match queries to document content on MIEB Multilingual · Document Understanding in English
MTEB
D
Argus Colqwen3.5 9B v0
92.7
81
+23 versions & slices
Visual semantic similarity (multilingual) · multilingual (13 languages)
Embeddings estimate visual semantic similarity on MIEB Multilingual · Visual STS (multilingual) in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
L
LCO Embedding Omni 7B
82.4
56
Visual semantic similarity (English) · multilingual (13 languages)
Embeddings estimate visual semantic similarity on MIEB Multilingual · Visual STS (English) in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
V
Voyage Multimodal 3
81.8
46
Image Classification · English
Embeddings classify images on MIEB Multilingual · Image Classification in English
MTEB
Q
EVA02 CLIP B 16
86
45
Image Clustering · English
Embeddings group similar images on MIEB Multilingual · Image Clustering in English
MTEB
Q
EVA02 CLIP B 16
92.4
45
Vision Centric QA · English
Embeddings match visual content to questions on MIEB Multilingual · Vision Centric QA in English
MTEB
d
DNA VL STEER 2B
71.4
40
Any-to-any Multilingual Retrieval · multilingual (40 languages)
Embeddings retrieve matching examples across languages and modalities on MIEB Multilingual · Any-to-any Multilingual Retrieval in 40 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish
MTEB
d
DNA VL STEER 2B
71
39
Compositionality · English
Embeddings distinguish changes in how objects and attributes are combined on MIEB Multilingual · Compositionality in English
MTEB
r
E5 V
46.3
39
Zero-shot Classification · English
Embeddings assign unseen category labels to examples on MIEB Multilingual · Zero-shot Classification in English
MTEB
Siglip So400m Patch14 384
70.8
39
Mean over tasks · multilingual (41 languages)
Embeddings assign unseen category labels to examples, classify images, match queries to document content, retrieve matching examples across modalities, distinguish changes in how objects and attributes are combined, match visual content to questions, estimate visual semantic similarity, estimate visual semantic similarity, retrieve matching examples across languages and modalities, group similar images on MIEB Multilingual · mean over tasks in 41 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish; tasks receive equal weight
MTEB
d
DNA VL STEER 2B
67.5
37
Mean over task types · multilingual (41 languages)
Embeddings assign unseen category labels to examples, classify images, match queries to document content, retrieve matching examples across modalities, distinguish changes in how objects and attributes are combined, match visual content to questions, estimate visual semantic similarity, estimate visual semantic similarity, retrieve matching examples across languages and modalities, group similar images on MIEB Multilingual · mean over task types in 41 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish; task types receive equal weight
MTEB
d
DNA VL STEER 2B
67.5
37
Any-to-any Retrieval · English
Embeddings retrieve matching examples across modalities on MIEB Multilingual · Any-to-any Retrieval in English
MTEB
d
DNA VL STEER 2B
43.2
37
Mean over tasks · multilingual (41 languages) · BGE Visualized M3
Embeddings assign unseen category labels to examples, classify images, match queries to document content, retrieve matching examples across modalities, distinguish changes in how objects and attributes are combined, match visual content to questions, estimate visual semantic similarity, estimate visual semantic similarity, retrieve matching examples across languages and modalities, group similar images on MIEB Multilingual · mean over tasks · MTEB · historical run in 41 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish; tasks receive equal weight
MTEB
Bge Visualized Base
43.8
1
Mean over task types · multilingual (41 languages) · BGE Visualized M3
Embeddings assign unseen category labels to examples, classify images, match queries to document content, retrieve matching examples across modalities, distinguish changes in how objects and attributes are combined, match visual content to questions, estimate visual semantic similarity, estimate visual semantic similarity, retrieve matching examples across languages and modalities, group similar images on MIEB Multilingual · mean over task types · MTEB · historical run in 41 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish; task types receive equal weight
MTEB
Bge Visualized Base
43.8
1
Zero-shot Classification · English · BGE Visualized M3
Embeddings assign unseen category labels to examples on MIEB Multilingual · Zero-shot Classification · MTEB · historical run in English
MTEB
Bge Visualized Base
46.5
1
Image Classification · English · BGE Visualized M3
Embeddings classify images on MIEB Multilingual · Image Classification · MTEB · historical run in English
MTEB
Bge Visualized Base
66.5
1
Document Understanding · English · BGE Visualized M3
Embeddings match queries to document content on MIEB Multilingual · Document Understanding · MTEB · historical run in English
MTEB
Bge Visualized Base
12.4
1
Any-to-any Retrieval · English · BGE Visualized M3
Embeddings retrieve matching examples across modalities on MIEB Multilingual · Any-to-any Retrieval · MTEB · historical run in English
MTEB
Bge Visualized Base
28.4
1
Compositionality · English · BGE Visualized M3
Embeddings distinguish changes in how objects and attributes are combined on MIEB Multilingual · Compositionality · MTEB · historical run in English
MTEB
Bge Visualized Base
32.3
1
Vision Centric QA · English · BGE Visualized M3
Embeddings match visual content to questions on MIEB Multilingual · Vision Centric QA · MTEB · historical run in English
MTEB
Bge Visualized Base
43.8
1
Visual semantic similarity (English) · multilingual (13 languages) · BGE Visualized M3
Embeddings estimate visual semantic similarity on MIEB Multilingual · Visual STS (English) · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
Bge Visualized Base
64.2
1
Visual semantic similarity (multilingual) · multilingual (13 languages) · BGE Visualized M3
Embeddings estimate visual semantic similarity on MIEB Multilingual · Visual STS (multilingual) · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
Bge Visualized Base
23.5
1
Any-to-any Multilingual Retrieval · multilingual (40 languages) · BGE Visualized M3
Embeddings retrieve matching examples across languages and modalities on MIEB Multilingual · Any-to-any Multilingual Retrieval · MTEB · historical run in 40 languages including Arabic, Bengali, Bulgarian, Chinese, Croatian, Cusco Quechua, Czech, Danish
MTEB
Bge Visualized Base
46.3
1
Image Clustering · English · BGE Visualized M3
Embeddings group similar images on MIEB Multilingual · Image Clustering · MTEB · historical run in English
MTEB
Bge Visualized Base
73.6
1
MIEB Img
Visual semantic similarity (multilingual) · multilingual (13 languages)
Embeddings estimate visual semantic similarity on MIEB Img · Visual STS (multilingual) in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
L
LCO Embedding Omni 7B
83.2
50
+13 versions & slices
Visual semantic similarity (English) · English
Embeddings estimate visual semantic similarity on MIEB Img · Visual STS (English) in English
MTEB
Jina Embeddings v5 Omni Small
80.3
46
Image Classification · English
Embeddings classify images on MIEB Img · Image Classification in English
MTEB
Q
EVA02 CLIP B 16
86
45
Image Clustering · English
Embeddings group similar images on MIEB Img · Image Clustering in English
MTEB
Q
EVA02 CLIP B 16
92.4
45
Any-to-any Retrieval · English
Embeddings retrieve matching examples across modalities on MIEB Img · Any-to-any Retrieval in English
MTEB
Q
EVA02 CLIP B 16
43.2
42
Mean over tasks · multilingual (13 languages)
Embeddings classify images, retrieve matching examples across modalities, estimate visual semantic similarity, estimate visual semantic similarity, group similar images on MIEB Img · mean over tasks in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish; tasks receive equal weight
MTEB
d
DNA VL STEER 2B
68.5
40
Mean over task types · multilingual (13 languages)
Embeddings classify images, retrieve matching examples across modalities, estimate visual semantic similarity, estimate visual semantic similarity, group similar images on MIEB Img · mean over task types in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish; task types receive equal weight
MTEB
d
DNA VL STEER 2B
68.5
40
Mean over tasks · multilingual (13 languages) · BGE Visualized M3
Embeddings classify images, retrieve matching examples across modalities, estimate visual semantic similarity, estimate visual semantic similarity, group similar images on MIEB Img · mean over tasks · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish; tasks receive equal weight
MTEB
Bge Visualized Base
52.4
1
Mean over task types · multilingual (13 languages) · BGE Visualized M3
Embeddings classify images, retrieve matching examples across modalities, estimate visual semantic similarity, estimate visual semantic similarity, group similar images on MIEB Img · mean over task types · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish; task types receive equal weight
MTEB
Bge Visualized Base
52.4
1
Image Classification · English · BGE Visualized M3
Embeddings classify images on MIEB Img · Image Classification · MTEB · historical run in English
MTEB
Bge Visualized Base
66.5
1
Any-to-any Retrieval · English · BGE Visualized M3
Embeddings retrieve matching examples across modalities on MIEB Img · Any-to-any Retrieval · MTEB · historical run in English
MTEB
Bge Visualized Base
31.3
1
Visual semantic similarity (English) · English · BGE Visualized M3
Embeddings estimate visual semantic similarity on MIEB Img · Visual STS (English) · MTEB · historical run in English
MTEB
Bge Visualized Base
62.7
1
Visual semantic similarity (multilingual) · multilingual (13 languages) · BGE Visualized M3
Embeddings estimate visual semantic similarity on MIEB Img · Visual STS (multilingual) · MTEB · historical run in Arabic, Dutch, English, French, German, Italian, Korean, Mandarin Chinese, Polish, Portuguese, Russian, Spanish, Turkish
MTEB
Bge Visualized Base
28.2
1
Image Clustering · English · BGE Visualized M3
Embeddings group similar images on MIEB Img · Image Clustering · MTEB · historical run in English
MTEB
Bge Visualized Base
73.6
1
ViDoRe
v3 · Mean over tasks · multilingual (6 languages)
Embeddings match queries to document content on ViDoRe v3 · mean over tasks in English, French, German, Italian, Portuguese, Spanish; tasks receive equal weight
MTEB
EVIE 8B
66.2
50
ViDoRe v1&v2
Mean over tasks · multilingual (4 languages)
Embeddings match queries to document content on ViDoRe v1 v2 · mean over tasks in English, French, German, Spanish; tasks receive equal weight
MTEB
D
Argus Colqwen3.5 9B v0
86
49
MVEB text video
v1 · Video Clustering · English
Embeddings group similar videos on MVEB Text Video v1 · Video Clustering in English
MTEB
Qwen 3 VL Embedding 2B
24.9
27
+7 versions & slices
v1 · Video Pair Classification · English
Embeddings classify relationships between video pairs on MVEB Text Video v1 · Video Pair Classification in English
MTEB
Qwen 3 VL Embedding 2B
88.3
27
v1 · Video Centric QA · English
Embeddings match video content to questions on MVEB Text Video v1 · Video Centric QA in English
MTEB
L
LCO Embedding Omni 3B
32.8
25
v1 · Video Classification · multilingual (16 languages)
Embeddings classify videos on MVEB Text Video v1 · Video Classification in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu
MTEB
Qwen 3 VL Embedding 8B
57.5
25
v1 · Video Zero-shot Classification · English
Embeddings classify videos using unseen labels on MVEB Text Video v1 · Video Zero-shot Classification in English
MTEB
Qwen 3 VL Embedding 8B
59.2
25
v1 · Mean over tasks · multilingual (16 languages)
Embeddings classify videos using unseen labels, retrieve matching examples across modalities, group similar videos, classify videos, match video content to questions, classify relationships between video pairs on MVEB Text Video v1 · mean over tasks in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu; tasks receive equal weight
MTEB
Qwen 3 VL Embedding 8B
60.9
24
v1 · Mean over task types · multilingual (16 languages)
Embeddings classify videos using unseen labels, retrieve matching examples across modalities, group similar videos, classify videos, match video content to questions, classify relationships between video pairs on MVEB Text Video v1 · mean over task types in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu; task types receive equal weight
MTEB
Qwen 3 VL Embedding 8B
53.7
24
v1 · Any-to-any Retrieval · English
Embeddings retrieve matching examples across modalities on MVEB Text Video v1 · Any-to-any Retrieval in English
MTEB
Qwen 3 VL Embedding 8B
69.2
24
MVEB
v1 · Video Centric QA · English
Embeddings match video content to questions on MVEB v1 · Video Centric QA in English
MTEB
Qwen 3 VL Embedding 2B
63.4
26
+7 versions & slices
v1 · Any-to-any Retrieval · English
Embeddings retrieve matching examples across modalities on MVEB v1 · Any-to-any Retrieval in English
MTEB
e
Ebind Audio Vision
62.3
17
v1 · Video Zero-shot Classification · English
Embeddings classify videos using unseen labels on MVEB v1 · Video Zero-shot Classification in English
MTEB
e
Ebind Audio Vision
61.1
17
v1 · Mean over tasks · multilingual (16 languages)
Embeddings retrieve matching examples across modalities, classify videos using unseen labels, classify relationships between video pairs, classify videos, group similar videos, match video content to questions on MVEB v1 · mean over tasks in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu; tasks receive equal weight
MTEB
L
LCO Embedding Omni 7B
57.6
16
v1 · Mean over task types · multilingual (16 languages)
Embeddings retrieve matching examples across modalities, classify videos using unseen labels, classify relationships between video pairs, classify videos, group similar videos, match video content to questions on MVEB v1 · mean over task types in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu; task types receive equal weight
MTEB
L
LCO Embedding Omni 7B
56.2
16
v1 · Video Classification · multilingual (16 languages)
Embeddings classify videos on MVEB v1 · Video Classification in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu
MTEB
B
BidirLM Omni 2.5B Embedding
61.2
16
v1 · Video Clustering · English
Embeddings group similar videos on MVEB v1 · Video Clustering in English
MTEB
L
LCO Embedding Omni 7B
27.3
16
v1 · Video Pair Classification · English
Embeddings classify relationships between video pairs on MVEB v1 · Video Pair Classification in English
MTEB
L
LCO Embedding Omni 3B
80.7
16
MVEB video
v1 · Mean over tasks · multilingual (16 languages)
Embeddings classify videos, classify relationships between video pairs on MVEB Video v1 · mean over tasks in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu; tasks receive equal weight
MTEB
Qwen 3 VL Embedding 8B
63.5
25
+3 versions & slices
v1 · Mean over task types · multilingual (16 languages)
Embeddings classify videos, classify relationships between video pairs on MVEB Video v1 · mean over task types in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu; task types receive equal weight
MTEB
Qwen 3 VL Embedding 8B
66.3
25
v1 · Video Classification · multilingual (16 languages)
Embeddings classify videos on MVEB Video v1 · Video Classification in Bosnian, Breton, Chinese, English, Finnish, French, German, Hindi, Italian, Japanese, Korean, Persian, Portuguese, Russian, Spanish, Telugu
MTEB
Qwen 3 VL Embedding 8B
58
25
v1 · Video Pair Classification · English
Embeddings classify relationships between video pairs on MVEB Video v1 · Video Pair Classification in English
MTEB
L
LCO Embedding Omni 3B
75.9
25
MTEB English
v2 · Pair Classification · English
MTEB English v2 · Pair Classification · English: embeddings classify relationships between pairs in English
MTEB
EmbeddingGemma 2
86.4
13
+6 versions & slices
v2 · Classification · English
MTEB English v2 · Classification · English: embeddings assign examples to categories in English
MTEB
Seed1.6 Embedding
92.4
13
v2 · Reranking · English
MTEB English v2 · Reranking · English: embeddings reorder candidate documents by relevance in English
MTEB
Seed1.6 Embedding
50.3
13
v2 · STS · English
MTEB English v2 · STS · English: embeddings estimate semantic similarity between pairs in English
MTEB
Jina Embeddings v5 Omni Nano
88.3
12
v2 · Retrieval · English
MTEB English v2 · Retrieval · English: embeddings rank relevant documents for queries in English
MTEB
Seed1.6 Embedding
64.9
12
v2 · Clustering · English
MTEB English v2 · Clustering · English: embeddings group similar examples in English
MTEB
Seed1.6 Embedding
59.2
11
v2 · Summarization · English
MTEB English v2 · Summarization · English: embeddings match summaries to their source meaning in English
MTEB
L
LCO Embedding Omni 7B
39.7
11
MTEB Medical
v1 · Clustering · English
Embeddings group similar examples on MTEB Medical v1 · Clustering in English
MTEB
Seed1.6 Embedding
47.8
11
+1 versions & slices
v1 · Reranking · Mandarin Chinese
Embeddings reorder candidate documents by relevance on MTEB Medical v1 · Reranking in Mandarin Chinese
MTEB
Gme Qwen2 VL 7B Instruct
90.5
3
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
Gemini Embedding 2 Preview
95.8
6
+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
V
Voyage Multimodal 3
58.3
1
v1 · Clustering · multilingual (2 languages)
Embeddings group similar examples on MTEB Scandinavian v1 · Clustering in Norwegian Bokmål, Swedish
MTEB
V
Voyage Multimodal 3
40
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
Cohere-embed-v4.0 (output_dtype=binary)
72.2
6
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
Gemini Embedding 2 Preview
78.6
6
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
Gemini Embedding 2 Preview
56.7
6
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
Gemini Embedding 2 Preview
64.6
6
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
Jina Embeddings v5 Omni Small
56.4
6
JinaVDR
Mean over tasks · multilingual (20 languages)
Embeddings match queries to document content on JinaVDR · mean over tasks in Arabic, Bengali, Burmese, Chinese, Dutch, English, French, German, Hindi, Hungarian, Indonesian, Italian, Japanese, Korean, Portuguese, Russian, Spanish, Thai, Urdu, Vietnamese; tasks receive equal weight
MTEB
Jina Embeddings v4
81
5
+2 versions & slices
Mean over task types · multilingual (20 languages)
Embeddings match queries to document content on JinaVDR · mean over task types in Arabic, Bengali, Burmese, Chinese, Dutch, English, French, German, Hindi, Hungarian, Indonesian, Italian, Japanese, Korean, Portuguese, Russian, Spanish, Thai, Urdu, Vietnamese; task types receive equal weight
MTEB
Jina Embeddings v4
81
5
Document Understanding · multilingual (20 languages)
Embeddings match queries to document content on JinaVDR · Document Understanding in Arabic, Bengali, Burmese, Chinese, Dutch, English, French, German, Hindi, Hungarian, Indonesian, Italian, Japanese, Korean, Portuguese, Russian, Spanish, Thai, Urdu, Vietnamese
MTEB
Jina Embeddings v4
81
5
MTEB Europe
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
Gemini Embedding 2 Preview
98.5
5
+4 versions & slices
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
Jina Embeddings v5 Omni Small
48.2
4
v1 · Instruction Reranking · English
Embeddings rerank documents according to instructions on MTEB Europe v1 · Instruction Reranking in English
MTEB
Jina Embeddings v5 Omni Small
1.3
4
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
Jina Embeddings v5 Omni Small
31.8
4
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
Jina Embeddings v5 Omni Small
60.9
4
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
B
BidirLM Omni 2.5B Embedding
48.8
5
+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
B
BidirLM Omni 2.5B Embedding
51.2
4
v1 · Pair Classification · Hindi
Embeddings classify relationships between pairs on MTEB Indic v1 · Pair Classification in Hindi
MTEB
Jina Embeddings v5 Omni Small
79.8
4
v1 · Reranking · multilingual (2 languages)
Embeddings reorder candidate documents by relevance on MTEB Indic v1 · Reranking in Bengali, Hindi
MTEB
Jina Embeddings v5 Omni Small
87
4
MTEB multilingual
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
Gemini Embedding 2 Preview
91.7
5
+10 versions & slices
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
Jina Embeddings v5 Omni Small
67
4
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
Jina Embeddings v5 Omni Small
58.9
4
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
Jina Embeddings v5 Omni Small
71.3
4
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
Jina Embeddings v5 Omni Small
53.4
4
v2 · Instruction Reranking · English
Embeddings rerank documents according to instructions on MTEB Multilingual v2 · Instruction Reranking in English
MTEB
Jina Embeddings v5 Omni Small
1.3
4
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
Jina Embeddings v5 Omni Small
42
4
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
Jina Embeddings v5 Omni Small
82.9
4
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
Jina Embeddings v5 Omni Small
65.7
4
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
Jina Embeddings v5 Omni Small
64.9
4
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
Jina Embeddings v5 Omni Small
78.8
4
FollowIR
Mean over tasks · English
Embeddings rerank documents according to instructions on FollowIR · mean over tasks in English; tasks receive equal weight
MTEB
Jina Embeddings v5 Omni Small
1.3
4
+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
Jina Embeddings v5 Omni Small
1.3
4
Instruction Reranking · English
Embeddings rerank documents according to instructions on FollowIR · Instruction Reranking in English
MTEB
Jina Embeddings v5 Omni Small
1.3
4
MTEB French
v1 · Pair Classification · French
Embeddings classify relationships between pairs on MTEB French v1 · Pair Classification in French
MTEB
Jina Embeddings v5 Omni Small
70.5
4
MTEB Portuguese
v1 · Multilabel Classification · Portuguese
Embeddings assign multiple labels to each example on MTEB Portuguese v1 · Multilabel Classification in Portuguese
MTEB
EmbeddingGemma 2
30.9
4
MTEB Russian
v1.1 · Pair Classification · Russian
Embeddings classify relationships between pairs on MTEB Russian v1.1 · Pair Classification in Russian
MTEB
Jina Embeddings v5 Omni Small
67.3
4
MTEB Spanish
v1 · Pair Classification · Spanish
Embeddings classify relationships between pairs on MTEB Spanish v1 · Pair Classification in Spanish
MTEB
Jina Embeddings v5 Omni Small
77.3
4
+7 versions & slices
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
Jina Embeddings v5 Omni Small
68.2
2
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
Jina Embeddings v5 Omni Small
68.4
2
v1 · Classification · Spanish
Embeddings assign examples to categories on MTEB Spanish v1 · Classification in Spanish
MTEB
Jina Embeddings v5 Omni Small
80.3
2
v1 · Clustering · Spanish
Embeddings group similar examples on MTEB Spanish v1 · Clustering in Spanish
MTEB
Jina Embeddings v5 Omni Nano
49.1
2
v1 · Reranking · Spanish
Embeddings reorder candidate documents by relevance on MTEB Spanish v1 · Reranking in Spanish
MTEB
Jina Embeddings v5 Omni Small
64.6
2
v1 · Retrieval · multilingual (2 languages)
Embeddings rank relevant documents for queries on MTEB Spanish v1 · Retrieval in English, Spanish
MTEB
Jina Embeddings v5 Omni Small
56.7
2
v1 · STS · multilingual (2 languages)
Embeddings estimate semantic similarity between pairs on MTEB Spanish v1 · STS in English, Spanish
MTEB
Jina Embeddings v5 Omni Small
82.5
2
MTEB Thai
v1 · Clustering · Thai
Embeddings group similar examples on MTEB Thai v1 · Clustering in Thai
MTEB
B
BidirLM Omni 2.5B Embedding
61.3
4
+6 versions & slices
v1 · Pair Classification · Thai
Embeddings classify relationships between pairs on MTEB Thai v1 · Pair Classification in Thai
MTEB
Jina Embeddings v5 Omni Small
79.2
4
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
Jina Embeddings v5 Omni Small
64.2
2
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
Jina Embeddings v5 Omni Small
63.9
2
v1 · Classification · Thai
Embeddings assign examples to categories on MTEB Thai v1 · Classification in Thai
MTEB
Jina Embeddings v5 Omni Small
68.2
2
v1 · Reranking · Thai
Embeddings reorder candidate documents by relevance on MTEB Thai v1 · Reranking in Thai
MTEB
Jina Embeddings v5 Omni Nano
54.4
2
v1 · Retrieval · multilingual (2 languages)
Embeddings rank relevant documents for queries on MTEB Thai v1 · Retrieval in English, Thai
MTEB
Jina Embeddings v5 Omni Small
64.5
2
LongEmbed
Mean over tasks · English
Embeddings rank relevant documents for queries on LongEmbed · mean over tasks in English; tasks receive equal weight
MTEB
Jina Embeddings v4
69.9
3
+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
Jina Embeddings v4
69.9
3
Retrieval · English
Embeddings rank relevant documents for queries on LongEmbed · Retrieval in English
MTEB
Jina Embeddings v4
69.9
3
BEIR
Mean over tasks · English
Embeddings rank relevant documents for queries on BEIR · mean over tasks in English; tasks receive equal weight
MTEB
Gme Qwen2 VL 7B Instruct
55.7
2
+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
Gme Qwen2 VL 7B Instruct
55.7
2
Retrieval · English
Embeddings rank relevant documents for queries on BEIR · Retrieval in English
MTEB
Gme Qwen2 VL 7B Instruct
55.7
2
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
EmbeddingGemma 2
76.3
2
+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
EmbeddingGemma 2
76.3
2
Retrieval · multilingual (9 languages)
Embeddings rank relevant documents for queries on CoIR · Retrieval in English, c++, go, java, javascript, php, python, ruby, sql
MTEB
EmbeddingGemma 2
76.3
2
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
EmbeddingGemma 2
77.9
1
+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
EmbeddingGemma 2
77.9
1
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
EmbeddingGemma 2
77.9
1
Reported by labs
1
MMEB-V2
Reported by the lab with its own setup
Lab
Qwen 3 VL Embedding 8B
77.8
15
No benchmark matches
Model
MVEB text video · Video Zero-shot Classification
Dimensions
Max input
Languages
Price
Released
Qwen 3 VL Embedding 8B
Alibaba (Qwen)
Open
59.2
4,096 (or 64)
33K tokens
—
$0.09
/ 1M tokens
Jan 2026
e
Ebind Audio Vision
encord-team
Open
57.9
—
0K tokens
en
Nov 2025
e
Ebind Full
encord-team
Open
57.9
unstated
—
0K tokens
en
Nov 2025
e
Ebind Points Vision
encord-team
Open
57.9
—
0K tokens
en
Nov 2025
L
LCO Embedding Omni 7B
LCO-Embedding
Open
56.4
unstated
3,584
33K tokens
—
Oct 2025
H
E5 Omni 7B
Haon-Chen
Open
55.8
unstated
3,584
33K tokens
—
Jan 2026
Qwen 3 VL Embedding 2B
Alibaba (Qwen)
Open
55
2,048 (or 64)
33K tokens
—
Jan 2026
Pe Av Small
Meta
Open
54.2
1,024
1K tokens
—
Dec 2025
Xclip Large Patch14
Microsoft
Open
54.1
768
0K tokens
en
Aug 2022
L
LCO Embedding Omni 3B
LCO-Embedding
Open
53.7
unstated
2,048
33K tokens
—
Oct 2025
Pe Av Large
Meta
Open
53.6
1,024
1K tokens
—
Dec 2025
B
BidirLM Omni 2.5B Embedding
BidirLM
Open
53.4
unstated
2,048
33K tokens
en, es, Estonian +80
Apr 2026
Jina Embeddings v5 Omni Small
Jina AI
Open
53.2
unstated
1,024
33K tokens
—
$0.05
/ 1M tokens
Apr 2026
Xclip Base Patch16
Microsoft
Open
52.3
512
0K tokens
en
Aug 2022
Xclip Base Patch32
Microsoft
Open
51.6
512
0K tokens
en
Aug 2022
z
UME R1 2B
zhibinlan
Open
50.9
1,536
33K tokens
en
Nov 2025
T
OmniEmbed v0.1
Tevatron
Open
50.1
unstated
—
33K tokens
—
Apr 2025
z
UME R1 7B
zhibinlan
Open
50
3,584
33K tokens
en
Nov 2025
Pe Av Base
Meta
Open
49
1,024
1K tokens
—
Dec 2025
V
VLM2Vec v2.0
VLM2Vec
Open
45
1,536
33K tokens
en
Apr 2025
Jina Embeddings v5 Omni Nano
Jina AI
Open
41.3
unstated
768
8K tokens
—
$0.02
/ 1M tokens
Apr 2026
H
E5 Omni 3B
Haon-Chen
Open
39.5
unstated
2,048
33K tokens
—
Jan 2026
Omni Embed Nemotron 3B
NVIDIA
Open
38.3
2,048
33K tokens
en
Oct 2025
Qwen 2.5 Omni 7B
Alibaba (Qwen)
Open
15.5
—
33K tokens
en
Mar 2025
Qwen 2.5 Omni 3B
Alibaba (Qwen)
Open
4.1
—
33K tokens
en
Apr 2025
Show 140 not measured on MVEB text video · Video Zero-shot Classification
