Cycle-Consistent Search: Question Reconstructability as a Proxy Reward for Search Agent Training

Sohyun An, Shuibenyang Yuan, Hayeon Lee +2

Reinforcement Learning (RL) has shown strong potential for optimizing search agents in complex information retrieval tasks. However, existing approaches predominantly rely on gold…