@inproceedings{shirai-etal-2026-generalization,
    title = "Generalization in Graph Reasoning: A Systematic Comparison of {LLM} Training Approaches",
    author = "Shirai, Sola  and
      Srinivas, Kavitha  and
      Dolby, Julian  and
      Katz, Michael  and
      Sohrabi, Shirin  and
      Samulowitz, Horst",
    editor = "Gupta, Vivek  and
      Ding, Kaize  and
      Kokel, Harsha  and
      Zhao, Yue  and
      Agarwal, Amit  and
      Wang, Yu  and
      Glass, Michael  and
      Zhang, Yu  and
      Srinivas, Kavitha  and
      Chen, Xiusi  and
      Hassanzadeh, Oktie  and
      Zhu, Qi  and
      Chang, Shuaichen  and
      Luo, Yuan",
    booktitle = "Proceedings of the First Workshop on Structured Understanding, Retrieval, and Generation in the {LLM} Era ({SURG}e{LLM} 2026)",
    month = jul,
    year = "2026",
    address = "San Diego, California, United States",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.surgellm-1.18/",
    pages = "275--297",
    ISBN = "979-8-89176-406-4"
}