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

arXiv:2606.00435v5 Announce Type: replace-cross Abstract: Vision-language models (VLMs) can produce confident answers without relevant visual evidence, a failure mode known as mirage (Asadi et al., 2026). We study pre-release mirage detection: deciding whether