NAST: Improving Negation Handling in Medical Vision-Language Models through Negation-Aware Selective Training

Ali Abbasi, Mehdi Taghipour, Rahmatollah Beheshti

Negation is a fundamental linguistic operation in clinical reporting, yet vision-language models (VLMs) frequently fail to distinguish affirmative from negated medical statements.…