Explore Before Committing: Hypothesis-Guided Search for Deep Research Agents
HypoSearch is proposed, which generates lightweight hypotheses as soft search hints, explores them through bounded independent branches, and compares branch-level evidence before commitment, and consistently outperforms single-trajectory search and standard parallel baselines.
Ruochen Zhou, Zheng-Zong Chen, Luan Zhang et al.
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