@inproceedings{qian-etal-2026-thinking, title = "From ``Thinking'' to ``Justifying'': Aligning High-Stakes Explainability with Professional Communication Standards", author = "Qian, Chen and Wang, Yimeng and Chen, Yu and Wu, Lingfei and Stathopoulos, Andreas", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1232/", pages = "24628--24637", ISBN = "979-8-89176-395-1" }