How to Train Your Deep Research Agent? Prompt, Reward, and Policy Optimization in Search-R1

Yinuo Xu, Shuo Lu, Jianjie Cheng +5

Deep Research agents tackle knowledge-intensive tasks through multi-round retrieval and decision-oriented generation. While reinforcement learning (RL) has been shown to improve pe…