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August 26, 2026cs.CL

From Passive Response to Proactive Correction: Enhancing LLM Robustness Against Input Fact Perturbations

Ping Wang, Xiangguo Sun, Bingbing Xu, Guocong Li, Xiaofeng Meng
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