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Benchmarks
Multimodal Misinformation Detection on MMFakeBench
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82
Accuracy
Fact-checking (ours)
23.76
38.88
54
69.12
Feb 2, 2026
Feb 22, 2026
Mar 14, 2026
Apr 3, 2026
Apr 23, 2026
May 13, 2026
Jun 2, 2026
Accuracy
Precision
Recall
F1-score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Precision
Recall
F1-score
Fact-checking (ours)
Variant=Evidence-centr...
2026.02
82
82
81
81
FatFormer
Type=image-only deepfa...
2026.02
79
61
53
53
Fact-checking + deepfake detector
Variant=Hybrid (detect...
2026.02
76
74
74
74
GRAMNet
Type=image-only deepfa...
2026.02
74
48
49
47
BNext-M
Type=image-only deepfa...
2026.02
74
58
51
53
NPR
Type=image-only deepfa...
2026.02
64
52
53
52
COREQwen
evaluation_setting=cro...
2026.06
62.6
-
-
-
HAMMER
evaluation_setting=cro...
2026.06
54.1
-
-
-
FKA-Owl
evaluation_setting=cro...
2026.06
53.3
-
-
-
AMD
evaluation_setting=cro...
2026.06
46.1
-
-
-
ProDet
Type=image-only deepfa...
2026.02
26
54
52
25
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