AI RESEARCH

Verification Mirage: Mapping the Reliability Boundary of Self-Verification in Medical VQA

arXiv CS.CV

ArXi:2605.10850v1 Announce Type: new Self-verification, re-invoking the same vision language model (VLM) in a fresh context to check its own generated answer, is increasingly used as a default safety layer for medical visual question answering (VQA). We argue that this practice is fundamentally unreliable. We