Semantic Consistency Policy Optimization for Reinforcement Learning of LLM Agents

Peng Xu, Sijia Chen, Junzhuo Li +1

Group-based reinforcement learning effectively post-trains LLM agents for long-horizon, sparse-reward tasks by deriving step-level credit from trajectory outcomes. However, this ti…