@article{frompassiveresponsetoproactivecorrection, title = {From Passive Response to Proactive Correction: Enhancing LLM Robustness Against Input Fact Perturbations}, author = {Ping Wang and Xiangguo Sun and Bingbing Xu and Guocong Li and Xiaofeng Meng}, year = {2026}, eprint = {2608.25894}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.25894}, }