@inproceedings{he-etal-2026-idea, title = "{IDEA}: An Interpretable and Editable Decision-Making Framework for {LLM}s via Verbal-to-Numeric Calibration", author = "He, Yanji and Jiang, Yuxin and Wu, Yiwen and Huang, Bo and Wei, Jiaheng and Wang, Wei", 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.2004/", pages = "40312--40332", ISBN = "979-8-89176-395-1" }