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Xiaofei Xie

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Book Open access Jul 2026

PurifAI: Detecting and Fixing Search-Induced Distortions in Web-Augmented LLMs

PurifAI, a proactive, model-agnostic, cache-level purification system designed for safety- and compliance-sensitive deployments, is presented, explicitly designed to preserve knowledge alignment with a pre-defined trusted knowledge core.

Guoqing Wang, Zhao Zhang, Zeyu Sun et al. · 0 citations