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Benchmarks
End-to-end Question Answering on MP-DocVQA (test)
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65.48
EM
LILaC (w/ MM-Embed)
52.4592
55.8396
59.22
62.6004
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
65.48
72.42
VisRAG-Ret
MLLM=Qwen2.5-VL 7B, In...
2026.02
65.34
72.24
ColPali
MLLM=Qwen2.5-VL 7B, In...
2026.02
64.46
71.16
LILaC (w/ UniME)
MLLM=Qwen2.5-VL 7B, In...
2026.02
62.43
69.4
NV-Embed-v2
MLLM=Qwen2.5-VL 7B, In...
2026.02
56.51
63.16
VisRAG-Ret
MLLM=MiniCPM V2.6, In-...
2026.02
54.31
68.86
LILaC (w/ mmE5)
MLLM=Qwen2.5-VL 7B, In...
2026.02
52.96
59.53
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