Grounding the Score: Explicit Visual Premise Verification for Reliable Vision-Language Process Reward Models

Junxin Wang, Dai Guan, Weijie Qiu +7

Vision-language process reward models (VL-PRMs) are increasingly used to score intermediate reasoning steps and rerank candidates under test-time scaling. However, they often funct…