On Robustness and Bias Analysis of BERT-Based Relation Extraction. - Luoqiu Li; Xiang Chen 016; Hongbin Ye; Zhen Bi; Shumin Deng; Ningyu Zhang 001; Huajun Chen (CCKS, 2021)

Disentangled Contrastive Learning for Learning Robust Textual Representations. - Xiang Chen 016; Xin Xie 006; Zhen Bi; Hongbin Ye; Shumin Deng; Ningyu Zhang 001; Huajun Chen (CICAI (2), 2021)

Document-level Relation Extraction as Semantic Segmentation. - Ningyu Zhang 001; Xiang Chen 016; Xin Xie 006; Shumin Deng; Chuanqi Tan; Mosha Chen; Fei Huang 002; Luo Si; Huajun Chen (IJCAI, 2021)

Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction. - Luoqiu Li; Xiang Chen 016; Zhen Bi; Xin Xie 006; Shumin Deng; Ningyu Zhang 001; Chuanqi Tan; Mosha Chen; Huajun Chen (IJCKG, 2021)

AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba. - Ningyu Zhang 001; Qianghuai Jia; Shumin Deng; Xiang Chen 016; Hongbin Ye; Hui Chen 018; Huaixiao Tou; Gang Huang 004; Zhao Wang; Nengwei Hua; Huajun Chen (KDD, 2021)

ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning. - Xin Xie 006; Xiangnan Chen; Xiang Chen 016; Yong Wang; Ningyu Zhang 001; Shumin Deng; Huajun Chen (SemEval@ACL/IJCNLP, 2021)

Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction. - Luoqiu Li; Xiang Chen 016; Ningyu Zhang 001; Shumin Deng; Xin Xie 006; Chuanqi Tan; Mosha Chen; Fei Huang 002; Huajun Chen (CoRR, 2021)

CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark. - Ningyu Zhang 001; Zhen Bi; Xiaozhuan Liang; Lei Li 040; Xiang Chen 016; Shumin Deng; Luoqiu Li; Hongbin Ye; Xin Shang; Kangping Yin; Chuanqi Tan; Jian Xu; et al. (CoRR, 2021)

SentiPrompt: Sentiment Knowledge Enhanced Prompt-Tuning for Aspect-Based Sentiment Analysis. - Chengxi Li 002; Feiyu Gao; Jiajun Bu; Lu Xu; Xiang Chen 016; Yu Gu 001; Zirui Shao; Qi Zheng 002; Ningyu Zhang 001; Yongpan Wang; Zhi Yu (CoRR, 2021)

LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting. - Xiang Chen 016; Lei Li 040; Shumin Deng; Chuanqi Tan; Changliang Xu; Fei Huang 002; Luo Si; Huajun Chen; Ningyu Zhang 001 (COLING, 2022)

Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study. - Xin Xu 010; Xiang Chen 016; Ningyu Zhang 001; Xin Xie 006; Xi Chen 003; Huajun Chen (EMNLP (Findings), 2022)

DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population. - Ningyu Zhang 001; Xin Xu 010; Liankuan Tao; Haiyang Yu 003; Hongbin Ye; Shuofei Qiao; Xin Xie 006; Xiang Chen 016; Zhoubo Li; Lei Li 040 (EMNLP (Demos), 2022)

Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners. - Ningyu Zhang 001; Luoqiu Li; Xiang Chen 016; Shumin Deng; Zhen Bi; Chuanqi Tan; Fei Huang 002; Huajun Chen (ICLR, 2022)

Good Visual Guidance Make A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction. - Xiang Chen 016; Ningyu Zhang 001; Lei Li 040; Yunzhi Yao; Shumin Deng; Chuanqi Tan; Fei Huang 002; Luo Si; Huajun Chen (NAACL-HLT (Findings), 2022)

Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning. - Xiang Chen 016; Lei Li 040; Ningyu Zhang 001; Xiaozhuan Liang; Shumin Deng; Chuanqi Tan; Fei Huang 002; Luo Si; Huajun Chen (NeurIPS, 2022)

Relation Extraction as Open-book Examination: Retrieval-enhanced Prompt Tuning. - Xiang Chen 016; Lei Li 040; Ningyu Zhang 001; Chuanqi Tan; Fei Huang 002; Luo Si; Huajun Chen (SIGIR, 2022)

Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion. - Xiang Chen 016; Ningyu Zhang 001; Lei Li 040; Shumin Deng; Chuanqi Tan; Changliang Xu; Fei Huang 002; Luo Si; Huajun Chen (SIGIR, 2022)

KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction. - Xiang Chen 016; Ningyu Zhang 001; Xin Xie 006; Shumin Deng; Yunzhi Yao; Chuanqi Tan; Fei Huang 002; Luo Si; Huajun Chen (WWW, 2022)

Ontology-enhanced Prompt-tuning for Few-shot Learning. - Hongbin Ye; Ningyu Zhang 001; Shumin Deng; Xiang Chen 016; Hui Chen 018; Feiyu Xiong; Xi Chen 003; Huajun Chen (WWW, 2022)

DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population. - Ningyu Zhang 001; Xin Xu 010; Liankuan Tao; Haiyang Yu 003; Hongbin Ye; Xin Xie 006; Xiang Chen 016; Zhoubo Li; Lei Li 040; Xiaozhuan Liang; Yunzhi Yao; Shumin Deng; et al. (CoRR, 2022)

Good Visual Guidance Makes A Better Extractor: Hierarchical Visual Prefix for Multimodal Entity and Relation Extraction. - Xiang Chen 016; Ningyu Zhang 001; Lei Li 040; Yunzhi Yao; Shumin Deng; Chuanqi Tan; Fei Huang 002; Luo Si; Huajun Chen (CoRR, 2022)

Schema-aware Reference as Prompt Improves Data-Efficient Relational Triple and Event Extraction. - Yunzhi Yao; Shengyu Mao; Xiang Chen 016; Ningyu Zhang 001; Shumin Deng; Huajun Chen (CoRR, 2022)

On Analyzing the Role of Image for Visual-enhanced Relation Extraction. - Lei Li 040; Xiang Chen 016; Shuofei Qiao; Feiyu Xiong; Huajun Chen; Ningyu Zhang 001 (CoRR, 2022)

On Analyzing the Role of Image for Visual-Enhanced Relation Extraction (Student Abstract). - Lei Li 040; Xiang Chen 016; Shuofei Qiao; Feiyu Xiong; Huajun Chen; Ningyu Zhang 001 (AAAI, 2023)

Reasoning with Language Model Prompting: A Survey. - Shuofei Qiao; Yixin Ou; Ningyu Zhang 001; Xiang Chen 016; Yunzhi Yao; Shumin Deng; Chuanqi Tan; Fei Huang 002; Huajun Chen (ACL (1), 2023)

Multimodal Analogical Reasoning over Knowledge Graphs. - Ningyu Zhang 001; Lei Li 040; Xiang Chen 016; Xiaozhuan Liang; Shumin Deng; Huajun Chen (ICLR, 2023)

One Model for All Domains: Collaborative Domain-Prefix Tuning for Cross-Domain NER. - Xiang Chen 016; Lei Li 040; Shuofei Qiao; Ningyu Zhang 001; Chuanqi Tan; Yong Jiang 001; Fei Huang 002; Huajun Chen (IJCAI, 2023)

Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction. - Yunzhi Yao; Shengyu Mao; Ningyu Zhang 001; Xiang Chen 016; Shumin Deng; Xi Chen 003; Huajun Chen (SIGIR, 2023)

Continual Multimodal Knowledge Graph Construction. - Xiang Chen 016; Jintian Zhang; Xiaohan Wang; Tongtong Wu; Shumin Deng; Yongheng Wang; Luo Si; Huajun Chen; Ningyu Zhang 001 (CoRR, 2023)

FactCHD: Benchmarking Fact-Conflicting Hallucination Detection. - Xiang Chen 016; Duanzheng Song; Honghao Gui; Chengxi Wang; Ningyu Zhang 001; Jiang Yong; Fei Huang 002; Chengfei Lv; Dan Zhang; Huajun Chen (CoRR, 2023)

RJUA-QA: A Comprehensive QA Dataset for Urology. - Shiwei Lyu; Chenfei Chi; Hongbo Cai; Lei Shi; Xiaoyan Yang; Lei Liu; Xiang Chen 016; Deng Zhao; Zhiqiang Zhang 012; Xianguo Lyu; Ming Zhang; Fangzhou Li; et al. (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)

Knowledge Mechanisms in Large Language Models: A Survey and Perspective. - Mengru Wang; Yunzhi Yao; Ziwen Xu; Shuofei Qiao; Shumin Deng; Peng Wang 104; Xiang Chen 016; Jia-Chen Gu; Yong Jiang 001; Pengjun Xie; Fei Huang 002; Huajun Chen; et al. (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)

FactCHD: Benchmarking Fact-Conflicting Hallucination Detection. - Xiang Chen 016; Duanzheng Song; Honghao Gui; Chenxi Wang; Ningyu Zhang 001; Yong Jiang 001; Fei Huang 002; Chengfei Lyu; Dan Zhang; Huajun Chen (IJCAI, 2024)

Continual Multimodal Knowledge Graph Construction. - Xiang Chen 016; Jingtian Zhang; Xiaohan Wang; Ningyu Zhang 001; Tongtong Wu; Yuxiang Wang 001; Yongheng Wang; Huajun Chen (IJCAI, 2024)

Agent Planning with World Knowledge Model. - Shuofei Qiao; Runnan Fang; Ningyu Zhang 001; Yuqi Zhu; Xiang Chen 016; Shumin Deng; Yong Jiang 001; Pengjun Xie; Fei Huang 002; Huajun Chen (NeurIPS, 2024)

Overview of the NLPCC 2024 Shared Task 10: Regulating Large Language Models. - Chenxi Wang; Ziwen Xu; Mengru Wang; Xiang Chen 016; Shumin Deng; Ningyu Zhang 001 (NLPCC (5), 2024)

Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey. - Zhuo Chen 007; Yichi Zhang 009; Yin Fang; Yuxia Geng; Lingbing Guo; Xiang Chen 016; Qian Li 033; Wen Zhang 015; Jiaoyan Chen 001; Yushan Zhu; Jiaqi Li; Xiaoze Liu; et al. (CoRR, 2024)

Cross-composition Feature Disentanglement for Compositional Zero-shot Learning. - Yuxia Geng; Runkai Zhu; Jiaoyan Chen 001; Jintai Chen; Zhuo Chen 007; Xiang Chen 016; Can Xu; Yuxiang Wang 001; Xiaoliang Xu (CoRR, 2024)

Sequence Labeling as Non-Autoregressive Dual-Query Set Generation. - Xiang Chen 016; Lei Li 040; Yuqi Zhu; Shumin Deng; Chuanqi Tan; Fei Huang 002; Luo Si; Ningyu Zhang 001; Huajun Chen (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Graph-guided Cross-composition Feature Disentanglement for Compositional Zero-shot Learning. - Yuxia Geng; Runkai Zhu; Jiaoyan Chen 001; Jintai Chen; Xiang Chen 016; Zhuo Chen 007; Shuofei Qiao; Yuxiang Wang 001; Xiaoliang Xu; Sheng-Jun Huang (ACL (Findings), 2025)

Agentic Knowledgeable Self-awareness. - Shuofei Qiao; Zhisong Qiu; Baochang Ren; Xiaobin Wang; Xiangyuan Ru; Ningyu Zhang 001; Xiang Chen 016; Yong Jiang 001; Pengjun Xie; Fei Huang 002; Huajun Chen (ACL (1), 2025)

MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation. - Chenxi Wang; Xiang Chen 016; Ningyu Zhang 001; Bozhong Tian; Haoming Xu; Shumin Deng; Huajun Chen (ICLR, 2025)

Interactive Large Language Models for Reliable Answering under Incomplete Context. - Jing-Cheng Pang; Heng-Bo Fan; Pengyuan Wang; Jiahao Xiao; Nan Tang; Si-Hang Yang; Chengxing Jia; Ming-Kun Xie; Xiang Chen 016; Sheng-Jun Huang; Yang Yu 001 (Trans. Mach. Learn. Res., 2025)

ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems. - Chenxi Wang; Jizhan Fang; Xiang Chen 016; Bozhong Tian; Ziwen Xu; Huajun Chen; Ningyu Zhang 001 (CoRR, 2025)

MultiMedEdit: A Scenario-Aware Benchmark for Evaluating Knowledge Editing in Medical VQA. - Shengtao Wen; Haodong Chen; Yadong Wang; Zhongying Pan; Xiang Chen 016; Yu Tian; Bo Qian; Dong Liang 008; Sheng-Jun Huang (CoRR, 2025)

Reflect then Learn: Active Prompting for Information Extraction Guided by Introspective Confusion. - Dong Zhao; Yadong Wang; Xiang Chen 016; Chenxi Wang; Hongliang Dai; Chuanxing Geng; Shengzhong Zhang; Shaoyuan Li; Sheng-Jun Huang (CoRR, 2025)

SaraCoder: Orchestrating Semantic and Structural Cues for Profit-Oriented Repository-Level Code Completion. - Xiaohan Chen; Zhongying Pan; Quan Feng; Yu Tian; Shuqun Yang; Mengru Wang; Lina Gong; Yuxia Geng; Piji Li; Xiang Chen 016 (CoRR, 2025)