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…