Enhancing Multimodal RLVR with Pairwise Token Contrast and Adaptive Trajectory Confidence

Yiran Zhang, Hanbo Huang, Jielan Li +3

Reinforcement learning with verifiable rewards (RLVR) improves multimodal reasoning, but group-relative policy optimization broadcasts a single sequence-level advantage to every to…