Aligning Large Language Models with Human: A Survey. - Yufei Wang 005; Wanjun Zhong; Liangyou Li; Fei Mi; Xingshan Zeng; Wenyong Huang; Lifeng Shang; Xin Jiang 002; Qun Liu 001 (CoRR, 2023)

SELF: Language-Driven Self-Evolution for Large Language Model. - Jianqiao Lu; Wanjun Zhong; Wenyong Huang; Yufei Wang 005; Fei Mi; Baojun Wang; Weichao Wang; Lifeng Shang; Qun Liu 001 (CoRR, 2023)

M4LE: A Multi-Ability Multi-Range Multi-Task Multi-Domain Long-Context Evaluation Benchmark for Large Language Models. - Wai-Chung Kwan; Xingshan Zeng; Yufei Wang 005; Yusen Sun; Liangyou Li; Lifeng Shang; Qun Liu 001; Kam-Fai Wong (CoRR, 2023)

A Survey of the Evolution of Language Model-Based Dialogue Systems. - Hongru Wang 003; Lingzhi Wang 001; Yiming Du; Liang Chen 001; Jingyan Zhou; Yufei Wang 005; Kam-Fai Wong (CoRR, 2023)

Data Management For Large Language Models: A Survey. - Zige Wang; Wanjun Zhong; Yufei Wang 005; Qi Zhu 011; Fei Mi; Baojun Wang; Lifeng Shang; Xin Jiang 002; Qun Liu 001 (CoRR, 2023)

FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language Models. - Yuxin Jiang; Yufei Wang 005; Xingshan Zeng; Wanjun Zhong; Liangyou Li; Fei Mi; Lifeng Shang; Xin Jiang 002; Qun Liu 001; Wei Wang (ACL (1), 2024)

Learning to Edit: Aligning LLMs with Knowledge Editing. - Yuxin Jiang; Yufei Wang 005; Chuhan Wu; Wanjun Zhong; Xingshan Zeng; Jiahui Gao; Liangyou Li; Xin Jiang 002; Lifeng Shang; Ruiming Tang; Qun Liu 001; Wei Wang (ACL (1), 2024)

M4LE: A Multi-Ability Multi-Range Multi-Task Multi-Domain Long-Context Evaluation Benchmark for Large Language Models. - Wai-Chung Kwan; Xingshan Zeng; Yufei Wang 005; Yusen Sun; Liangyou Li; Yuxin Jiang; Lifeng Shang; Qun Liu 001; Kam-Fai Wong (ACL (1), 2024)

MT-Eval: A Multi-Turn Capabilities Evaluation Benchmark for Large Language Models. - Wai-Chung Kwan; Xingshan Zeng; Yuxin Jiang; Yufei Wang 005; Liangyou Li; Lifeng Shang; Xin Jiang 002; Qun Liu 001; Kam-Fai Wong (EMNLP, 2024)

UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems. - Hongru Wang 003; Wenyu Huang; Yang Deng 002; Rui Wang 092; Zezhong Wang 004; Yufei Wang 005; Fei Mi; Jeff Z. Pan; Kam-Fai Wong (CoRR, 2024)

YODA: Teacher-Student Progressive Learning for Language Models. - Jianqiao Lu; Wanjun Zhong; Yufei Wang 005; Zhijiang Guo; Qi Zhu 011; Wenyong Huang; Yanlin Wang 001; Fei Mi; Baojun Wang; Yasheng Wang; Lifeng Shang; Xin Jiang 002; et al. (CoRR, 2024)

Mitigating Large Language Model Hallucination with Faithful Finetuning. - Minda Hu; Bowei He; Yufei Wang 005; Liangyou Li; Chen Ma 001; Irwin King (CoRR, 2024)

Chain-of-Probe: Examing the Necessity and Accuracy of CoT Step-by-Step. - Zezhong Wang 004; Xingshan Zeng; Weiwen Liu; Yufei Wang 005; Liangyou Li; Yasheng Wang; Lifeng Shang; Xin Jiang 002; Qun Liu 001; Kam-Fai Wong (CoRR, 2024)

Entropy Law: The Story Behind Data Compression and LLM Performance. - Mingjia Yin; Chuhan Wu; Yufei Wang 005; Hao Wang 076; Wei Guo 006; Yasheng Wang; Yong Liu 020; Ruiming Tang; Defu Lian; Enhong Chen (CoRR, 2024)

NILE: Internal Consistency Alignment in Large Language Models. - Minda Hu; Qiyuan Zhang; Yufei Wang 005; Bowei He; Hongru Wang 003; Jingyan Zhou; Liangyou Li; Yasheng Wang; Chen Ma 001; Irwin King (CoRR, 2024)

Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges. - Hongru Wang 003; Wenyu Huang; Yufei Wang 005; Yuanhao Xi; Jianqiao Lu; Huan Zhang; Nan Hu; Zeming Liu; Jeff Z. Pan; Kam-Fai Wong (ACL (Findings), 2025)

Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction. - Yuxin Jiang; Yufei Wang 005; Chuhan Wu; Xinyi Dai; Yan Xu; Weinan Gan; Yasheng Wang; Xin Jiang 002; Lifeng Shang; Ruiming Tang; Wei Wang (ACL (Findings), 2025)

Crowd Comparative Reasoning: Unlocking Comprehensive Evaluations for LLM-as-a-Judge. - Qiyuan Zhang; Yufei Wang 005; Yuxin Jiang; Liangyou Li; Chuhan Wu; Yasheng Wang; Xin Jiang 002; Lifeng Shang; Ruiming Tang; Fuyuan Lyu; Chen Ma 001 (ACL (1), 2025)

G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model. - Jiahui Gao; Renjie Pi; Jipeng Zhang; Jiacheng Ye; Wanjun Zhong; Yufei Wang 005; Lanqing Hong; Jianhua Han; Hang Xu 004; Zhenguo Li; Lingpeng Kong (ICLR, 2025)

Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization. - Yuxin Jiang; Bo Huang; Yufei Wang 005; Xingshan Zeng; Liangyou Li; Yasheng Wang; Xin Jiang 002; Lifeng Shang; Ruiming Tang; Wei Wang (ICLR, 2025)

RevisEval: Improving LLM-as-a-Judge via Response-Adapted References. - Qiyuan Zhang; Yufei Wang 005; Tiezheng Yu; Yuxin Jiang; Chuhan Wu; Liangyou Li; Yasheng Wang; Xin Jiang 002; Lifeng Shang; Ruiming Tang; Fuyuan Lyu; Chen Ma 001 (ICLR, 2025)

Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step. - Zezhong Wang 004; Xingshan Zeng; Weiwen Liu; Yufei Wang 005; Liangyou Li; Yasheng Wang; Lifeng Shang; Xin Jiang 002; Qun Liu 001; Kam-Fai Wong (NAACL (Findings), 2025)

Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving. - Xin Xu; Yan Xu; Tianhao Chen; Yuchen Yan; Chengwu Liu 001; Zaoyu Chen; Yufei Wang 005; Yichun Yin; Yasheng Wang; Lifeng Shang; Qun Liu 001 (CoRR, 2025)

Pangu Ultra: Pushing the Limits of Dense Large Language Models on Ascend NPUs. - Yichun Yin; Wenyong Huang; Kaikai Song; Yehui Tang; Xueyu Wu; Wei Guo 006; Peng Guo; Yaoyuan Wang; Xiaojun Meng; Yasheng Wang; Dong Li 016; Can Chen; et al. (CoRR, 2025)

Pangu Ultra MoE: How to Train Your Big MoE on Ascend NPUs. - Yehui Tang; Yichun Yin; Yaoyuan Wang; Hang Zhou; Yu Pan; Wei Guo 006; Zhiguo Zhang; Miao Rang; Fangcheng Liu; Naifu Zhang; Binghan Li; Yonghan Dong; et al. (CoRR, 2025)

Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs' Reasoning. - Zezhong Wang 004; Xingshan Zeng; Weiwen Liu; Yufei Wang 005; Liangyou Li; Yasheng Wang; Lifeng Shang; Xin Jiang 002; Qun Liu 001; Kam-Fai Wong (CoRR, 2025)

From General to Targeted Rewards: Surpassing GPT-4 in Open-Ended Long-Context Generation. - Zhihan Guo; Jiele Wu; Wenqian Cui; Yifei Zhang; Minda Hu; Yufei Wang 005; Irwin King (CoRR, 2025)