TCPO: Turn-Level Credit Policy Optimization

Sicong Liao, Zhi Chen, Yaohua Tang

Verifier-guided reinforcement learning has become a powerful paradigm for improving LLM reasoning. In multi-turn settings, models receive a verifier score after each turn and itera…