@inproceedings{wen-etal-2025-light, title = "Light-R1: Curriculum {SFT}, {DPO} and {RL} for Long {COT} from Scratch and Beyond", author = "Wen, Liang and Cai, Yunke and Xiao, Fenrui and He, Xin and An, Qi and Duan, Zhenyu and Du, Yimin and Liu, Junchen and Tanglifu, Tanglifu and Lv, Xiaowei and Zou, Haosheng and Deng, Yongchao and Jia, Shousheng and Zhang, Xiangzheng", editor = "Rehm, Georg and Li, Yunyao", booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.acl-industry.24/", pages = "318--327", ISBN = "979-8-89176-288-6" }