Detect Before You Leap: Mirage Detection in Vision-Language Models

arXiv:2606.00435v4 Announce Type: replace-cross Abstract: Vision-language models (VLMs) can produce confident answers without relevant visual evidence, a failure mode known as mirage reasoning (Asadi et al., 2026). To that end, we study pre-release mirage dete