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Benchmarks
Image Understanding on MMEB Image v2
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68.1
Accuracy (CLS)
MetaEmbed
39.188
46.694
54.2
61.706
Mar 2, 2026
Accuracy (CLS)
Accuracy (RET)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy (CLS)
Accuracy (RET)
MetaEmbed
LLM Size=2B
2026.03
68.1
71.9
B3++
LLM Size=1.5B
2026.03
67
70.9
VLM2VecV2
LLM Size=1.5B
2026.03
62.9
69.5
LLaVE
LLM Size=1.5B
2026.03
62.1
65.2
UniME
LLM Size=1.5B
2026.03
59
64.9
VLM2VecV1
LLM Size=1.5B
2026.03
58.7
65
GME
LLM Size=1.5B
2026.03
54.4
66.9
OmniRet
LLM Size=1.5B
2026.03
51.7
65.3
ColPaliv1.3
LLM Size=2B
2026.03
40.3
48.1
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