Correcting What You Cannot See: Credit Assignment for Perception Distillation in Multimodal Reasoners

On-policy distillation provides dense supervision for multimodal reasoners, but its trajectory-level reward cannot determine whether a failed answer arose from perception or subsequent reasoning. Perception Success Rate (PSR), estimated from multiple reasonings sharing one perception, remains ambigu...