PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization.

arXiv:2605.17877v3 Announce Type: replace Abstract: A significant hurdle for current LLMs is the execution of complex, multi-stage tasks. Group Relative Policy Optimization (GRPO) has been emerging as a leading choice, but its reliance on sparse outcome reward