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Benchmarks
Retrieval on MP-DocVQA
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83.59
R@3
LILaC (w/ MM-Embed)
60.3564
66.3882
72.42
78.4518
Feb 4, 2026
R@3
MRR@10
Updated 4d ago
Evaluation Results
Method
Method
Links
R@3
MRR@10
LILaC (w/ MM-Embed)
Embedder Type=Multimod...
2026.02
83.59
78.75
VisRAG-Ret
Embedder Type=Image, I...
2026.02
83.25
75.55
ColPali
Embedder Type=Image, I...
2026.02
80.71
74.86
LILaC (w/ UniME)
Embedder Type=Multimod...
2026.02
77.83
71.42
NV-Embed-v2
Embedder Type=Text, In...
2026.02
67.85
61.91
LILaC (w/ mmE5)
Embedder Type=Multimod...
2026.02
61.25
55.3
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