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

arXiv:2609.33379v1 Announce Type: cross Abstract: Large language model agents increasingly rely on compound programs for retrieval, tool use, reasoning, and verification, yet their failures often arise from local procedural decisions. Existing reinforcement-le