NLPG: Natural-Language Policy Gradients for Self-Evolving Language Agents

Xu Liu, WenZhang Wei, Jun Cao +4

Large language model agents increasingly rely on compound programs for retrieval, tool use, reasoning, and verification, yet their failures often arise from local procedural decisi…