token-level-analysis

This paper identifies that failures in visual reasoning often stem from breakdowns in dynamic cross-modal coordination between visual and textual evidence during chain-of-thought generation. It introduces DyCo-RL, a reinforcement learning framework that rewards effective cross-modal coordination, leading to improved reasoning performance.