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Benchmarks
Open-domain multimodal component retrieval on MMCOQADoc
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46.31
R@1
FIF
17.0964
24.6807
32.265
39.8493
Feb 3, 2026
R@1
R@2
R@5
R@10
M@10
Updated 3d ago
Evaluation Results
Method
Method
Links
R@1
R@2
R@5
R@10
M@10
FIF
Type=Agentic
2026.02
46.31
58.4
69.47
75.17
74.88
IRCoT
Type=Agentic
2026.02
43.03
53.69
62.7
64.62
62.84
ColPali
Type=Single-shot embed...
2026.02
31.11
41.97
46.89
51.27
43.13
LILAC
Type=Agentic
2026.02
25.25
38.13
51.02
60.86
53.36
VisRAG
Type=Single-shot embed...
2026.02
19.57
27.53
33.59
37.31
30.01
NV-Embed-v2
Type=Single-shot embed...
2026.02
18.22
28.46
40.22
48.19
41.97
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