@inproceedings{nahum-etal-2026-answers, title = "From Answers to Interpretations: Rethinking Ambiguity-Induced Aleatoric Uncertainty Estimation in {LLM}s", author = "Nahum, Omer and Nayman, Niv and Fhima, Jonathan and Zolfi, Alon and Levy, Jeremy and Mazor, Shai and Favaro, Paolo", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.2455/", pages = "52799--52827", ISBN = "979-8-89176-462-0" }