@inproceedings{xu-xu-2026-llm,
    title = "{LLM}-Based Metadiscourse Analysis of Demographic Variations in {ELL} Hedge Use",
    author = "Xu, Xinyu  and
      Xu, Tianyu",
    editor = "Wilson, Joshua  and
      Ormerod, Christopher  and
      Beiting-Parrish, Magdalen",
    booktitle = "Proceedings of the Artificial Intelligence in Measurement and Education Conference ({AIME}-Con): Works in Progress",
    month = oct,
    year = "2026",
    address = "Wyndham Grand Pittsburgh Downtown, Pittsburgh, Pennsylvania, United States",
    publisher = "National Council on Measurement in Education (NCME)",
    url = "https://aclanthology.org/2026.aimecon-wip.53/",
    pages = "416--422",
    ISBN = "979-8-9983004-1-7"
}