Confidence Estimation for LLMs in Multi-turn Interactions

Caiqi Zhang, Ruihan Yang, Xiaochen Zhu, Chengzu Li, Tiancheng Hu, Yijiang River Dong, Deqing Yang, Nigel Collier

Findings of ACL, 2026.

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@inproceedings{zhang-etal-2026-confidence-estimation,
    title = "Confidence Estimation for {LLM}s in Multi-turn Interactions",
    author = "Zhang, Caiqi  and
      Yang, Ruihan  and
      Zhu, Xiaochen  and
      Li, Chengzu  and
      Hu, Tiancheng  and
      Dong, Yijiang River  and
      Yang, Deqing  and
      Collier, Nigel",
    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://aclanthology.org/2026.findings-acl.1280/",
    doi = "10.18653/v1/2026.findings-acl.1280",
    pages = "25661--25676",
    ISBN = "979-8-89176-395-1"
}