@article{teachinglargelanguagemodelswhennottoknow, title = {Teaching Large Language Models When Not to Know: Learning Temporal Critique for Ex-Ante Reasoning}, author = {Chenlu Ding and Jiancan Wu and Yanchen Luo and Zheyuan Liu and Yancheng Yuan and Xiang Wang}, year = {2026}, eprint = {2605.14636}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.14636}, }