Researcher
研究方向
大语言模型、知识图谱、推荐系统、Web数据挖掘
荣誉奖项
教育经历
- 2008-2013，复旦大学，计算机软件与理论专业，攻读博士
- 2002-2015，复旦大学，计算机软件与理论专业，攻读硕士
- 1998-2002，复旦大学，计算机科学与技术专业，攻读学士
部分发表论文 (DBLP个人主页)
会议论文
- Jiahe Bai, Baojian Zhou, Deqing Yang, Yanghua Xiao: Faster Local Solvers for Graph Diffusion Equations, in NeurIPS 2024.
- Zhijun Xu, Siyu Yuan, Lingjie Chen, Deqing Yang*: “A good pun is its own reword”: Can Large Language Models Understand Puns?, in EMNLP 2024. (source)
- Xinfeng Yuan, Siyu Yuan, …, Deqing Yang*: Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works, in EMNLP 2024. (source)
- Yuchen Shi, Guochao Jiang, Tian Qiu, Deqing Yang*: AgentRE: An Agent-Based Framework for Navigating Complex Information Landscapes in Relation Extraction, in CIKM 2024.
- Siyu Yuan, Jiangjie Chen, …, Deqing Yang*: ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base, in ACL 2024. (source)
- Yanda Li, Dixuan Wang, …, Deqing Yang*: Reason from Fallacy: Enhancing Large Language Models’ Logical Reasoning through Logical Fallacy Understanding, in NAACL 2024. (source)
- Zepeng Ding, Wenhao Huang, …, Deqing Yang: Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction, in COLING 2024. (source)
- Guochao Jiang, Ziqin Luo, …, Deqing Yang*: ToNER: Type-oriented Named Entity Recognition with Generative Language Model, in COLING 2024.
- Zhen Chen, Jingping Liu, Deqing Yang* et al.: Exploiting Duality in Open Information Extraction with Predicate Prompt, in WSDM 2024. (source)
- Siyu Yuan, Jiangjie Chen, …, Deqing Yang*, Yanghua Xiao: Distilling Script Knowledge from Large Language Models for Constrained Language Planning, in ACL 2023 (Outstanding Paper). (source)
- Siyu Yuan, Jiangjie Chen, Xuyang Ge, Yanghua Xiao, Deqing Yang*: Beneath Surface Similarity: Large Language Models Make Reasonable Scientific Analogies after Structure Abduction, in EMNLP 2023. (source)
- Jingsong Yang, Gavin Han, Deqing Yang* et al.: M3PT: A Multi-Modal Model for POI Tagging, in KDD 2023. (source)
- Siyu Yuan, Deqing Yang* et al.: Causality-aware Concept Extraction based on Knowledge-guided Prompting, in ACL 2023. (source)
- Shuoyao Zhai, Baichuan Liu, Deqing Yang*, Yanghua Xiao: Group Buying Recommendation Model Based on Multi-task Learning, in ICDE 2023. (source)
- Chengwei Hu, Deqing Yang*, Haoliang Jin, Zhen Chen, Yanghua Xiao: Improving Continual Relation Extraction through Prototypical Contrastive Learning, in COLING 2022. (source)
- Caiyan Cao, Deqing Yang*, Jingping Liu et al.: A Context-Enhanced Transformer with Abbr-Recover Policy for Chinese Abbreviation Prediction, in CIKM 2022. (source)
- Jinghao Ju, Deqing Yang*, Jingping Liu: Commonsense Knowledge Base Completion with Relational Graph Attention Network and Pre-trained Language Model, in CIKM 2022 (Best Short Paper). (source)
- Li Cui, Deqing Yang*, Chengwei Hu et al.: Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction, in ACL 2021. (source)
- Wenjing Meng, Deqing Yang*, Yanghua Xiao: Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation, in SIGIR 2020. (source)
- Deqing Yang*, Zengchun Song, Lvxin Xue et al.: A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention, in SIGIR 2020. (source)
- Junyang Jiang, Deqing Yang*, Yanghua Xiao, Chenlu Shen: Convolutional Gaussian Embeddings for Personalized Recommendation with Uncertainty, in IJCAI 2019. (source)
- Deqing Yang*, Zikai Guo, Ziyi Wang et al.: A Knowledge-Enhanced Deep Recommendation Framework Incorporating GAN-based Models, in ICDM 2018. (source)
期刊论文
- Lyuxin Xue, Deqing Yang*, Shuoyao Zhai, Yuxin Li, Yanghua Xiao: Learning Dual-view User Representations for Enhanced Sequential Recommendation, in ACM Trans. Inf. Syst. (TOIS), Accepted. (source)
- Deqing Yang*, Chenlu Shen, Baichuan Liu et al.: Generating Knowledge-based Attentive User Representations for Sparse Interaction Recommendation, in IEEE Trans. Knowl. Data Eng. (TKDE), Sep. 2022. (source)
- Weiguo Zheng, Mei Zhang, Deqing Yang et al.: Towards Combinational Relation Linking over Knowledge Graphs, in World Wide Web Journal, Dec. 2021.
- Deqing Yang*, Xi Xia, Lin Ye, Lyuxin Xue, Yanghua Xiao: Knowledge-enhanced Recommender Systems: A Survey and Prospect, in Journal of Cyber Security, 2021.
- Haiyun Jiang, Deqing Yang, Yanghua Xiao, Wei Wang: Understanding A Bag of Words by Conceptual Labeling with Prior Weights, in World Wide Web Journal, Apr. 2020.
- Haiyun Jiang, Juntao Liu, Sheng Zhang, Deqing Yang et al.: Surface Pattern Enhanced Relation Extraction with Global Constraints, in Knowledge and Information Systems (KAIS), Aug. 2020.
参与编写专著
- 肖仰华等, 《知识图谱：概念与技术》. 电子工业出版社 2019, ISBN 9787121371080.
- Bo Xu, Deqing Yang, Qi Liu, Yanghua Xiao: Social Communication Network: Case Study (Chapter). Encyclopedia of Social Network Analysis and Mining (2nd Edition), NY: Springer New York, 2018, pp. 2576–2583. DOI.
大会特邀授课
- Language Understanding with Knowledge Graphs, in IDEAL 2017.
代表性课题
- “数据与知识联合驱动的双系统认知智能理论与技术研究”, 国家自然科学基金重大研究计划（培育）, No. 92270121, 2023/01-2025/12, 80万元, 主持.
- “认知驱动的复杂知识表征、获取与应⽤关键技术研究”, 上海市“科技创新⾏动计划”⼈⼯智能科技⽀撑专项 No.21511100400, 2021/09-2024/08, 98万元, 主持.
- “基于知识图谱的发动机问题排查系统”, 联合汽车电子有限公司 2020/09-2021/05, 94万元, 主持.
- “大型生物数据知识库建设、注释及可视化”, 国家重点研发计划 No.2017YFC1201203, 2017/10-2020/10, 4700万元, 主要参与人.
学术服务
- Frontiers in Big Data杂志客座编辑
- 期刊审稿人: TKDE, Expert Systems with Applicaitons, Applied Intelligence等
- 会议审稿人: AAAI 2019~2025, KDD 2022~2024, ARR 2023~2024, ECML-PKDD 2022等
授权专利
- 一种基于知识提示的概念抽取系统, 专利号: 202210419758.3
- 一种基于微博标签的人群画像系统与方法, 专利号: 201310481674.3
- 一种基于中文知识图谱的个性化推荐方法与系统, 专利号: 201310565133.9
- 一种基于高斯分布表示的深度推荐系统, 专利号: 201910920671.2
教学课程
认知智能前沿技术与实践，社交网络挖掘，新媒体用户行为分析，新媒体技术导论