@inproceedings{wu-etal-2026-sirf, title = "{SIRF}: A Spec-Internalized Risk Foundation Model for Industrial Content Risk Control", author = "Wu, Suwan and Lin, Yumeng and Yuan, Pengcheng and Jiang, Xiaolong", 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.197/", pages = "3308--3321", ISBN = "979-8-89176-460-6" }