LexiHorizon: Stabilizing Reinforcement Learning for Long-Horizon Deep Search

Zhiqing Nong, Liang Wen, Chao-Hsuan Liu

Deep search agents tackle complex knowledge tasks through iterative retrieval, multi-hop reasoning, and evidence synthesis across multiple sources. Existing approaches typically as…