3SPO: State-Score-Supervised Policy Optimization for LLM Agents

Yu Han, Kailing Li, Yang Jiao +4

Training large language models (LLMs) as autonomous agents via reinforcement learning (RL) has enabled frontier models to achieve superhuman performance in long-horizon tasks. Howe…