@inproceedings{pejcinovic-etal-2026-isnt, title = "``But Isn{'}t It All Just Semantics?'' The Importance of Evaluating Uncertainty, Reliability, and Random Effects", author = "Pejcinovic, Katarina and Casilio, Marianne and Gale, Robert C and Fergadiotis, Gerasimos and Bedrick, Steven", editor = {Aziz, Wilker and Berant, Jonathan and Eikema, Bryan and Ilia, Evgenia and de Marneffe, Marie-Catherine and Plank, Barbara and Shelmanov, Artem and Swayamdipta, Swabha and Tiedemann, J{\"o}rg and Vazhentsev, Artem and V{\'a}zquez, Ra{\'u}l and Zerva, Chrysoula}, booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.uncertainlp-main.25/", pages = "408--419", ISBN = "979-8-89176-486-6" }