Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond. - Liang Wen; Yunke Cai; Fenrui Xiao; Xin He; Qi An; Zhenyu Duan; Yimin Du; Junchen Liu; Lifu Tang; Xiaowei Lv; Haosheng Zou; Yongchao Deng; et al. (CoRR, 2025)

360-LLaMA-Factory: Plug & Play Sequence Parallelism for Long Post-Training. - Haosheng Zou; Xiaowei Lv; Shousheng Jia; Xiangzheng Zhang (CoRR, 2025)

Light-IF: Endowing LLMs with Generalizable Reasoning via Preview and Self-Checking for Complex Instruction Following. - Chenyang Wang; Liang Wen; Shousheng Jia; Xiangzheng Zhang; Liang Xu (CoRR, 2025)