| 2026 | AAAI | ComLQ: Benchmarking Complex Logical Queries in Information Retrieval. | Ganlin Xu, Zhitao Yin, Linghao Zhang, Jiaqing Liang, Weijia Lu, Xiaodong Zhang, Zhifei Yang, Sihang Jiang, Deqing Yang |
| 2026 | ACL | What Makes an Ideal Quote? Recommending "Unexpected yet Rational" Quotations via Novelty. | Powei Chang, Jin Xiao, Guanglei Yue, Qianyu He, Yanghua Xiao, Deqing Yang, Jiaqing Liang |
| 2026 | ACL | Outcome-Grounded Advantage Reshaping for Fine-Grained Credit Assignment in Mathematical Reasoning. | Ziheng Li, Liu Kang, Feng Xiao, Luxi Xing, Qingyi Si, Zhuoran Li, Weikang Gong, Deqing Yang, Yanghua Xiao, Hongcheng Guo |
| 2026 | ACL | Good Reasoning Makes Good Demonstrations: Implicit Reasoning Quality Supervision via In-Context Reinforcement Learning. | Tiehua Mei, Minxuan Lv, Leiyu Pan, Zhenpeng Su, Hongru Hou, Hengrui Chen, Ao Xu, Deqing Yang |
| 2026 | ACL | Confidence Estimation for LLMs in Multi-turn Interactions. | Caiqi Zhang, Ruihan Yang, Xiaochen Zhu, Chengzu Li, Tiancheng Hu, Yijiang River Dong, Deqing Yang, Nigel Collier |
| 2025 | ACL | Implicit Reasoning in Transformers is Reasoning through Shortcuts. | Tianhe Lin, Jian Xie, Siyu Yuan, Deqing Yang |
| 2025 | ACL | Past Meets Present: Creating Historical Analogy with Large Language Models. | Nianqi Li, Siyu Yuan, Jiangjie Chen, Jiaqing Liang, Feng Wei, Zujie Liang, Deqing Yang, Yanghua Xiao |
| 2025 | ACL | BOOKWORLD: From Novels to Interactive Agent Societies for Story Creation. | Yiting Ran, Xintao Wang, Tian Qiu, Jiaqing Liang, Yanghua Xiao, Deqing Yang |
| 2025 | ACL | Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries. | Ganlin Xu, Zhoujia Zhang, Wangyi Mei, Jiaqing Liang, Weijia Lu, Xiaodong Zhang, Zhifei Yang, Xiaofeng Ma, Yanghua Xiao, Deqing Yang |
| 2025 | ACL | LoGU: Long-form Generation with Uncertainty Expressions. | Ruihan Yang, Caiqi Zhang, Zhisong Zhang, Xinting Huang, Sen Yang, Nigel Collier, Dong Yu, Deqing Yang |
| 2025 | CHI | Unlocking Scientific Concepts: How Effective Are LLM-Generated Analogies for Student Understanding and Classroom Practice? | Zekai Shao, Siyu Yuan, Lin Gao, Yixuan He, Deqing Yang, Siming Chen |
| 2025 | CIKM | Heterogeneous Influence Maximization in User Recommendation. | Hongru Hou, Jiachen Sun, Wenqing Lin, Wendong Bi, Xiangrong Wang, Deqing Yang |
| 2025 | COLING | Mitigating Out-of-Entity Errors in Named Entity Recognition: A Sentence-Level Strategy. | Guochao Jiang, Ziqin Luo, Chengwei Hu, Zepeng Ding, Deqing Yang |
| 2025 | EMNLP | Skeletons Matter: Dynamic Data Augmentation for Text-to-Query. | Yuchen Ji, Bo Xu, Jie Shi, Jiaqing Liang, Deqing Yang, Yu Mao, Hai Chen, Yanghua Xiao |
| 2025 | EMNLP | Curse of Knowledge: Your Guidance and Provided Knowledge are biasing LLM Judges in Complex Evaluation. | Weiyuan Li, Xintao Wang, Siyu Yuan, Rui Xu, Jiangjie Chen, Qingqing Dong, Yanghua Xiao, Deqing Yang |
| 2025 | EMNLP | PunMemeCN: A Benchmark to Explore Vision-Language Models' Understanding of Chinese Pun Memes. | Zhijun Xu, Siyu Yuan, Yiqiao Zhang, Jingyu Sun, Tong Zheng, Deqing Yang |
| 2025 | EMNLP | UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation. | Ruihan Yang, Caiqi Zhang, Zhisong Zhang, Xinting Huang, Dong Yu, Nigel Collier, Deqing Yang |
| 2025 | IJCNN | DEval: Enhancing Large Language Models' Decoding with Evaluation for Better Generation. | Ziqin Luo, Jinyi Han, Haokun Zhao, Dixuan Wang, Guochao Jiang, Jiaqing Liang, Deqing Yang |
| 2025 | KDD | GORACS: Group-level Optimal Transport-guided Coreset Selection for LLM-based Recommender Systems. | Tiehua Mei, Hengrui Chen, Peng Yu, Jiaqing Liang, Deqing Yang |
| 2025 | NAACL | SELFGOAL: Your Language Agents Already Know How to Achieve High-level Goals. | Ruihan Yang, Jiangjie Chen, Yikai Zhang, Siyu Yuan, Aili Chen, Kyle Richardson, Yanghua Xiao, Deqing Yang |
| 2025 | NAACL | EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms. | Siyu Yuan, Kaitao Song, Jiangjie Chen, Xu Tan, Dongsheng Li, Deqing Yang |
| 2025 | NAACL | EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction. | Siyu Yuan, Kaitao Song, Jiangjie Chen, Xu Tan, Yongliang Shen, Kan Ren, Dongsheng Li, Deqing Yang |
| 2024 | ACL | ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base. | Siyu Yuan, Jiangjie Chen, Changzhi Sun, Jiaqing Liang, Yanghua Xiao, Deqing Yang |
| 2024 | CIKM | AgentRE: An Agent-Based Framework for Navigating Complex Information Landscapes in Relation Extraction. | Yuchen Shi, Guochao Jiang, Tian Qiu, Deqing Yang |
| 2024 | COLING | Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction. | Zepeng Ding, Wenhao Huang, Jiaqing Liang, Yanghua Xiao, Deqing Yang |
| 2024 | COLING | ToNER: Type-oriented Named Entity Recognition with Generative Language Model. | Guochao Jiang, Ziqin Luo, Yuchen Shi, Dixuan Wang, Jiaqing Liang, Deqing Yang |
| 2024 | COLING | Negation Triplet Extraction with Syntactic Dependency and Semantic Consistency. | Yuchen Shi, Deqing Yang, Jingping Liu, Yanghua Xiao, Zongyu Wang, Huimin Xu |
| 2024 | EMNLP | Capturing Minds, Not Just Words: Enhancing Role-Playing Language Models with Personality-Indicative Data. | Yiting Ran, Xintao Wang, Rui Xu, Xinfeng Yuan, Jiaqing Liang, Yanghua Xiao, Deqing Yang |
| 2024 | EMNLP | "A good pun is its own reword": Can Large Language Models Understand Puns? | Zhijun Xu, Siyu Yuan, Lingjie Chen, Deqing Yang |
| 2024 | EMNLP | Boosting Scientific Concepts Understanding: Can Analogy from Teacher Models Empower Student Models? | Siyu Yuan, Cheng Jiayang, Lin Qiu, Deqing Yang |
| 2024 | EMNLP | Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works. | Xinfeng Yuan, Siyu Yuan, Yuhan Cui, Tianhe Lin, Xintao Wang, Rui Xu, Jiangjie Chen, Deqing Yang |
| 2024 | NAACL | Reason from Fallacy: Enhancing Large Language Models' Logical Reasoning through Logical Fallacy Understanding. | Yanda Li, Dixuan Wang, Jiaqing Liang, Guochao Jiang, Qianyu He, Yanghua Xiao, Deqing Yang |
| 2024 | PAKDD | Decomposing Relational Triple Extraction with Large Language Models for Better Generalization on Unseen Data. | Boyu Meng, Tianhe Lin, Deqing Yang |
| 2024 | WSDM | Exploiting Duality in Open Information Extraction with Predicate Prompt. | Zhen Chen, Jingping Liu, Deqing Yang, Yanghua Xiao, Huimin Xu, Zongyu Wang, Rui Xie, Yunsen Xian |
| 2023 | ACL | Distilling Script Knowledge from Large Language Models for Constrained Language Planning. | Siyu Yuan, Jiangjie Chen, Ziquan Fu, Xuyang Ge, Soham Shah, Charles Robert Jankowski, Yanghua Xiao, Deqing Yang |
| 2023 | ACL | Causality-aware Concept Extraction based on Knowledge-guided Prompting. | Siyu Yuan, Deqing Yang, Jinxi Liu, Shuyu Tian, Jiaqing Liang, Yanghua Xiao, Rui Xie |
| 2023 | DASFAA | MACRE: Multi-hop Question Answering via Contrastive Relation Embedding. | Man Xu, Weiguo Zheng, Deqing Yang |
| 2023 | EMNLP | Beneath Surface Similarity: Large Language Models Make Reasonable Scientific Analogies after Structure Abduction. | Siyu Yuan, Jiangjie Chen, Xuyang Ge, Yanghua Xiao, Deqing Yang |
| 2023 | ICDE | Group Buying Recommendation Model Based on Multi-task Learning. | Shuoyao Zhai, Baichuan Liu, Deqing Yang, Yanghua Xiao |
| 2023 | ICDM | SubAnom: Efficient Subgraph Anomaly Detection Framework over Dynamic Graphs. | Chi Zhang, Wenkai Xiang, Xingzhi Guo, Baojian Zhou, Deqing Yang |
| 2023 | KDD | Accelerating Personalized PageRank Vector Computation. | Zhen Chen, Xingzhi Guo, Baojian Zhou, Deqing Yang, Steven Skiena |
| 2023 | KDD | M3PT: A Multi-Modal Model for POI Tagging. | Jingsong Yang, Guanzhou Han, Deqing Yang, Jingping Liu, Yanghua Xiao, Xiang Xu, Baohua Wu, Shenghua Ni |
| 2022 | CIKM | A Context-Enhanced Transformer with Abbr-Recover Policy for Chinese Abbreviation Prediction. | Kaiyan Cao, Deqing Yang, Jingping Liu, Jiaqing Liang, Yanghua Xiao, Feng Wei, Baohua Wu, Quan Lu |
| 2022 | CIKM | Commonsense Knowledge Base Completion with Relational Graph Attention Network and Pre-trained Language Model. | Jinhao Ju, Deqing Yang, Jingping Liu |
| 2022 | COLING | Improving Continual Relation Extraction through Prototypical Contrastive Learning. | Chengwei Hu, Deqing Yang, Haoliang Jin, Zhen Chen, Yanghua Xiao |
| 2022 | DASFAA | Improving Information Cascade Modeling by Social Topology and Dual Role User Dependency. | Baichuan Liu, Deqing Yang, Yuchen Shi, Yueyi Wang |
| 2022 | EMNLP | Generative Entity Typing with Curriculum Learning. | Siyu Yuan, Deqing Yang, Jiaqing Liang, Zhixu Li, Jinxi Liu, Jingyue Huang, Yanghua Xiao |
| 2022 | NAACL | Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction. | Jiaxin Yu, Deqing Yang, Shuyu Tian |
| 2021 | ACL | Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction. | Li Cui, Deqing Yang, Jiaxin Yu, Chengwei Hu, Jiayang Cheng, Jingjie Yi, Yanghua Xiao |
| 2021 | PAKDD | Incorporating Syntactic Information into Relation Representations for Enhanced Relation Extraction. | Li Cui, Deqing Yang, Jiayang Cheng, Yanghua Xiao |
| 2020 | SIGIR | Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation. | Wenjing Meng, Deqing Yang, Yanghua Xiao |
| 2020 | SIGIR | A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention. | Deqing Yang, Zengchun Song, Lvxin Xue, Yanghua Xiao |
| 2019 | DASFAA | Hierarchical Conceptual Labeling. | Haiyun Jiang, Cengguang Zhang, Deqing Yang, Yanghua Xiao, Jingping Liu, Jindong Chen, Chao Wang, Chenguang Li, Jiaqing Liang, Bin Liang, Wei Wang |
| 2019 | DASFAA | A Deep Recommendation Model Incorporating Adaptive Knowledge-Based Representations. | Chenlu Shen, Deqing Yang, Yanghua Xiao |
| 2019 | IJCAI | Relation Extraction Using Supervision from Topic Knowledge of Relation Labels. | Haiyun Jiang, Li Cui, Zhe Xu, Deqing Yang, Jindong Chen, Chenguang Li, Jingping Liu, Jiaqing Liang, Chao Wang, Yanghua Xiao, Wei Wang |
| 2019 | IJCAI | Convolutional Gaussian Embeddings for Personalized Recommendation with Uncertainty. | Junyang Jiang, Deqing Yang, Yanghua Xiao, Chenlu Shen |
| 2019 | ICWS | A Community-Based Collaborative Filtering Method for Social Recommender Systems. | Bin Liang, Bo Xu, Xiaowei Wu, Dong Wu, Deqing Yang, Yanghua Xiao, Wei Wang |
| 2018 | CIKM | METIC: Multi-Instance Entity Typing from Corpus. | Bo Xu, Zheng Luo, Luyang Huang, Bin Liang, Yanghua Xiao, Deqing Yang, Wei Wang |
| 2018 | ICDM | A Knowledge-Enhanced Deep Recommendation Framework Incorporating GAN-Based Models. | Deqing Yang, Zikai Guo, Ziyi Wang, Juyang Jiang, Yanghua Xiao, Wei Wang |
| 2017 | COMPSAC | XMLValue: XML Configuration Attribute Value Recommendation. | Yiqi Lu, Jiaqing Liang, Yanghua Xiao, Sheng Huang, Deqing Yang, Wei Wang, Haibo Lin |
| 2017 | IECON | Water flow forecasting of underwater vehicle based on LDA compressed sensing. | Nailong Wu, Tong Ge, Chao Wu, Deqing Yang, Rui Yang |
| 2015 | CIKM | A Graph-based Recommendation across Heterogeneous Domains. | Deqing Yang, Jingrui He, Huazheng Qin, Yanghua Xiao, Wei Wang |
| 2015 | DASFAA | An Integrated Tag Recommendation Algorithm Towards Weibo User Profiling. | Deqing Yang, Yanghua Xiao, Hanghang Tong, Junjun Zhang, Wei Wang |
| 2015 | ICDM | Cross-Site Virtual Social Network Construction. | Chenhao Xie, Deqing Yang, Jingrui He, Yanghua Xiao |
| 2015 | ICDM | Semantic-Based Recommendation Across Heterogeneous Domains. | Deqing Yang, Yanghua Xiao, Yangqiu Song, Wei Wang |
| 2014 | WWW | Tag propagation based recommendation across diverse social media. | Deqing Yang, Yanghua Xiao, Yangqiu Song, Junjun Zhang, Kezun Zhang, Wei Wang |
| 2004 | APWEB | Efficient Query Routing for XML Documents Retrieval in Unstructured Peer-to-Peer Networks. | Deqing Yang, Linhao Xu, Wenyuan Cai, Shuigeng Zhou, Aoying Zhou |