World Models in Words: Auditing Physical State-Transition Commitments in Vision-Language Models

Emmanuelle Bourigault

Vision-language models (VLMs) are increasingly used to answer questions about physical scenes, yet most evaluations reduce performance to a final answer. This hides whether the mod…