@article{canllmsrefusequestionstheydonotknowmeasu, title = {Can LLMs Refuse Questions They Do Not Know? Measuring Knowledge-Aware Refusal in Factual Tasks}, author = {Wenbo Pan and Jie Xu and Qiguang Chen and Junhao Dong and Libo Qin and Xinfeng Li and Haining Yu and Xiaohua Jia}, year = {2025}, eprint = {2510.01782}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.01782}, }