Closing the Feedback Loop: From Experience Extraction to Insight Governance in Verbal Reinforcement Learning

Yanwei Cui, Xing Zhang, Yulong Zhang +4

Training-free verbal reinforcement learning enables LLM agents to learn from world feedback -- objective signals such as dynamic task outcomes, market returns, or demand forecasts…