When LLM Reward Design Fails: Diagnostic-Driven Refinement for Sparse Structured RL

Youting Wang, Yuan Tang, Bowen Liu +2

For sparse, structured reinforcement-learning tasks with semantic reward-function interfaces, LLM-generated reward shaping is better framed as debugging than one-shot generation. W…