Author

Binbin Lin

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Preprint Aug 2026

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

NIS-Agent is proposed, which applies context isolation at the two decision points most vulnerable to inertia bias: webpage triage and final-answer validation, and trains an 8B model to be intrinsically more resistant to inertia bias.

Xiangdong Zhang, Zhanwei Zhang, Zhihang Fu et al. · 0 citations