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Multimodal Question Answering on MULTIMODALQADoc
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65.15
EM
FIF
45.7852
50.8126
55.84
60.8674
Feb 3, 2026
EM
F1
Updated 3d ago
Evaluation Results
Method
Method
Links
EM
F1
FIF
Algorithm=FIF
2026.02
65.15
70.47
FIF
Algorithm=FIF
2026.02
62.63
72.47
IRCOT
Algorithm=IRCOT
2026.02
60.32
68.09
LILAC
Algorithm=LILAC
2026.02
57.78
63.98
IRCOT
Algorithm=IRCOT
2026.02
57.03
65.88
NVEMBED-V2
Algorithm=NVEMBED-V2
2026.02
53.8
61.15
LILAC
Algorithm=LILAC
2026.02
53.38
60.71
COLPALI
Algorithm=COLPALI
2026.02
52.82
63.14
NVEMBED-V2
Algorithm=NVEMBED-V2
2026.02
51.82
59.88
VISRAG
Algorithm=VISRAG
2026.02
51.4
61.72
COLPALI
Algorithm=COLPALI
2026.02
49.87
57.78
VISRAG
Algorithm=VISRAG
2026.02
46.53
55.19
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