InstructIE: A Bilingual Instruction-based Information Extraction Dataset. - Honghao Gui; Shuofei Qiao; Jintian Zhang; Hongbin Ye; Mengshu Sun; Lei Liang 002; Huajun Chen; Ningyu Zhang 001 (CoRR, 2023)

Unified Hallucination Detection for Multimodal Large Language Models. - Xiang Chen 016; Chenxi Wang; Yida Xue; Ningyu Zhang 001; Xiaoyan Yang; Qiang Li 022; Yue Shen; Lei Liang 002; Jinjie Gu; Huajun Chen (ACL (1), 2024)

IEPile: Unearthing Large Scale Schema-Conditioned Information Extraction Corpus. - Honghao Gui; Lin Yuan; Hongbin Ye; Ningyu Zhang 001; Mengshu Sun; Lei Liang 002; Huajun Chen (ACL (Short Papers), 2024)

Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion. - Yichi Zhang 009; Zhuo Chen 007; Lei Liang 002; Huajun Chen; Wen Zhang 015 (LREC/COLING, 2024)

Prompt-fused Framework for Inductive Logical Query Answering. - Zezhong Xu; Wen Zhang 015; Peng Ye 007; Lei Liang 002; Huajun Chen (LREC/COLING, 2024)

Editing Conceptual Knowledge for Large Language Models. - Xiaohan Wang; Shengyu Mao; Shumin Deng; Yunzhi Yao; Yue Shen; Lei Liang 002; Jinjie Gu; Huajun Chen; Ningyu Zhang 001 (EMNLP (Findings), 2024)

OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs. - Jintian Zhang; Cheng Peng; Mengshu Sun; Xiang Chen 016; Lei Liang 002; Zhiqiang Zhang 012; Jun Zhou 011; Huajun Chen; Ningyu Zhang 001 (EMNLP (Findings), 2024)

AntDT: A Self-Adaptive Distributed Training Framework for Leader and Straggler Nodes. - Youshao Xiao; Lin Ju; Zhenglei Zhou; Siyuan Li; Zhaoxin Huan; Dalong Zhang; Rujie Jiang; Lin Wang 098; Xiaolu Zhang; Lei Liang 002; Jun Zhou 011 (ICDE, 2024)

Efficient and Effective Anchored Densest Subgraph Search: A Convex-programming based Approach. - Xiaowei Ye; Rong-Hua Li; Lei Liang 002; Zhizhen Liu; Longlong Lin; Guoren Wang (KDD, 2024)

Rethinking Memory and Communication Costs for Efficient Data Parallel Training of Large Language Models. - Hanxiao Zhang; Lin Ju; Chan Wu; Jinjing Huang; Youshao Xiao; Zhenglei Zhou; Zhiming Fan; Zhaoxin Huan; Siyuan Li; Fanzhuang Meng; Lei Liang 002; Xiaolu Zhang; et al. (NeurIPS, 2024)

InstructIE: A Bilingual Instruction-based Information Extraction Dataset. - Honghao Gui; Shuofei Qiao; Jintian Zhang; Hongbin Ye; Mengshu Sun; Lei Liang 002; Jeff Z. Pan; Huajun Chen; Ningyu Zhang 001 (ISWC (3), 2024)

OneEdit: A Neural-Symbolic Collaboratively Knowledge Editing System. - Ningyu Zhang 001; Zekun Xi; Yujie Luo; Peng Wang 104; Bozhong Tian; Yunzhi Yao; Jintian Zhang; Shumin Deng; Mengshu Sun; Lei Liang 002; Zhiqiang Zhang 012; Xiaowei Zhu; et al. (VLDB Workshops, 2024)

A Comprehensive Study of Knowledge Editing for Large Language Models. - Ningyu Zhang 001; Yunzhi Yao; Bozhong Tian; Peng Wang 104; Shumin Deng; Mengru Wang; Zekun Xi; Shengyu Mao; Jintian Zhang; Yuansheng Ni; Siyuan Cheng 008; Ziwen Xu; et al. (CoRR, 2024)

GLISP: A Scalable GNN Learning System by Exploiting Inherent Structural Properties of Graphs. - Zhongshu Zhu; Bin Jing; Xiaopei Wan; Zhizhen Liu; Lei Liang 002; Jun Zhou 011 (CoRR, 2024)

IEPile: Unearthing Large-Scale Schema-Based Information Extraction Corpus. - Honghao Gui; Lin Yuan; Hongbin Ye; Ningyu Zhang 001; Mengshu Sun; Lei Liang 002; Huajun Chen (CoRR, 2024)

AntBatchInfer: Elastic Batch Inference in the Kubernetes Cluster. - Siyuan Li; Youshao Xiao; Fanzhuang Meng; Lin Ju; Lei Liang 002; Lin Wang 098; Jun Zhou 011 (CoRR, 2024)

Multi-domain Knowledge Graph Collaborative Pre-training and Prompt Tuning for Diverse Downstream Tasks. - Yichi Zhang 009; Binbin Hu; Zhuo Chen 007; Lingbing Guo; Ziqi Liu; Zhiqiang Zhang 012; Lei Liang 002; Huajun Chen; Wen Zhang 015 (CoRR, 2024)

RuleAlign: Making Large Language Models Better Physicians with Diagnostic Rule Alignment. - Xiaohan Wang; Xiaoyan Yang; Yuqi Zhu; Yue Shen; Jian Wang; Peng Wei; Lei Liang 002; Jinjie Gu; Huajun Chen; Ningyu Zhang 001 (CoRR, 2024)

KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation. - Lei Liang 002; Mengshu Sun; Zhengke Gui; Zhongshu Zhu; Zhouyu Jiang; Ling Zhong; Yuan Qu; Peilong Zhao; Zhongpu Bo; Jin Yang; Huaidong Xiong; Lin Yuan; et al. (CoRR, 2024)

UniHR: Hierarchical Representation Learning for Unified Knowledge Graph Link Prediction. - Zhiqiang Liu; Mingyang Chen; Yin Hua; Zhuo Chen 007; Ziqi Liu; Lei Liang 002; Huajun Chen; Wen Zhang 015 (CoRR, 2024)

KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection. - Peng Yi; Lei Liang 002; Zhang Da; Chen Yong; Jinye Zhu; Xiangyu Liu; Kun Tang; Jialin Chen; Hao Lin; Leijie Qiu; Jun Zhou 011 (Proc. VLDB Endow., 2024)

InBox: Recommendation with Knowledge Graph using Interest Box Embedding. - Zezhong Xu; Yincen Qu; Wen Zhang 015; Lei Liang 002; Huajun Chen (Proc. VLDB Endow., 2024)

TrustUQA: A Trustful Framework for Unified Structured Data Question Answering. - Wen Zhang 015; Long Jin; Yushan Zhu; Jiaoyan Chen 001; Zhiwei Huang; Junjie Wang; Yin Hua; Lei Liang 002; Huajun Chen (AAAI, 2025)

EventRAG: Enhancing LLM Generation with Event Knowledge Graphs. - Zairun Yang; Yilin Wang; Zhengyan Shi; Yuan Yao; Lei Liang 002; Keyan Ding; Emine Yilmaz; Huajun Chen; Qiang Zhang 026 (ACL (1), 2025)

Have We Designed Generalizable Structural Knowledge Promptings? Systematic Evaluation and Rethinking. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Shaokai Chen; Mengshu Sun; Binbin Hu; Zhiqiang Zhang 012; Lei Liang 002; Wen Zhang 015; Huajun Chen (ACL (1), 2025)

Croppable Knowledge Graph Embedding. - Yushan Zhu; Wen Zhang 015; Zhiqiang Liu; Mingyang Chen; Lei Liang 002; Huajun Chen (ACL (1), 2025)

MultiRAG: A Knowledge-Guided Framework for Mitigating Hallucination in Multi-Source Retrieval Augmented Generation. - Wenlong Wu; Haofen Wang; Bohan Li; Peixuan Huang; Xinzhe Zhao; Lei Liang 002 (ICDE, 2025)

KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents. - Yuqi Zhu; Shuofei Qiao; Yixin Ou; Shumin Deng; Shiwei Lyu; Yue Shen; Lei Liang 002; Jinjie Gu; Huajun Chen; Ningyu Zhang 001 (NAACL (Findings), 2025)

Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach. - Zhouyu Jiang; Mengshu Sun; Lei Liang 002; Zhiqiang Zhang 012 (WWW (Companion Volume), 2025)

KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation. - Lei Liang 002; Zhongpu Bo; Zhengke Gui; Zhongshu Zhu; Ling Zhong; Peilong Zhao; Mengshu Sun; Zhiqiang Zhang 012; Jun Zhou 011; Wenguang Chen; Wen Zhang 015; Huajun Chen (WWW (Companion Volume), 2025)

OneKE: A Dockerized Schema-Guided LLM Agent-based Knowledge Extraction System. - Yujie Luo; Xiangyuan Ru; Kangwei Liu; Lin Yuan; Mengshu Sun; Ningyu Zhang 001; Lei Liang 002; Zhiqiang Zhang 012; Jun Zhou 011; Lanning Wei; Da Zheng; Haofen Wang; et al. (WWW (Companion Volume), 2025)

ShapeShifter: Workload-Aware Adaptive Evolving Index Structures Based on Learned Models. - Hui Wang 074; Xin Wang 030; Jiake Ge; Lei Liang 002; Peng Yi (WWW, 2025)

LookAhead Tuning: Safer Language Models via Partial Answer Previews. - Kangwei Liu; Mengru Wang; Yujie Luo; Lin Yuan; Mengshu Sun; Ningyu Zhang 001; Lei Liang 002; Zhiqiang Zhang 012; Jun Zhou 011; Huajun Chen (CoRR, 2025)

SciCUEval: A Comprehensive Dataset for Evaluating Scientific Context Understanding in Large Language Models. - Jing Yu; Yuqi Tang; Kehua Feng; Mingyang Rao; Lei Liang 002; Zhiqiang Zhang 012; Mengshu Sun; Wen Zhang 015; Qiang Zhang 026; Keyan Ding; Huajun Chen (CoRR, 2025)

RiOT: Efficient Prompt Refinement with Residual Optimization Tree. - Chenyi Zhou; Zhengyan Shi; Yuan Yao; Lei Liang 002; Huajun Chen; Qiang Zhang 026 (CoRR, 2025)

KAG-Thinker: Interactive Thinking and Deep Reasoning in LLMs via Knowledge-Augmented Generation. - Dalong Zhang; Jun Xu 030; Jun Zhou 011; Lei Liang 002; Lin Yuan; Ling Zhong; Mengshu Sun; Peilong Zhao; QiWei Wang; Xiaorui Wang; Xinkai Du; Yangyang Hou; et al. (CoRR, 2025)

SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs. - Zhiqiang Liu; Enpei Niu; Yin Hua; Mengshu Sun; Lei Liang 002; Huajun Chen; Wen Zhang 015 (CoRR, 2025)