@inproceedings{li-etal-2025-observation,
    title = "From Observation to Understanding: Front-Door Adjustments with Uncertainty Calibration for Enhancing Egocentric Reasoning in {LVLM}s",
    author = "Li, Shenshen  and
      Meng, Wenxin  and
      Wang, Lei  and
      Yang, Hao  and
      Peng, Chong  and
      Yan, Peng  and
      Shen, Fumin  and
      Song, Jingkuan  and
      Shen, Heng Tao  and
      Xu, Xing",
    editor = "Che, Wanxiang  and
      Nabende, Joyce  and
      Shutova, Ekaterina  and
      Pilehvar, Mohammad Taher",
    booktitle = "Findings of the Association for Computational Linguistics: ACL 2025",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/display_plenaries/2025.findings-acl.979/",
    pages = "19152--19169",
    ISBN = "979-8-89176-256-5"
}