VisionTrap shows that GPT-4o, GPT-4.1, Gemini Flash 2.5, and LLaVA tend to answer unanswerable visual questions rather than abstain, especially when given multiple-choice options.
Gemini 1.5 and flash 2.5 models, 2024
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VisionTrap: Unanswerable Questions On Visual Data
VisionTrap shows that GPT-4o, GPT-4.1, Gemini Flash 2.5, and LLaVA tend to answer unanswerable visual questions rather than abstain, especially when given multiple-choice options.