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Benchmarks
End-to-end Question Answering on MultimodalQA (test)
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44.57
EM
LILaC (w/ MM-Embed)
21.3468
27.3759
33.405
39.4341
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
44.57
51.97
LILaC (w/ UniME)
MLLM=Qwen2.5-VL 7B, In...
2026.02
43.42
49.72
LILaC (w/ mmE5)
MLLM=Qwen2.5-VL 7B, In...
2026.02
40.72
47.46
NV-Embed-v2
MLLM=Qwen2.5-VL 7B, In...
2026.02
37.23
43.85
VisRAG-Ret
MLLM=MiniCPM V2.6, In-...
2026.02
28.18
34.01
ColPali
MLLM=Qwen2.5-VL 7B, In...
2026.02
23.59
27.37
VisRAG-Ret
MLLM=Qwen2.5-VL 7B, In...
2026.02
22.24
25.55
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