HISPO: Hierarchical Importance-Sampling Policy Optimization with Entropy-Derived Segments

Quoc-Vinh Lai-Dang, Hyo-Sang Shin

Reinforcement learning with verifiable rewards (RLVR) has become a central approach for improving mathematical reasoning in language models, but long-form completions introduce a d…