@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 = {Eikema, Bryan and V{\'a}zquez, Ra{\'u}l and Berant, Jonathan and de Marneffe, Marie-Catherine and Plank, Barbara and Shelmanov, Artem and Swayamdipta, Swabha and Tiedemann, J{\"o}rg and Zerva, Chrysoula and Aziz, Wilker}, 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/author-page-felix-schneider-kit/2025.uncertainlp-main.16/", doi = "10.18653/v1/2025.uncertainlp-main.16", pages = "184--193", ISBN = "979-8-89176-349-4" }