most citedAtom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward

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cs.AI2026

From Inertia to Objectivity: Improving Deep Research Agents with Noise Isolation

Xiangxin Zhang, Zhanwei Zhang, Zhihang Fu +2

Web search agents powered by Large Language Models (LLMs) show strong promise, but deep research tasks expose a recurring failure mode: once an agent has produced a query, plan, or…