Causal Intervention Improves Implicit Sentiment Analysis. - Siyin Wang; Jie Zhou 015; Changzhi Sun; Junjie Ye 005; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (COLING, 2022)

Sentiment-aware multimodal pre-training for multimodal sentiment analysis. - Junjie Ye 005; Jie Zhou 015; Junfeng Tian; Rui Wang 005; Jingyi Zhou; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (Knowl. Based Syst., 2022)

RethinkingTMSC: An Empirical Study for Target-Oriented Multimodal Sentiment Classification. - Junjie Ye 005; Jie Zhou 012; Junfeng Tian; Rui Wang 005; Qi Zhang 001; Tao Gui; Xuanjing Huang 001 (EMNLP (Findings), 2023)

How Robust is GPT-3.5 to Predecessors? A Comprehensive Study on Language Understanding Tasks. - Xuanting Chen; Junjie Ye 005; Can Zu; Nuo Xu; Rui Zheng; Minlong Peng; Jie Zhou 015; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2023)

A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models. - Junjie Ye 005; Xuanting Chen; Nuo Xu; Can Zu; Zekai Shao 001; Shichun Liu; Yuhan Cui; Zeyang Zhou; Chao Gong 003; Yang Shen; Jie Zhou 015; Siming Chen 001; et al. (CoRR, 2023)

InstructUIE: Multi-task Instruction Tuning for Unified Information Extraction. - Xiao Wang 035; Weikang Zhou; Can Zu; Han Xia; Tianze Chen; Yuansen Zhang; Rui Zheng; Junjie Ye 005; Qi Zhang 001; Tao Gui; Jihua Kang; Jingsheng Yang; et al. (CoRR, 2023)

RethinkingTMSC: An Empirical Study for Target-Oriented Multimodal Sentiment Classification. - Junjie Ye 005; Jie Zhou 015; Junfeng Tian; Rui Wang 005; Qi Zhang 001; Tao Gui; Xuanjing Huang 001 (CoRR, 2023)

LLM can Achieve Self-Regulation via Hyperparameter Aware Generation. - Siyin Wang; Shimin Li; Tianxiang Sun; Jinlan Fu; Qinyuan Cheng; Jiasheng Ye; Junjie Ye 005; Xipeng Qiu; Xuanjing Huang 001 (ACL (Findings), 2024)

ToolSword: Unveiling Safety Issues of Large Language Models in Tool Learning Across Three Stages. - Junjie Ye 005; 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 005; Zhihao Zhang 002; Yuhao Zhou 005; 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 005; 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 005; Qi Zhang 001; Tao Gui; et al. (EMNLP, 2024)

Linear Alignment: A Closed-form Solution for Aligning Human Preferences without Tuning and Feedback. - Songyang Gao; Qiming Ge; Wei Shen; Shihan Dou; Junjie Ye 005; Xiao Wang 001; Rui Zheng; Yicheng Zou; Zhi Chen 006; Hang Yan 001; Qi Zhang 001; Dahua Lin (ICML, 2024)

ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios. - Junjie Ye 005; Guanyu Li; Songyang Gao; Caishuang Huang; Yilong Wu; Sixian Li; Xiaoran Fan; Shihan Dou; Qi Zhang 001; Tao Gui; Xuanjing Huang 001 (CoRR, 2024)

Linear Alignment: A Closed-form Solution for Aligning Human Preferences without Tuning and Feedback. - Songyang Gao; Qiming Ge; Wei Shen; Shihan Dou; Junjie Ye 005; Xiao Wang 042; Rui Zheng; Yicheng Zou; Zhi Chen 006; Hang Yan 001; Qi Zhang 001; Dahua Lin (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)

LLM-DA: Data Augmentation via Large Language Models for Few-Shot Named Entity Recognition. - Junjie Ye 005; Nuo Xu; Yikun Wang; Jie Zhou 015; Qi Zhang 001; Tao Gui; Xuanjing Huang 001 (CoRR, 2024)

CodeChameleon: Personalized Encryption Framework for Jailbreaking Large Language Models. - Huijie Lv; Xiao Wang 001; Yuansen Zhang; Caishuang Huang; Shihan Dou; Junjie Ye 005; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2024)

MetaRM: Shifted Distributions Alignment via Meta-Learning. - Shihan Dou; Yan Liu 002; Enyu Zhou; Tianlong Li; Haoxiang Jia; Limao Xiong; Xin Zhao; Junjie Ye 005; Rui Zheng; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (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 005; Yuming Yang; Tao Gui; Qi Zhang 001; et al. (CoRR, 2024)

Empirical Insights on Fine-Tuning Large Language Models for Question-Answering. - Junjie Ye 005; Yuming Yang; Qi Zhang 001; Tao Gui; Xuanjing Huang 001; Peng Wang 095; Zhongchao Shi; Jianping Fan 007 (CoRR, 2024)

TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use. - Junjie Ye 005; Yilong Wu; Sixian Li; Yuming Yang; Tao Gui; Qi Zhang 001; Xuanjing Huang 001; Peng Wang 095; Zhongchao Shi; Jianping Fan 007; Zhengyin Du (CoRR, 2024)

Alleviating Shifted Distribution in Human Preference Alignment through Meta-Learning. - Shihan Dou; Yan Liu 002; Enyu Zhou; Songyang Gao; Tianlong Li; Limao Xiong; Xin Zhao; Haoxiang Jia; Junjie Ye 005; Rui Zheng; Tao Gui; Qi Zhang 001; et al. (AAAI, 2025)

Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric. - Yuming Yang; Yang Nan; Junjie Ye 005; Shihan Dou; Xiao Wang; Shuo Li; Huijie Lv; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (ACL (1), 2025)

ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use. - Junjie Ye 005; Zhengyin Du; Xuesong Yao; Weijian Lin; Yufei Xu; Zehui Chen; Zaiyuan Wang; Sining Zhu; Zhiheng Xi; Siyu Yuan; Tao Gui; Qi Zhang 001; et al. (ACL (1), 2025)

Beyond Boundaries: Learning a Universal Entity Taxonomy across Datasets and Languages for Open Named Entity Recognition. - Yuming Yang; Wantong Zhao; Caishuang Huang; Junjie Ye 005; 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 005; 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)

Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training. - Siyu Yuan; Zehui Chen; Zhiheng Xi; Junjie Ye 005; Zhengyin Du; Jiecao Chen (CoRR, 2025)

Predicting Large Language Model Capabilities on Closed-Book QA Tasks Using Only Information Available Prior to Training. - Changhao Jiang; Ming Zhang 030; Junjie Ye 005; Xiaoran Fan; Yifei Cao; Jiajun Sun; Zhiheng Xi; Shihan Dou; Yi Dong; Yujiong Shen; Jingqi Tong; Zhen Wang 020; et al. (CoRR, 2025)

Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric. - Yuming Yang; Yang Nan; Junjie Ye 005; Shihan Dou; Xiao Wang; Shuo Li; Huijie Lv; Mingqi Wu; Tao Gui; Qi Zhang 001; Xuanjing Huang 001 (CoRR, 2025)

A Multi-Dimensional Constraint Framework for Evaluating and Improving Instruction Following in Large Language Models. - Junjie Ye 005; 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)

Speech-Language Models with Decoupled Tokenizers and Multi-Token Prediction. - Xiaoran Fan; Zhichao Sun; Yangfan Gao; Jingfei Xiong; Hang Yan 001; Yifei Cao; Jiajun Sun; Shuo Li; Zhihao Zhang 002; Zhiheng Xi; Yuhao Zhou 005; Senjie Jin; et al. (CoRR, 2025)

CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios. - Shiting Huang; Zhen Fang; Zehui Chen; Siyu Yuan; Junjie Ye 005; Yu Zeng; Lin Chen; Qi Mao; Feng Zhao (CoRR, 2025)

SpeechRole: A Large-Scale Dataset and Benchmark for Evaluating Speech Role-Playing Agents. - Changhao Jiang; Jiajun Sun; Yifei Cao; Jiabao Zhuang; Hui Li; Xiaoran Fan; Ming Zhang 030; Junjie Ye 005; Shihan Dou; Zhiheng Xi; Jingqi Tong; Yilong Wu; 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 005; Mingxu Chai; Enyu Zhou; Ming Zhang 030; Caishuang Huang; Yunke Zhang; et al. (CoRR, 2025)

Feedback-Driven Tool-Use Improvements in Large Language Models via Automated Build Environments. - Junjie Ye 005; Changhao Jiang; Zhengyin Du; Yufei Xu; Xuesong Yao; Zhiheng Xi; Xiaoran Fan; Qi Zhang 001; Xuanjing Huang 001; Jiecao Chen (CoRR, 2025)

AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning. - Zhiheng Xi; Jixuan Huang; Chenyang Liao; Baodai Huang; Honglin Guo; Jiaqi Liu; Rui Zheng; Junjie Ye 005; Jiazheng Zhang; Wenxiang Chen; Wei He 024; Yiwen Ding; et al. (CoRR, 2025)

Analyzing the Effects of Supervised Fine-Tuning on Model Knowledge from Token and Parameter Levels. - Junjie Ye 005; Yuming Yang; Yang Nan; Shuo Li; Qi Zhang 001; Tao Gui; Xuanjing Huang 001; Peng Wang 095; Zhongchao Shi; Jianping Fan 007 (CoRR, 2025)