@inproceedings{lu-etal-2026-knowing, title = "Knowing When to Speak: Aligning {LLM} Honesty via Solvability-Aware Preference Optimization", author = "Lu, Wenpeng and Zhao, Xueguan and Lin, Shuxia and Zhang, Linhai and Zheng, Chaoqun and Zhang, Weiyu and Si, Jiasheng", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.2451/", doi = "10.18653/2026.findings-emnlp.2451", pages = "52609--52626", ISBN = "979-8-89176-462-0" }