PPaperPicks

Tao Gui

Fudan University, Shanghai, China

76 papers at tracked venues · 56 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Qi Zhang
×68
Xuanjing Huang
×64
Zhiheng Xi
×41
Shihan Dou
×25
Junjie Ye
×19
Rui Zheng
×18
Shichun Liu
×15
Ming Zhang
×13
Xiaoran Fan
×13
Tao Ji
×12
Honglin Guo
×10
Zhihao Zhang
×10

Papers

  1. ABC-Bench: Benchmarking Agentic Backend Coding in Real-World Development
    ACL 2026 ·
    Jie Yang
    ,
    Honglin Guo
    ,
    Li Ji
    ,
    Jiazheng Zhou
    ,
    Rui Zheng
    ,
    Zhikai Lei
    ,
    Shuo Zhang
    ,
    Zhiheng Xi
    ,
    Shichun Liu
    ,
    Yuxin Wang
    ,
    Bo Wang
    ,
    Yining Zheng
    , Tao Gui,
    Xipeng Qiu
  2. AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments
    ACL 2026 ·
    Zhiheng Xi
    ,
    Dingwen Yang
    ,
    Jiaqi Liu
    ,
    Jixuan Huang
    ,
    Honglin Guo
    ,
    Baodai Huang
    ,
    Tinggang Chen
    ,
    Qi Zhang
    ,
    Zhonghang Lu
    ,
    Chenyu Liu
    ,
    Jiajun Sun
    ,
    Jiazheng Zhang
    ,
    Dingwei Zhu
    ,
    Xin Guo
    ,
    Junzhe Wang
    ,
    Zhihao Zhang
    ,
    Yuming Yang
    ,
    Junjie Ye
    ,
    Minghe Gao
    ,
    Dongrui Liu
    ,
    Jiaming Ji
    ,
    Guohao Li
    , Tao Gui,
    Xuanjing Huang
  3. AgentPRM: Process Reward Models for LLM Agents via Step-Wise Promise and Progress
    WWW 2026 ·
    Zhiheng Xi
    ,
    Chenyang Liao
    ,
    Guanyu Li
    ,
    Zhihao Zhang
    ,
    Wenxiang Chen
    ,
    Binghai Wang
    ,
    Senjie Jin
    ,
    Yuhao Zhou
    ,
    Jian Guan
    ,
    Wei Wu
    ,
    Tao Ji
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  4. AgentV-RL: Scaling Reward Modeling with Agentic Verifier
    ACL 2026 ·
    Jiazheng Zhang
    ,
    Ziche Fu
    ,
    Zhiheng Xi
    ,
    Wenqing Jing
    ,
    Mingxu Chai
    ,
    Wei He
    ,
    Guoqiang Zhang
    ,
    Chenghao Fan
    ,
    Chenxin An
    ,
    Wenxiang Chen
    ,
    Zhicheng Liu
    ,
    Haojie Pan
    ,
    Dingwei Zhu
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  5. Beyond Scaling: Measuring and Predicting the Upper Bound of Knowledge Retention in Language Model Pre-Training
    ACL 2026 ·
    Changhao Jiang
    ,
    Ming Zhang
    ,
    Yifei Cao
    ,
    Junjie Ye
    ,
    Xiaoran Fan
    ,
    Shihan Dou
    ,
    Zhiheng Xi
    ,
    Jiajun Sun
    ,
    Yi Dong
    ,
    Yujiong Shen
    ,
    Jingqi Tong
    ,
    Baoyu Fan
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  6. Counteracting the Matthew Effect in Self-Improvement of LVLMs through Head-Tail Re-balancing
    ACL 2026 ·
    Xin Guo
    ,
    Zhiheng Xi
    ,
    Yiwen Ding
    ,
    Yitao Zhai
    ,
    Xiaowei Shi
    ,
    Xunliang Cai
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  7. DARM: Distribution-Aware Reward Modeling by Alleviating Biases from Low Preference-Context Dependency Data
    ACL 2026 ·
    Shaofan Liu
    ,
    Guoqiang Zhang
    ,
    Shihan Dou
    ,
    Huiyuan Zheng
    ,
    Yiming Zhou
    ,
    Junjie Ye
    ,
    Shaowen Wang
    ,
    Shichun Liu
    ,
    Jiazheng Zhang
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  8. Enhancing LLM-based Search Agents via Contribution Weighted Group Relative Policy Optimization
    ACL 2026 ·
    Junzhe Wang
    ,
    Zhiheng Xi
    ,
    Yajie Yang
    ,
    Hao Luo
    ,
    Shihan Dou
    , Tao Gui,
    Qi Zhang
  9. Feedback-Driven Tool-Use Improvements in Large Language Models via Automated Build Environments
    ACL 2026 ·
    Junjie Ye
    ,
    Changhao Jiang
    ,
    Zhengyin Du
    ,
    Yufei Xu
    ,
    Xuesong Yao
    ,
    Zhiheng Xi
    ,
    Xiaoran Fan
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
    ,
    Jiecao Chen
  10. FinToolSyn: A forward synthesis Framework for Financial Tool-Use Dialogue Data with Dynamic Tool Retrieval
    ACL 2026 ·
    Caishuang Huang
    ,
    Yang Qiao
    ,
    Rongyu Zhang
    ,
    Junjie Ye
    ,
    Pu Lu
    ,
    Wenxi Wu
    ,
    Meng Zhou
    ,
    Xiku Du
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
  11. From Scores to Preferences: Redefining Evaluation Paradigm for Speech Quality Reward Modeling
    ACL 2026 ·
    Yifei Cao
    ,
    Changhao Jiang
    ,
    Jiabao Zhuang
    ,
    Jiajun Sun
    ,
    Ming Zhang
    ,
    Zhiheng Xi
    ,
    Hui Li
    ,
    Shihan Dou
    ,
    Yuran Wang
    ,
    Yunke Zhang
    ,
    Tao Ji
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  12. LLMEval-Fair: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models
    ACL 2026 ·
    Ming Zhang
    ,
    Yujiong Shen
    ,
    Jingyi Deng
    ,
    Yuhui Wang
    ,
    Huayu Sha
    ,
    Kexin Tan
    ,
    Qiyuan Peng
    ,
    Yue Zhang
    ,
    Junzhe Wang
    ,
    Shichun Liu
    ,
    Yueyuan Huang
    ,
    Jingqi Tong
    ,
    Changhao Jiang
    ,
    Yilong Wu
    ,
    Zhihao Zhang
    ,
    Mingqi Wu
    ,
    Mingxu Chai
    ,
    Zhiheng Xi
    ,
    Shihan Dou
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  13. Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models
    ACL 2026 ·
    Hengyuan Zhang
    ,
    Zhihao Zhang
    ,
    Ercong Nie
    ,
    Mingyang Wang
    ,
    Zunhai Su
    ,
    Yiwei Wang
    ,
    Qianli Wang
    ,
    Shuzhou Yuan
    ,
    Xufeng Duan
    ,
    Qibo Xue
    ,
    Zeping Yu
    ,
    Chenming Shang
    ,
    Xiao Liang
    ,
    Jing Xiong
    ,
    Hui Shen
    ,
    Chaofan Tao
    ,
    Zhengwu Liu
    ,
    Senjie Jin
    ,
    Zhiheng Xi
    ,
    Dongdong Zhang
    ,
    Sophia Ananiadou
    , Tao Gui,
    Ruobing Xie
    ,
    Hayden Kwok-Hay So
    ,
    Hinrich Schütze
    ,
    Xuanjing Huang
    ,
    Qi Zhang
    ,
    Ngai Wong
  14. MHA2MLA-VLM: Enabling DeepSeek's Economical Multi-Head Latent Attention Across Vision-Language Models
    AAAI 2026 ·
    Xiaoran Fan
    ,
    Zhichao Sun
    ,
    Tao Ji
    ,
    Lixing Shen
    , Tao Gui
  15. MM-Doc-R1: Training Agents for Long Document Visual Question Answering through Multi-turn Reinforcement Learning
    ACL 2026 ·
    Jiahang Lin
    ,
    Kai Hu
    ,
    Binghai Wang
    ,
    Yuhao Zhou
    ,
    Zhiheng Xi
    ,
    Honglin Guo
    ,
    Shichun Liu
    ,
    Junzhe Wang
    ,
    Shihan Dou
    ,
    Enyu Zhou
    ,
    Hang Yan
    ,
    Zhenhua Han
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  16. MetaAct-RL: Training Language Models for Reasoning Through Meta-Action-Based Reinforcement Learning
    AAAI 2026 ·
    Zhiheng Xi
    ,
    Yuhui Wang
    ,
    Yiwen Ding
    ,
    Guanyu Li
    ,
    Senjie Jin
    ,
    Shichun Liu
    ,
    Jixuan Huang
    ,
    Dingwen Yang
    ,
    Jiafu Tang
    ,
    Boyang Hong
    ,
    Junjie Ye
    ,
    Shihan Dou
    ,
    Ming Zhang
    ,
    Jian Guan
    ,
    Wei Wu
    ,
    Rui Zheng
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  17. MulDimIF: A Multi-Dimensional Constraint Framework for Evaluating and Improving Instruction Following in Large Language Models
    ACL 2026 ·
    Junjie Ye
    ,
    Caishuang Huang
    ,
    Zhuohan Chen
    ,
    Wenjie Fu
    ,
    Chenyuan Yang
    ,
    Leyi Yang
    ,
    Yilong Wu
    ,
    Peng Wang
    ,
    Meng Zhou
    ,
    Xiaolong Yang
    , Tao Gui,
    Qi Zhang
    ,
    Zhongchao Shi
    ,
    Jianping Fan
    ,
    Xuanjing Huang
  18. Muse: Towards Reproducible Long-Form Song Generation with Fine-Grained Style Control
    ACL 2026 ·
    Changhao Jiang
    ,
    Jiahao Chen
    ,
    Zhenghao Xiang
    ,
    Zhixiong Yang
    ,
    Hanchen Wang
    ,
    Jiabao Zhuang
    ,
    Xinmeng Che
    ,
    Jiajun Sun
    ,
    Hui Li
    ,
    Yifei Cao
    ,
    Shihan Dou
    ,
    Ming Zhang
    ,
    Junjie Ye
    ,
    Tao Ji
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  19. OctoBench: Benchmarking Scaffold-Aware Instruction Following in Repository-Grounded Agentic Coding
    ACL 2026 ·
    Deming Ding
    ,
    Shichun Liu
    ,
    Enhui Yang
    ,
    Jiahang Lin
    ,
    Ziying Chen
    ,
    Shihan Dou
    ,
    Honglin Guo
    ,
    Weiyu Cheng
    ,
    Pengyu Zhao
    ,
    Chengjun Xiao
    ,
    Qunhong Zeng
    ,
    Qi Zhang
    ,
    Xuanjing Huang
    ,
    Qidi Xu
    , Tao Gui
  20. Outcome Accuracy is Not Enough: Aligning the Reasoning Process of Reward Models
    ACL 2026 ·
    Binghai Wang
    ,
    Yantao Liu
    ,
    Yuxuan Liu
    ,
    Tianyi Tang
    ,
    Shenzhi Wang
    ,
    Chang Gao
    ,
    Chujie Zheng
    ,
    Yichang Zhang
    ,
    Le Yu
    ,
    Shixuan Liu
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
    ,
    Bowen Yu
    ,
    Fei Huang
    ,
    Junyang Lin
  21. VRPO: Rethinking Value Modeling for Robust RL under Noisy Supervision in LLM Post-Training
    ACL 2026 ·
    Dingwei Zhu
    ,
    Shihan Dou
    ,
    Zhiheng Xi
    ,
    Senjie Jin
    ,
    Guoqiang Zhang
    ,
    Jiazheng Zhang
    ,
    Junjie Ye
    ,
    Mingxu Chai
    ,
    Enyu Zhou
    ,
    Ming Zhang
    ,
    Yuhui Wang
    ,
    Caishuang Huang
    ,
    Chenhao Huang
    ,
    Yunke Zhang
    ,
    Yuran Wang
    , Tao Gui,
    Qi Zhang
    ,
    Xipeng Qiu
    ,
    Xuanjing Huang
  22. What Makes a Good Speech Tokenizer for LLM-Centric Speech Generation? A Systematic Study
    AAAI 2026 ·
    Xiaoran Fan
    ,
    Zhichao Sun
    ,
    Yangfan Gao
    ,
    Jingfei Xiong
    ,
    Hang Yan
    ,
    Yifei Cao
    ,
    Jiajun Sun
    ,
    Shuo Li
    ,
    Zhihao Zhang
    ,
    Zhiheng Xi
    ,
    Yuhao Zhou
    ,
    Senjie Jin
    ,
    Changhao Jiang
    ,
    Junjie Ye
    ,
    Ming Zhang
    ,
    Rui Zheng
    ,
    Zhenhua Han
    ,
    Yunke Zhang
    ,
    Demei Yan
    ,
    Shaokang Dong
    ,
    Tao Ji
    , Tao Gui
  23. Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment
    ACL 2026 ·
    Yuming Yang
    ,
    Mingyoung Lai
    ,
    Wanxu Zhao
    ,
    Xiaoran Fan
    ,
    Zhiheng Xi
    ,
    Mingqi Wu
    ,
    Chiyue Huang
    ,
    Jun Zhao
    ,
    Haijun Lv
    ,
    Jian Tong
    ,
    Yunhua Zhou
    ,
    Yicheng Zou
    ,
    Qipeng Guo
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  24. AgentGym: Evaluating and Training Large Language Model-based Agents across Diverse Environments
    ACL 2025 ·
    Zhiheng Xi
    ,
    Yiwen Ding
    ,
    Wenxiang Chen
    ,
    Boyang Hong
    ,
    Honglin Guo
    ,
    Junzhe Wang
    ,
    Xin Guo
    ,
    Dingwen Yang
    ,
    Chenyang Liao
    ,
    Wei He
    ,
    Songyang Gao
    ,
    Lu Chen
    ,
    Rui Zheng
    ,
    Yicheng Zou
    , Tao Gui,
    Qi Zhang
    ,
    Xipeng Qiu
    ,
    Xuanjing Huang
    ,
    Zuxuan Wu
    ,
    Yu-Gang Jiang
  25. Alleviating Shifted Distribution in Human Preference Alignment through Meta-Learning
    AAAI 2025 ·
    Shihan Dou
    ,
    Yan Liu
    ,
    Enyu Zhou
    ,
    Songyang Gao
    ,
    Tianlong Li
    ,
    Limao Xiong
    ,
    Xin Zhao
    ,
    Haoxiang Jia
    ,
    Junjie Ye
    ,
    Rui Zheng
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  26. Analyzing the Effects of Supervised Fine-Tuning on Model Knowledge from Token and Parameter Levels
    EMNLP 2025 ·
    Junjie Ye
    ,
    Yuming Yang
    ,
    Yang Nan
    ,
    Shuo Li
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
    ,
    Peng Wang
    ,
    Zhongchao Shi
    ,
    Jianping Fan
  27. BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset
    NeurIPS 2025 ·
    Zhiheng Xi
    ,
    Guanyu Li
    ,
    Yutao Fan
    ,
    Honglin Guo
    ,
    Yufang Liu
    ,
    Xiaoran Fan
    ,
    Jiaqi Liu
    ,
    Jingchao Ding
    ,
    Wangmeng Zuo
    ,
    Zhenfei Yin
    ,
    Lei Bai
    ,
    Tao Ji
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  28. Better Process Supervision with Bi-directional Rewarding Signals
    ACL 2025 ·
    Wenxiang Chen
    ,
    Wei He
    ,
    Zhiheng Xi
    ,
    Honglin Guo
    ,
    Boyang Hong
    ,
    Jiazheng Zhang
    ,
    Nijun Li
    , Tao Gui,
    Yun Li
    ,
    Qi Zhang
    ,
    Xuanjing Huang
  29. CritiQ: Mining Data Quality Criteria from Human Preferences
    ACL 2025 ·
    Honglin Guo
    ,
    Kai Lv
    ,
    Qipeng Guo
    ,
    Tianyi Liang
    ,
    Zhiheng Xi
    ,
    Demin Song
    ,
    Qiuyinzhe Zhang
    ,
    Yu Sun
    ,
    Kai Chen
    ,
    Xipeng Qiu
    , Tao Gui
  30. Distill Visual Chart Reasoning Ability from LLMs to MLLMs
    EMNLP 2025 ·
    Wei He
    ,
    Zhiheng Xi
    ,
    Wanxu Zhao
    ,
    Xiaoran Fan
    ,
    Yiwen Ding
    ,
    Zifei Shan
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  31. EvaLearn: Quantifying the Learning Capability and Efficiency of LLMs via Sequential Problem Solving
    NeurIPS 2025 ·
    Shihan Dou
    ,
    Ming Zhang
    ,
    Chenhao Huang
    ,
    Jiayi Chen
    ,
    Feng Chen
    ,
    Shichun Liu
    ,
    Yan Liu
    ,
    Chenxiao Liu
    ,
    Cheng Zhong
    ,
    Zongzhang Zhang
    , Tao Gui,
    Chao Xin
    ,
    Wei Chengzhi
    ,
    Lin Yan
    ,
    Qi Zhang
    ,
    Xuanjing Huang
  32. Governance in Motion: Co-evolution of Constitutions and AI models for Scalable Safety
    EMNLP 2025 ·
    Chenhao Huang
    ,
    Ziyu Shen
    ,
    Yicong Ren
    ,
    Huiyuan Zheng
    ,
    Jiazheng Zhang
    ,
    Mingxu Chai
    ,
    Ming Zhang
    ,
    Shihan Dou
    ,
    Fan Mo
    ,
    Jie Shi
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  33. Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
    ICLR 2025 ·
    Shuo Li
    ,
    Tao Ji
    ,
    Xiaoran Fan
    ,
    Linsheng Lu
    ,
    Leyi Yang
    ,
    Yuming Yang
    ,
    Zhiheng Xi
    ,
    Rui Zheng
    ,
    Yuran Wang
    ,
    Xiaohui Zhao
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  34. INST-IT: Boosting Instance Understanding via Explicit Visual Prompt Instruction Tuning
    NeurIPS 2025 ·
    Wujian Peng
    ,
    Lingchen Meng
    ,
    Yitong Chen
    ,
    Yiweng Xie
    ,
    Yang Liu
    , Tao Gui,
    Hang Xu
    ,
    Xipeng Qiu
    ,
    Zuxuan Wu
    ,
    Yu-Gang Jiang
  35. LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
    EMNLP 2025 ·
    Ming Zhang
    ,
    Yujiong Shen
    ,
    Zelin Li
    ,
    Huayu Sha
    ,
    Binze Hu
    ,
    Yuhui Wang
    ,
    Chenhao Huang
    ,
    Shichun Liu
    ,
    Jingqi Tong
    ,
    Changhao Jiang
    ,
    Mingxu Chai
    ,
    Zhiheng Xi
    ,
    Shihan Dou
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  36. LoRACoE: Improving Large Language Model via Composition-based LoRA Expert
    EMNLP 2025 ·
    Guanyu Li
    ,
    Zhiheng Xi
    ,
    Zhihao Zhang
    ,
    Boyang Hong
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  37. Lost in the Context: Insufficient and Distracted Attention to Contexts in Preference Modeling
    ACL 2025 ·
    Shihan Dou
    ,
    Jiayi Chen
    ,
    Chenhao Huang
    ,
    Feng Chen
    ,
    Wei Chengzhi
    ,
    Huiyuan Zheng
    ,
    Shichun Liu
    ,
    Yan Liu
    ,
    Chenxiao Liu
    ,
    Chao Xin
    ,
    Lin Yan
    ,
    Zongzhang Zhang
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  38. Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric
    ACL 2025 ·
    Yuming Yang
    ,
    Yang Nan
    ,
    Junjie Ye
    ,
    Shihan Dou
    ,
    Xiao Wang
    ,
    Shuo Li
    ,
    Huijie Lv
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  39. Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations
    EMNLP 2025 ·
    Shuo Li
    ,
    Jiajun Sun
    ,
    Guodong Zheng
    ,
    Xiaoran Fan
    ,
    Yujiong Shen
    ,
    Yi Lu
    ,
    Zhiheng Xi
    ,
    Yuming Yang
    ,
    Wenming Tan
    ,
    Tao Ji
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  40. Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling
    NAACL 2025 ·
    Yiwen Ding
    ,
    Zhiheng Xi
    ,
    Wei He
    ,
    Lizhuoyuan Lizhuoyuan
    ,
    Yitao Zhai
    ,
    Shi Xiaowei
    ,
    Xunliang Cai
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  41. Multi-Programming Language Sandbox for LLMs
    ACL 2025 ·
    Shihan Dou
    ,
    Jiazheng Zhang
    ,
    Jianxiang Zang
    ,
    Yunbo Tao
    ,
    Weikang Zhou
    ,
    Haoxiang Jia
    ,
    Shichun Liu
    ,
    Yuming Yang
    ,
    Shenxi Wu
    ,
    Zhiheng Xi
    ,
    Muling Wu
    ,
    Rui Zheng
    ,
    Changze Lv
    ,
    Limao Xiong
    ,
    Shaoqing Zhang
    ,
    Lin Zhang
    ,
    Wenyu Zhan
    ,
    Rongxiang Weng
    ,
    Jingang Wang
    ,
    Xunliang Cai
    ,
    Yueming Wu
    ,
    Ming Wen
    ,
    Yixin Cao
    , Tao Gui,
    Xipeng Qiu
    ,
    Qi Zhang
    ,
    Xuanjing Huang
  42. PFDial: A Structured Dialogue Instruction Fine-tuning Method Based on UML Flowcharts
    ACL 2025 ·
    Ming Zhang
    ,
    Yuhui Wang
    ,
    Yujiong Shen
    ,
    Tingyi Yang
    ,
    Changhao Jiang
    ,
    Yilong Wu
    ,
    Shihan Dou
    ,
    Qinhao Chen
    ,
    Zhiheng Xi
    ,
    Zhihao Zhang
    ,
    Yi Dong
    ,
    Zhen Wang
    ,
    Zhihui Fei
    ,
    Mingyang Wan
    ,
    Tao Liang
    ,
    Guojun Ma
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
  43. Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning
    EMNLP 2025 ·
    Senjie Jin
    ,
    Lu Chen
    ,
    Zhiheng Xi
    ,
    Yuhui Wang
    ,
    Sirui Song
    ,
    Yuhao Zhou
    ,
    Xinbo Zhang
    ,
    Peng Sun
    ,
    Hong Lu
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  44. Pre-Trained Policy Discriminators are General Reward Models
    NeurIPS 2025 ·
    Shihan Dou
    ,
    Shichun Liu
    ,
    Yuming Yang
    ,
    Yicheng Zou
    ,
    Yunhua Zhou
    ,
    Shuhao Xing
    ,
    Chenhao Huang
    ,
    Qiming Ge
    ,
    Haijun Lv
    ,
    Demin Song
    ,
    Songyang Gao
    ,
    Chengqi Lyu
    ,
    Enyu Zhou
    ,
    Honglin Guo
    ,
    Zhiheng Xi
    ,
    Qipeng Guo
    ,
    Wenwei Zhang
    , Tao Gui,
    Qi Zhang
    ,
    Xipeng Qiu
    ,
    Xuanjing Huang
    ,
    Kai Chen
  45. RMB: Comprehensively benchmarking reward models in LLM alignment
    ICLR 2025 ·
    Enyu Zhou
    ,
    Guodong Zheng
    ,
    Binghai Wang
    ,
    Zhiheng Xi
    ,
    Shihan Dou
    ,
    Rong Bao
    ,
    Wei Shen
    ,
    Limao Xiong
    ,
    Jessica Fan
    ,
    Yurong Mou
    ,
    Rui Zheng
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  46. SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Models
    CVPR 2025 ·
    Yongting Zhang
    ,
    Lu Chen
    ,
    Guodong Zheng
    ,
    Yifeng Gao
    ,
    Rui Zheng
    ,
    Jinlan Fu
    ,
    Zhenfei Yin
    ,
    Senjie Jin
    ,
    Yu Qiao
    ,
    Xuanjing Huang
    ,
    Feng Zhao
    , Tao Gui,
    Jing Shao
  47. TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use
    EMNLP 2025 ·
    Junjie Ye
    ,
    Yilong Wu
    ,
    Sixian Li
    ,
    Yuming Yang
    ,
    Zhiheng Xi
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
    ,
    Peng Wang
    ,
    Zhongchao Shi
    ,
    Jianping Fan
    ,
    Zhengyin Du
  48. ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use
    ACL 2025 ·
    Junjie Ye
    ,
    Zhengyin Du
    ,
    Xuesong Yao
    ,
    Weijian Lin
    ,
    Yufei Xu
    ,
    Zehui Chen
    ,
    Zaiyuan Wang
    ,
    Sining Zhu
    ,
    Zhiheng Xi
    ,
    Siyu Yuan
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
    ,
    Jiecao Chen
  49. Toward Optimal LLM Alignments Using Two-Player Games
    EMNLP 2025 ·
    Rui Zheng
    ,
    Hongyi Guo
    ,
    Zhihan Liu
    ,
    Xiaoying Zhang
    ,
    Yuanshun Yao
    ,
    Xiaojun Xu
    ,
    Zhaoran Wang
    ,
    Zhiheng Xi
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
    ,
    Yang Liu
    ,
    Hang Li
  50. Towards Economical Inference: Enabling DeepSeek's Multi-Head Latent Attention in Any Transformer-based LLMs
    ACL 2025 ·
    Tao Ji
    ,
    Bin Guo
    ,
    Yuanbin Wu
    ,
    Qipeng Guo
    ,
    Shenlixing Shenlixing
    ,
    Chenzhan Chenzhan
    ,
    Xipeng Qiu
    ,
    Qi Zhang
    , Tao Gui
  51. Understanding Parametric and Contextual Knowledge Reconciliation within Large Language Models
    NeurIPS 2025 ·
    Jun Zhao
    ,
    Yongzhuo Yang
    ,
    Xiang Hu
    ,
    Jingqi Tong
    ,
    Yi Lu
    ,
    Wei Wu
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  52. UniPaint: Unified Space-Time Video Inpainting via Mixture-of-Experts
    ICCV 2025 ·
    Zhen Wan
    ,
    Chenyang Qi
    ,
    Zhiheng Liu
    , Tao Gui,
    Yue Ma
  53. AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling
    ACL 2024 ·
    Jun Zhan
    ,
    Junqi Dai
    ,
    Jiasheng Ye
    ,
    Yunhua Zhou
    ,
    Dong Zhang
    ,
    Zhigeng Liu
    ,
    Xin Zhang
    ,
    Ruibin Yuan
    ,
    Ge Zhang
    ,
    Linyang Li
    ,
    Hang Yan
    ,
    Jie Fu
    , Tao Gui,
    Tianxiang Sun
    ,
    Yu-Gang Jiang
    ,
    Xipeng Qiu
  54. Enhancing Contrastive Learning with Noise-Guided Attack: Towards Continual Relation Extraction in the Wild
    ACL 2024 ·
    Ting Wu
    ,
    Jingyi Liu
    ,
    Rui Zheng
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  55. Improving Discriminative Capability of Reward Models in RLHF Using Contrastive Learning
    EMNLP 2024 ·
    Lu Chen
    ,
    Rui Zheng
    ,
    Binghai Wang
    ,
    Senjie Jin
    ,
    Caishuang Huang
    ,
    Junjie Ye
    ,
    Zhihao Zhang
    ,
    Yuhao Zhou
    ,
    Zhiheng Xi
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  56. Improving Generalization of Alignment with Human Preferences through Group Invariant Learning
    ICLR 2024 ·
    Rui Zheng
    ,
    Wei Shen
    ,
    Yuan Hua
    ,
    Wenbin Lai
    ,
    Shihan Dou
    ,
    Yuhao Zhou
    ,
    Zhiheng Xi
    ,
    Xiao Wang
    ,
    Haoran Huang
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  57. LLMEval: A Preliminary Study on How to Evaluate Large Language Models
    AAAI 2024 ·
    Yue Zhang
    ,
    Ming Zhang
    ,
    Haipeng Yuan
    ,
    Shichun Liu
    ,
    Yongyao Shi
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  58. LONGAGENT: Achieving Question Answering for 128k-Token-Long Documents through Multi-Agent Collaboration
    EMNLP 2024 ·
    Jun Zhao
    ,
    Can Zu
    ,
    Xu Hao
    ,
    Yi Lu
    ,
    Wei He
    ,
    Yiwen Ding
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  59. Length Generalization of Causal Transformers without Position Encoding
    ACL 2024 ·
    Jie Wang
    ,
    Tao Ji
    ,
    Yuanbin Wu
    ,
    Hang Yan
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
    ,
    Xiaoling Wang
  60. LoRAMoE: Alleviating World Knowledge Forgetting in Large Language Models via MoE-Style Plugin
    ACL 2024 ·
    Shihan Dou
    ,
    Enyu Zhou
    ,
    Yan Liu
    ,
    Songyang Gao
    ,
    Wei Shen
    ,
    Limao Xiong
    ,
    Yuhao Zhou
    ,
    Xiao Wang
    ,
    Zhiheng Xi
    ,
    Xiaoran Fan
    ,
    Shiliang Pu
    ,
    Jiang Zhu
    ,
    Rui Zheng
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  61. LongHeads: Multi-Head Attention is Secretly a Long Context Processor
    EMNLP 2024 ·
    Yi Lu
    ,
    Xin Zhou
    ,
    Wei He
    ,
    Jun Zhao
    ,
    Tao Ji
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  62. Making Harmful Behaviors Unlearnable for Large Language Models
    ACL 2024 ·
    Xin Zhou
    ,
    Yi Lu
    ,
    Ruotian Ma
    ,
    Yujian Wei
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  63. Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding
    EMNLP 2024 ·
    Chong Zhang
    ,
    Yi Tu
    ,
    Yixi Zhao
    ,
    Chenshu Yuan
    ,
    Huan Chen
    ,
    Yue Zhang
    ,
    Mingxu Chai
    ,
    Ya Guo
    ,
    Huijia Zhu
    ,
    Qi Zhang
    , Tao Gui
  64. Navigating the OverKill in Large Language Models
    ACL 2024 ·
    Chenyu Shi
    ,
    Xiao Wang
    ,
    Qiming Ge
    ,
    Songyang Gao
    ,
    Xianjun Yang
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
    ,
    Xun Zhao
    ,
    Dahua Lin
  65. P4: Plug-and-Play Discrete Prompting for Large Language Models Personalization
    ACL 2024 ·
    Yuansen Zhang
    ,
    Xiao Wang
    ,
    Tianze Chen
    ,
    Jiayi Fu
    , Tao Gui,
    Qi Zhang
  66. PDF-to-Tree: Parsing PDF Text Blocks into a Tree
    EMNLP 2024 ·
    Yue Zhang
    ,
    Zhihao Zhang
    ,
    Wenbin Lai
    ,
    Chong Zhang
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  67. Rescue: Ranking LLM Responses with Partial Ordering to Improve Response Generation
    ACL 2024 ·
    Yikun Wang
    ,
    Rui Zheng
    ,
    Haoming Li
    ,
    Qi Zhang
    , Tao Gui,
    Fei Liu
  68. Reward Modeling Requires Automatic Adjustment Based on Data Quality
    EMNLP 2024 ·
    Binghai Wang
    ,
    Rui Zheng
    ,
    Lu Chen
    ,
    Zhiheng Xi
    ,
    Wei Shen
    ,
    Yuhao Zhou
    ,
    Dong Yan
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  69. RoTBench: A Multi-Level Benchmark for Evaluating the Robustness of Large Language Models in Tool Learning
    EMNLP 2024 ·
    Junjie Ye
    ,
    Yilong Wu
    ,
    Songyang Gao
    ,
    Caishuang Huang
    ,
    Sixian Li
    ,
    Guanyu Li
    ,
    Xiaoran Fan
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
  70. Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large Language Models
    NAACL 2024 ·
    Wei He
    ,
    Shichun Liu
    ,
    Jun Zhao
    ,
    Yiwen Ding
    ,
    Yi Lu
    ,
    Zhiheng Xi
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  71. StepCoder: Improving Code Generation with Reinforcement Learning from Compiler Feedback
    ACL 2024 ·
    Shihan Dou
    ,
    Yan Liu
    ,
    Haoxiang Jia
    ,
    Enyu Zhou
    ,
    Limao Xiong
    ,
    Junjie Shan
    ,
    Caishuang Huang
    ,
    Xiao Wang
    ,
    Xiaoran Fan
    ,
    Zhiheng Xi
    ,
    Yuhao Zhou
    ,
    Tao Ji
    ,
    Rui Zheng
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
  72. ToolSword: Unveiling Safety Issues of Large Language Models in Tool Learning Across Three Stages
    ACL 2024 ·
    Junjie Ye
    ,
    Sixian Li
    ,
    Guanyu Li
    ,
    Caishuang Huang
    ,
    Songyang Gao
    ,
    Yilong Wu
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
  73. Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning
    ICML 2024 ·
    Zhiheng Xi
    ,
    Wenxiang Chen
    ,
    Boyang Hong
    ,
    Senjie Jin
    ,
    Rui Zheng
    ,
    Wei He
    ,
    Yiwen Ding
    ,
    Shichun Liu
    ,
    Xin Guo
    ,
    Junzhe Wang
    ,
    Honglin Guo
    ,
    Wei Shen
    ,
    Xiaoran Fan
    ,
    Yuhao Zhou
    ,
    Shihan Dou
    ,
    Xiao Wang
    ,
    Xinbo Zhang
    ,
    Peng Sun
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang
  74. TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilities
    EMNLP 2024 ·
    Ming Zhang
    ,
    Caishuang Huang
    ,
    Yilong Wu
    ,
    Shichun Liu
    ,
    Huiyuan Zheng
    ,
    Yurui Dong
    ,
    Yujiong Shen
    ,
    Shihan Dou
    ,
    Jun Zhao
    ,
    Junjie Ye
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
  75. Unveiling Linguistic Regions in Large Language Models
    ACL 2024 ·
    Zhihao Zhang
    ,
    Jun Zhao
    ,
    Qi Zhang
    , Tao Gui,
    Xuanjing Huang
  76. Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs
    EMNLP 2024 ·
    Xin Zhou
    ,
    Ping Nie
    ,
    Yiwen Guo
    ,
    Haojie Wei
    ,
    Zhanqiu Zhang
    ,
    Pasquale Minervini
    ,
    Ruotian Ma
    , Tao Gui,
    Qi Zhang
    ,
    Xuanjing Huang