@inproceedings{zhang-etal-2026-passive,
    title = "From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models",
    author = "Zhang, Jiaxin  and
      Cui, Wendi  and
      Li, Zhuohang  and
      Huang, Lifu  and
      Malin, Bradley A.  and
      Xiong, Caiming  and
      Wu, Chien-Sheng",
    editor = "Liakata, Maria  and
      Moreira, Viviane P.  and
      Zhang, Jiajun  and
      Jurgens, David",
    booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026",
    month = jul,
    year = "2026",
    address = "San Diego, California, United States",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.2064/",
    pages = "41525--41544",
    ISBN = "979-8-89176-395-1"
}