@inproceedings{liu-etal-2026-scaling-reinforcement, title = "Scaling Reinforcement Learning for Content Moderation with Large Language Models", author = "Liu, Rui and Lu, Yuchen and Hou, Zhenyu and Xiong, Fangzhou and Zhang, Xiaoyang and Jian, Changshu and Zhu, Zhicheng and Ma, Jiayuan and Tao, Jacob and Unlu Menevse, Merve and Li, Han and Gupta, Chaitali and Peng, Xiaochang and Lin, Suwen and Bai, Chongyang and Mei, Shike and Cui, Hang and Qin, Yang and Tang, Shuo and Gaedtke, Jason and Mittal, Arpit and Firooz, Hamed", 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.17/", pages = "259--274", ISBN = "979-8-89176-460-6" }