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

Summary

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.