@inproceedings{ding-zhan-2026-trains,
    title = "Trains but Doesn{'}t Learn: A Post-Training Delivery Benchmark for {LLM} Agents as Forward-Deployed Engineers",
    author = "Ding, Weihang  and
      Zhan, Junfei",
    editor = "Atanasova, Pepa  and
      Haffari, Gholamreza  and
      Wang, Minghan",
    booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.emnlp-industry.52/",
    pages = "868--879",
    ISBN = "979-8-89176-460-6"
}