@inproceedings{matsuoka-2026-invariantspec,
    title = "{I}nvariant{S}pec: Benchmarking {LLM} Autoformalization of Conservation and Dissipation Laws into Verifiable State-Space Constraints",
    author = "Matsuoka, Hikaru",
    editor = "Valentino, Marco  and
      Ferreira, Deborah  and
      Thayaparan, Mokanarangan  and
      Ranaldi, Leonardo  and
      Cheng, Jo-Ku  and
      Freitas, Andre",
    booktitle = "The Proceedings of the 4th Workshop on Mathematical Natural Language Processing ({M}ath{NLP} 2026)",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.mathnlp-main.8/",
    pages = "101--111",
    ISBN = "979-8-89176-468-2"
}