Towards Better Agents for Multi-Turn User Interaction: The Next User Turn Is More Than Context

Yiwen Zhao, Zhihao Wen, Yuchen Mao +5

User-facing tool agents must coordinate dialogue and tool use as user goals unfold over multiple turns. Yet interactive reinforcement learning typically reduces each rollout to a t…