StepCoder: Improving Code Generation with Reinforcement Learning from Compiler Feedback. - Shihan Dou; Yan Liu 002; Haoxiang Jia; Enyu Zhou; Limao Xiong; Junjie Shan; Caishuang Huang; Xiao Wang 001; Xiaoran Fan; Zhiheng Xi; Yuhao Zhou; Tao Ji; et al. (ACL (1), 2024)

ToolSword: Unveiling Safety Issues of Large Language Models in Tool Learning Across Three Stages. - Junjie Ye; Sixian Li; Guanyu Li; Caishuang Huang; Songyang Gao; Yilong Wu; Qi Zhang 001; Tao Gui; Xuanjing Huang 001 (ACL (1), 2024)

Improving Discriminative Capability of Reward Models in RLHF Using Contrastive Learning. - Lu Chen; Rui Zheng; Binghai Wang; Senjie Jin; Caishuang Huang; Junjie Ye; Zhihao Zhang 002; Yuhao Zhou; Zhiheng Xi; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (EMNLP, 2024)

RoTBench: A Multi-Level Benchmark for Evaluating the Robustness of Large Language Models in Tool Learning. - Junjie Ye; Yilong Wu; Songyang Gao; Caishuang Huang; Sixian Li; Guanyu Li; Xiaoran Fan; Qi Zhang 001; Tao Gui; Xuanjing Huang 001 (EMNLP, 2024)

TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilities. - Ming Zhang 030; Caishuang Huang; Yilong Wu; Shichun Liu; Huiyuan Zheng; Yurui Dong; Yujiong Shen; Shihan Dou; Jun Zhao 019; Junjie Ye; Qi Zhang 001; Tao Gui; et al. (EMNLP, 2024)

ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios. - Junjie Ye; Guanyu Li; Songyang Gao; Caishuang Huang; Yilong Wu; Sixian Li; Xiaoran Fan; Shihan Dou; Qi Zhang 001; Tao Gui; Xuanjing Huang 001 (CoRR, 2024)

Secrets of RLHF in Large Language Models Part II: Reward Modeling. - Binghai Wang; Rui Zheng; Lu Chen; Yan Liu 002; Shihan Dou; Caishuang Huang; Wei Shen; Senjie Jin; Enyu Zhou; Chenyu Shi; Songyang Gao; Nuo Xu; et al. (CoRR, 2024)

MouSi: Poly-Visual-Expert Vision-Language Models. - Xiaoran Fan; Tao Ji; Changhao Jiang; Shuo Li; Senjie Jin; Sirui Song; Junke Wang; Boyang Hong; Lu Chen; Guodong Zheng; Ming Zhang 030; Caishuang Huang; et al. (CoRR, 2024)

StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback. - Shihan Dou; Yan Liu 002; Haoxiang Jia; Limao Xiong; Enyu Zhou; Wei Shen; Junjie Shan; Caishuang Huang; Xiao Wang 001; Xiaoran Fan; Zhiheng Xi; Yuhao Zhou; et al. (CoRR, 2024)

CodeChameleon: Personalized Encryption Framework for Jailbreaking Large Language Models. - Huijie Lv; Xiao Wang 001; Yuansen Zhang; Caishuang Huang; Shihan Dou; Junjie Ye; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 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)

SafeAligner: Safety Alignment against Jailbreak Attacks via Response Disparity Guidance. - Caishuang Huang; Wanxu Zhao; Rui Zheng; Huijie Lv; Shihan Dou; Sixian Li; Xiao Wang 042; Enyu Zhou; Junjie Ye; Yuming Yang; Tao Gui; Qi Zhang 001; 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)

Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition. - Yuming Yang; Wantong Zhao; Caishuang Huang; Junjie Ye; Xiao Wang; Huiyuan Zheng; Yang Nan; Yuran Wang; Xueying Xu; Kaixin Huang; Yunke Zhang; Tao Gui; et al. (COLING, 2025)

ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios. - Junjie Ye; Guanyu Li; Songyang Gao; Caishuang Huang; Yilong Wu; Sixian Li; Xiaoran Fan; Shihan Dou; Tao Ji; Qi Zhang 001; Tao Gui; Xuanjing Huang 001 (COLING, 2025)

A Multi-Dimensional Constraint Framework for Evaluating and Improving Instruction Following in Large Language Models. - Junjie Ye; Caishuang Huang; Zhuohan Chen; Wenjie Fu 013; Chenyuan Yang; Leyi Yang; Yilong Wu; Peng Wang 095; Meng Zhou; Xiaolong Yang; Tao Gui; Qi Zhang 001; et al. (CoRR, 2025)