Reward Design for Physical Reasoning in Vision-Language Models.

arXiv:2604.13993v2 Announce Type: replace Abstract: Physical reasoning over images requires integrating perception, domain knowledge, and multi-step symbolic inference, yet Vision-Language Models (VLMs) fall far short of human performance on physics benchmarks