@article{wisdomisknowingwhatnottosayhallucination, title = {Wisdom is Knowing What not to Say: Hallucination-Free LLMs Unlearning via Attention Shifting}, author = {Chenchen Tan and Youyang Qu and Xinghao Li and Hui Zhang and Shujie Cui and Cunjian Chen and Longxiang Gao}, year = {2025}, eprint = {2510.17210}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.17210}, }