Knowing When Not to Answer: Abstention and Refusal Reasoning in Vision--Language Models

Many medical conditions require diagnosis through detailed, multi-context clinical assessment rather than from visual appearance alone. Despite this, vision-language models (VLMs) are increasingly queried to interpret images in ways that touch on medical or diagnostic judgments, raising safety conce