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.
Xiang-Xin Zhang, Zhanwei Zhang, Zhihang Fu et al.
· 1 citation