Mirage Probes: How Vision Models Fake Visual Understanding

Daniel Ben-Levi, Judah Goldfeder, Weiliang Zhao +5

Vision-language models (VLMs) can answer image-based questions confidently, and often correctly, even when no image is provided. This mirage behavior inflates benchmark scores with…