Breaking $\text{Winner-Takes-All}$: Cooperative Policy Optimization Improves Diverse LLM Reasoning

Haoxuan Chen, Tianming Liang, Wei-Shi Zheng +1

Reinforcement learning with verifiers (RLVR) has become a central paradigm for improving LLM reasoning, yet popular group-based optimization algorithms like GRPO often suffer from…