@inproceedings{reiter-etal-2026-reliable, title = "Reliable but Design-Sensitive: Instrument Uncertainty in {LLM} Annotation", author = "Reiter, Thomas and Kern, Christoph and Miasnikov, Fedor and Nikolenko, Sofiia and Chew, Rob and Eckman, Stephanie and Kreuter, Frauke", 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.20/", pages = "312--327", ISBN = "979-8-89176-486-6" }