Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding. - Chong Zhang; Yi Tu; Yixi Zhao; Chenshu Yuan; Huan Chen; Yue Zhang 004; Mingxu Chai; Ya Guo; Huijia Zhu; Qi Zhang 001; Tao Gui (EMNLP, 2024)

EasyJailbreak: A Unified Framework for Jailbreaking Large Language Models. - Weikang Zhou; Xiao Wang 001; Limao Xiong; Han Xia; Yingshuang Gu; Mingxu Chai; Fukang Zhu; Caishuang Huang; Shihan Dou; Zhiheng Xi; Rui Zheng; Songyang Gao; et al. (CoRR, 2024)

What's Wrong with Your Code Generated by Large Language Models? An Extensive Study. - Shihan Dou; Haoxiang Jia; Shenxi Wu; Huiyuan Zheng; Weikang Zhou; Muling Wu; Mingxu Chai; Jessica Fan; Caishuang Huang; Yunbo Tao; Yan Liu 002; Enyu Zhou; et al. (CoRR, 2024)

DocFusion: A Unified Framework for Document Parsing Tasks. - Mingxu Chai; Ziyu Shen; Chong Zhang; Yue Zhang; Xiao Wang; Shihan Dou; Jihua Kang; Jiazheng Zhang; Qi Zhang (ACL (Findings), 2025)

Two Minds Better Than One: Collaborative Reward Modeling for LLM Alignment. - Jiazheng Zhang; Wenqing Jing; Zizhuo Zhang; Zhiheng Xi; Shihan Dou; Rongxiang Weng; Jiahuan Li; Jingang Wang; Mingxu Chai; Shibo Hong; Tao Gui; Qi Zhang 001 (CoRR, 2025)

LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation. - Ming Zhang 030; Yujiong Shen; Zelin Li; Huayu Sha; Binze Hu; Yuhui Wang; Chenhao Huang; Shichun Liu; Jingqi Tong; Changhao Jiang; Mingxu Chai; Zhiheng Xi; et al. (CoRR, 2025)

VRPO: Rethinking Value Modeling for Robust RL Training under Noisy Supervision. - Dingwei Zhu; Shihan Dou; Zhiheng Xi; Senjie Jin; Guoqiang Zhang; Jiazheng Zhang; Junjie Ye; Mingxu Chai; Enyu Zhou; Ming Zhang 030; Caishuang Huang; Yunke Zhang; et al. (CoRR, 2025)

MagicGUI: A Foundational Mobile GUI Agent with Scalable Data Pipeline and Reinforcement Fine-tuning. - Liujian Tang; Shaokang Dong; Yijia Huang; Minqi Xiang; Hongtao Ruan; Bin Wang; Shuo Li; Zhiheng Xi; Zhihui Cao; Hailiang Pang; Heng Kong; He Yang; et al. (CoRR, 2025)

LLMEval-3: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models. - Ming Zhang 030; Yujiong Shen; Jingyi Deng; Yuhui Wang; Yue Zhang 004; Junzhe Wang; Shichun Liu; Shihan Dou; Huayu Sha; Qiyuan Peng; Changhao Jiang; Jingqi Tong; et al. (CoRR, 2025)