Seeing the Evidence, Missing the Answer: Tool-Guided Vision-Language Models on Visual Illusions

Xuesong Wang, Harry Wang

Vision-language models (VLMs) exhibit a systematic bias when confronted with classic optical illusions: they overwhelmingly predict the illusion as "real" regardless of whether the…