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Benchmarks
Multi-modal Hallucination Evaluation on AMBER
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76.9
Mean Accuracy
(1)
52.564
58.882
65.2
71.518
Oct 3, 2025
Mean Accuracy
Updated 2d ago
Evaluation Results
Method
Method
Links
Mean Accuracy
(1)
Adaptation strategy=(1)
2025.10
76.9
TTAug
Adaptation strategy=Te...
2025.10
75.9
TTAug
test-time scaling=Meth...
2025.10
75.4
(2)
Adaptation strategy=Mo...
2025.10
72.8
Method ①
test-time scaling=Othe...
2025.10
70.4
Baseline
test-time scaling=none
2025.10
68.7
Baseline
2025.10
68.7
Method ④
test-time scaling=Othe...
2025.10
67.8
Method ②
test-time scaling=Othe...
2025.10
64.5
Method ③
test-time scaling=Othe...
2025.10
53.5
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