@inproceedings{zhang-etal-2025-supervised, title = "Supervised Optimism Correction: Be Confident When {LLM}s Are Sure", author = "Zhang, Junjie and Yang, Rushuai and Liu, Shunyu and Lin, Ting-En and Huang, Fei and Chen, Yi and Li, Yongbin and Tao, Dacheng", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Findings of the Association for Computational Linguistics: ACL 2025", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.findings-acl.463/", pages = "8867--8880", ISBN = "979-8-89176-256-5" }