Beyond Entropy: Self-Diagnostic Multi-Role Token Optimization for Video Reasoning

Yudong Han, Yong Wang, Zaiquan Yang +4

Reinforcement learning with verifiable rewards has substantially advanced multimodal reasoning, yet it remains fundamentally limited by ambiguous token-level credit assignment. Whi…