@inproceedings{sun-etal-2025-causalabstain, title = "{C}ausal{A}bstain: Enhancing Multilingual {LLM}s with Causal Reasoning for Trustworthy Abstention", author = "Sun, Yuxi and Zuo, Aoqi and Gao, Wei and Ma, Jing", 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/mtsummit-25-ingestion/2025.findings-acl.723/", doi = "10.18653/v1/2025.findings-acl.723", pages = "14060--14076", ISBN = "979-8-89176-256-5" }