@inproceedings{he-etal-2025-advancing,
    title = "Advancing Reasoning with Off-the-Shelf {LLM}s: A Semantic Structure Perspective",
    author = "He, Pengfei  and
      Li, Zitao  and
      Xing, Yue  and
      Li, Yaliang  and
      Tang, Jiliang  and
      Ding, Bolin",
    editor = "Christodoulopoulos, Christos  and
      Chakraborty, Tanmoy  and
      Rose, Carolyn  and
      Peng, Violet",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/lei-li-partial-disambiguation/2025.findings-emnlp.137/",
    pages = "2538--2566",
    ISBN = "979-8-89176-335-7"
}