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Hallucination Detection on MMBench

60.8AUROCSCoOP
52.89654.9485759.052Mar 25, 2026

Evaluation results

MethodLinks
SCoOP#VLMs=4-VLM2026.0360.8
SCoOP#VLMs=3-VLM2026.0358.7
SCoOP#VLMs=2-VLM2026.0358.6
Naive Selection#VLMs=2-VLM2026.0355.5
Majority Voting#VLMs=2-VLM2026.0355.3
Majority Voting#VLMs=3-VLM2026.0354.9
Naive Selection#VLMs=3-VLM2026.0354.5
Naive Selection#VLMs=4-VLM2026.0353.3
Majority Voting#VLMs=4-VLM2026.0353.2