@inproceedings{ma-etal-2026-beyond-wrong,
    title = "Beyond the Wrong Bit: Failure States and the Supervision Unit in Verifiable Reasoning",
    author = "Ma, Zihan  and
      Lin, Zhuoyi  and
      Luo, Minnan  and
      Guo, Xiaoxuan  and
      Wang, Wenya",
    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.269/",
    pages = "5645--5665",
    ISBN = "979-8-89176-462-0"
}