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Benchmarks
End-to-end Question Answering on MMCoQA (test)
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36.31
EM
LILaC (w/ MM-Embed)
15.9052
21.2026
26.5
31.7974
Feb 4, 2026
EM
F1
Updated 3d ago
Evaluation Results
Method
Method
Links
EM
F1
LILaC (w/ MM-Embed)
MLLM=Qwen2.5-VL 7B, In...
2026.02
36.31
43.22
LILaC (w/ mmE5)
MLLM=Qwen2.5-VL 7B, In...
2026.02
33.9
40.38
LILaC (w/ UniME)
MLLM=Qwen2.5-VL 7B, In...
2026.02
33.39
40.12
NV-Embed-v2
MLLM=Qwen2.5-VL 7B, In...
2026.02
28.05
34.67
VisRAG-Ret
MLLM=MiniCPM V2.6, In-...
2026.02
21.51
27.87
ColPali
MLLM=Qwen2.5-VL 7B, In...
2026.02
18.07
22.3
VisRAG-Ret
MLLM=Qwen2.5-VL 7B, In...
2026.02
16.69
20.9
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