@inproceedings{huang-etal-2025-confidence, title = "Confidence-Based Response Abstinence: Improving {LLM} Trustworthiness via Activation-Based Uncertainty Estimation", author = "Huang, Zhiqi and Datla, Vivek and Zhu, Chenyang and Samuel, Alfy and Liu, Daben and Kumar, Anoop and Soni, Ritesh", editor = "Noidea, Noidea", booktitle = "Proceedings of the 2nd Workshop on Uncertainty-Aware NLP (UncertaiNLP 2025)", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.uncertainlp-main.16/", pages = "184--193", ISBN = "979-8-89176-349-4" }