著作论文：

2024

1. Yaoxian Song, Penglei Sun, Haoyu Liu, Zhixu Li*, Wei Song*, Yanghua Xiao, Xiaofang Zhou: Scene-Driven Multimodal Knowledge Graph Construction for Embodied AI, Accepted by TKDE

2. Chenghua Huang, Shisong Chen, Zhixu Li*, Jianfeng Qu*, Yanghua Xiao, Jiaxin Liu, Zhigang Chen: GeoAgent: To Empower LLMs using Geospatial Tools for Address Standardization, ACL Findings 2024
   

3. Tingyi Zhang, Jiaan Wang, Zhixu Li*, Jianfeng Qu*, An Liu, Zhigang Chen, Hongping Zhi: MusTQ: A Temporal Knowledge Graph Question Answering Dataset for Multi-Step Temporal Reasoning, ACL Findings 2024
   

4. Yuyan Chen, Songzhou Yan, Qingpei Guo, Jiyuan Jia, Zhixu Li*, Yanghua Xiao*: HOTVCOM: Generating Buzzworthy Comments for Videos, ACL Findings 2024

5. 赵海全,王续武,李金亮,李直旭*,肖仰华: 面向视频的细粒度多模态实体链接. 软件学报 2024.

6. Minghen Zhang, Jian Wang, Jianfeng Qu, Zhixu Li*, An Liu, Lei Zhao, Zhigang Chen, Xiaofang Zhou: A Coarse-to-Fine Framework for Entity-Relation Joint Extraction. ICDE 2024

7. Jian wang, Jianfeng Qu, Kexin Wang, Zhixu Li*, Wen Hua, Ximing Li: Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive Learning. AAAI 2024

8. Yuyan Chen, Yichen Yuan, Panjun Liu, Xinyu Wang, Ge Fan, Zhixu Li*, Bang Liu, Yanghua Xiao: Talk Funny! A Large-scale Humor Response Dataset with Chain-of-Humor Interpretation. AAAI 2024

9. Yuyan Chen, Jin Zhao, Zhihao Wen, Zhixu Li*, Yanghua Xiao: TemporalMed: Advancing Medical Dialogues with Time-Aware Responses. WSDM 2024

10. Jin Zhao, Jiaqing Liang, Chao Wang, Jingping Liu, Sihang Jiang, Lihan Chen, Zhixu Li*, Yanghua Xiao: A Novel Cascade Instruction Tuning Method For Biomedical NER. ICASSP 2024

11. Anting Li, Shisong Chen, Zhixu Li*, JIanfeng Qu*, Zhiang Yue, Jingping Liu: A Hierarchy-aware Entity Alignment Method for Educational Knowledge Graphs, DASFAA 2024

12. Haoyu Liu, Yaoxian Song, Xuwu Wang, Zhu Xiangru, Zhixu Li*, Wei Song*, Tiefeng Li, Flickr30K-CFQ: A Compact and Fragmented Query Dataset for Text-image Retrieval, DASFAA 2024

2023

1. Yuyan Chen, Zhihao Wen, Ge Fan, Zhengyu Chen, Wei Wu, Dayiheng Liu, Zhixu Li, Bang Liu, Yanghua Xiao: MAPO: Boosting Large Language Model Performance with Model-Adaptive Prompt Optimization. EMNLP 2023.

2. Jiaan Wang, Fandong Meng, Yunlong Liang, Tingyi Zhang, Jiarong Xu, Zhixu Li, Jie Zhou: Understanding Translationese in Cross-Lingual Summarization.. EMNLP 2023.

3. Jiaan Wang, Fandong Meng, Duo Zheng, Yunlong Liang, Zhixu Li*, Jianfeng Qu* and Jie Zhou: Towards Unifying Multi-Lingual and Cross-Lingual Summarization. ACL 2023.

4. Xiaodan Wang, Chengyu Wang, Lei Li, Zhixu Li*, Ben Chen, Linbo Jin, jun huang, Yanghua Xiao* and Ming Gao: FashionKLIP: Enhancing E-Commerce Image-Text Retrieval with Fashion Multi-Modal Conceptual Knowledge Graph. ACL (Industry Track) 2023.

5. Yuyan Chen, Qiang Fu, Yichen Yuan, Zhihao Wen, Ge Fan, Dayiheng Liu, Zhixu Li*, Yanghua Xiao*, Dongmei Zhang: Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models. CIKM 2023.

6. Jin Zhao, Zhixu Li*, Yanghua Xiao*, Jiaqing Liang and Jingping Liu: HTMapper: Bidirectional Head-Tail Mapping for Nested Named Entity Recognition. CIKM 2023.

7. Yuyan Chen, Qiang Fu, Ge Fan, Lun Du, Jian-Guang Lou, Shi Han, Zhixu Li*, Yanghua Xiao*, Dongmei Zhang: Hadamard Adapter: An Extreme Parameter-Efficient Adapter Tuning Method for Pre-trained Language Models. CIKM 2023.

8. Jingdan Zhang, Jiaan Wang, Xiaodan Wang, Zhixu Li*, Yanghua Xiao*: A Multi-modal Knowledge Graph with Aspect-aware Entities. CIKM 2023.

9. Yuyan Chen, Yanghua Xiao, Zhixu Li*, Bang Liu: Constructing Complex-Modified Question-Answering Dataset for Robust Question Understanding. TKDE 2023.

10. Wenhao Huang, Jiaqing Liang*, Zhixu Li, Yanghua Xiao* and chuanjun ji: Adaptive Ordered Information Extraction with Deep Reinforcement Learning. ACL Findings 2023.

11. Jian Zou, Jiaan Wang, Ying He, Jianfeng Qu*, Zhixu Li*, Pengpeng Zhao, An Liu, Lei Zhao: A Joint Link-Retrieve Framework for Open Table-and-Text Question Answering. DASFAA 2023.

12. Yuyan Chen, Zhixu Li*, Jiaqing Liang, Yanghua Xiao*, Bang Liu* and Yunwen Chen: Can Pre-trained Language Models Understand Chinese Humor?. WSDM 2023.

13. Shaohui Zheng, Zhixu Li*, Jiaan Wang, Jianfeng Qu*, An Liu, Lei Zhao and Zhigang Chen: Long-Document Cross-Lingual Summarization. WSDM 2023.

14. Xiaodan Wang, Lei Li, Zhixu Li*, Xuwu Wang, Xiangru Zhu, Chengyu Wang, Jun Huang and Yanghua Xiao*: AGREE: Aligning Cross-Modal Entities for Image-Text Retrieval Upon Vision-Language Pre-trained Models. WSDM 2023.

15. Yu Hong,Jiahang Li, Jianchuan Feng, Chenghua Huang, Zhixu Li*, Jianfeng Qu, Yanghua Xiao*, Wei Wang: Competition or Cooperation? Exploring Unlabeled Data via Challenging Minimax Game for Semi-Supervised Relation Extraction. AAAI 2023.

16. Zhouhong Gu, Sihang Jiang, Jingping Liu, Yanghua Xiao*, Hongwei Feng, Zhixu Li, Jiaqing Liang, Jian Zhong: GANTEE: Generative Adversarial Network for Taxonomy Entering Evaluation. AAAI 2023.

2022

1. KeXin Wang, Zhixu Li, Jiaan Wang, Jianfeng Qu, Ying He, An Liu and Lei Zhao: RT-KGD: Relation Transition Aware Knowledge-Grounded Dialogue Generation. ISWC 2022.

2. Yu Hong, Zhixu Li, Jianfeng Qu, Jiaqing Liang, Yi Luo, Miyu Zhang, Yanghua Xiao, Wei Wang: Can We Have Both Fish and Bear's Paw? Improving Performance, Reliability, and both of them for Relation Extraction under Label Shift. CIKM 2022.

3. Hongzhi Yin, Qinyong Wang, Kai Zheng, Zhixu Li, Xiaofang Zhou: Overcoming Data Sparsity in Group Recommendation. TKDE 2022.

4. An Liu, Yifan Zhang, Xiangliang Zhang, Zhixu Li, Lei Zhao, Qing Li, Xiaofang Zhou: Representation Learning With Multi-Level Attention for Activity Trajectory Similarity Computation. TKDE 2022.

5. Xuwu Wang, Junfeng Tian, Min Gui, Zhixu Li, Rui Wang, Ming Yan, Lihan Chen, Yanghua Xiao: WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types. ACL 2022.

6. Pengpeng Zhao, Anjing Luo, Zhixu Li, Fuzhen Zhuang, Victor S. Sheng, Xiaofang Zhou: Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation. TKDE 2022.

7. Qianyu He, Sijie Cheng, Zhixu Li, Rui Xie, Yanghua Xiao: Can Pre-trained Language Models Interpret Similes as Smart as Human?. ACL 2022.

8. Siyu Yuan, Deqing Yang, Jiaqing Liang, Zhixu Li, Jinxi Liu, Jingyue Huang and Yanghua Xiao: Generative Entity Typing with Curriculum Learning. EMNLP 2022.

9. Jiaan Wang, Fandong Meng, Ziyao Lu, Duo Zheng, Zhixu Li, Jianfeng Qu and Jie Zhou: ClidSum: A Benchmark Dataset for Cross-Lingual Dialogue Summarization. EMNLP 2022.

10. Jianfeng Qu, Wen Hua, Dantong Ouyang, Xiaofang Zhou: An efficient and effective approach for multi-fact extraction from text corpus. WWW 2022.

11. Jiaan Wang, Beiqi Zou, Zhixu Li, Jianfeng Qu, Pengpeng Zhao, An Liu, Lei Zhao: Incorporating Commonsense Knowledge into Story Ending Generation via Heterogeneous Graph Networks. DASFAA 2022.

12. Xueyao Jiang, Ailisi Li, Jiaqing Liang, Bang Liu, Rui Xie, Wei Wu, Zhixu Li, Yanghua Xiao: Visualizable or Non-visualizable? Exploring the Visualizability of Concepts in Multi-modal Knowledge Graph. DASFAA 2022.

13. Jiaan Wang, Zhixu Li, Tingyi Zhang, Duo Zheng, Jianfeng Qu, An Liu, Lei Zhao, Zhigang Chen: Knowledge Enhanced Sports Game Summarization. WSDM 2022.

14. Lin Yuan, Zhixu Li, Jianfeng Qu, Tingyi Zhang, An Liu, Lei Zhao, Zhigang Chen: TRHyTE: Temporal Knowledge Graph Embedding Based on Temporal-Relational Hyperplanes. DASFAA 2022.

15. Jianfeng Qu, Xiaoyu Fang, Yi Chai, Qiu Tang, Jinzhuo Liu: An intermittent fault diagnosis method of analog circuits based on variational modal decomposition and adaptive dynamic density peak clustering. Soft Computing 2022.

16. Xuwu Wang, Junfeng Tian, Min Gui, Zhixu Li, Jiabo Ye, Ming Yan, Yanghua Xiao: PromptMNER: Prompt-Based Entity-Related Visual Clue Extraction and Integration for Multimodal Named Entity Recognition. DASFAA 2022.

17. Tingyi Zhang, Zhixu Li, Jiaan Wang, Jianfeng Qu, Lin Yuan, An Liu, Lei Zhao, and Zhigang Chen: Aligning Internal Regularity and External Influence of Multi-granularity for Temporal Knowledge Graph Embedding. DASFAA 2022.

2021

1. Shisong Chen, Binbin Gu, Jianfeng Qu, Zhixu Li, An Liu, Lei Zhao, Zhigang Chen: Tackling Zero Pronoun Resolution and Non-Zero Coreference Resolution Jointly. CoNLL 2021.

2. Jiawei Wang, Xin Zheng, Qiang Yang, Jianfeng Qu, Jiajie Xu, Zhigang Chen, Zhixu Li: Towards Nested and Fine-Grained Open Information Extraction. CCKS 2021.

3. Jiaan Wang, Zhixu Li, Binbin Gu, Tingyi Zhang, Qingsheng Liu, Zhigang Chen: Multi-modal Chorus Recognition for Improving Song Search. ICANN 2021.

4. Lei Niu, Chenpeng Fu, Qiang Yang, Zhixu Li, Zhigang Chen, Qingsheng Liu, Kai Zheng: Open-world knowledge graph completion with multiple interaction attention. WWW 2021.

5. Zhixu Li, Qiang Yang: Attention-Based Multimodal Entity Linking with High-Quality Images. DASFAA 2021.

6. Binbin Gu, Zhixu Li, An Liu, Jiajie Xu, Lei Zhao, Xiaofang Zhou: Improving the Quality of Web-Based Data Imputation With Crowd Intervention. TKDE 2021.

7. Dawei Chen, Zhixu Li, Binbin Gu, Zhigang Chen: Multimodal Named Entity Recognition with Image Attributes and Image Knowledge. DASFAA 2021.

8. Jiaan Wang, Zhixu Li, Qiang Yang, Jianfeng Qu, Zhigang Chen, Qingsheng Liu, Guoping Hu: SportsSum2.0: Generating High-Quality Sports News from Live Text Commentary. CIKM 2021.

2020

1. Guanfeng Liu, Yurong Wang, Bolong Zheng, Zhixu Li, Kai Zheng: Strong Social Graph Based Trust-Oriented Graph Pattern Matching With Multiple Constraints. TETCI 2020.

2. Maolong Li, Zhixu Li, Qiang Yang, Zhigang Chen, Pengpeng Zhao, Lei Zhao: A crowd-efficient learning approach for NER based on online encyclopedia. WWW 2020.

3. Shuangli Shan, Zhixu Li, Qiang Yang, An Liu, Lei Zhao, Guanfeng Liu, Zhigang Chen: Geographical address representation learning for address matching. WWW 2020.

4. Ying He, Zhixu Li, Qiang Yang, Zhigang Chen, An Liu, Lei Zhao, Xiaofang Zhou: End-to-end relation extraction based on bootstrapped multi-level distant supervision. WWW 2020.

5. An Liu, Xindi Shen, Haoran Xie, Zhixu Li, Guanfeng Liu, Jia-Jie Xu, Lei Zhao, Fu Lee Wang: Privacy-preserving shared collaborative web services QoS prediction. JIIS 2020.

6. Jia Chen, Zhixu Li, Pengpeng Zhao, An Liu, Lei Zhao, Zhigang Chen, Xiangliang Zhang: Learning Short-Term Differences and Long-Term Dependencies for Entity Alignment. ISWC 2020.

7. Siyuan Cao, Qiang Yang, Zhixu Li, Guanfeng Liu, Detian Zhang, Jiajie Xu: MemTimes: Temporal Scoping of Facts with Memory Network. DASFAA 2020.

8. Lei Niu, Binbin Gu, Zhixu Li*, Wei Chen, Ying He, Zhaoyin Zhang, Zhigang Chen: Fine-Grained Entity Typing for Relation-Sparsity Entities. DASFAA 2020.

9. Jia Chen, Binbin Gu, Zhixu Li, Pengpeng Zhao, An Liu, Lei Zhao: SAEA: Self-Attentive Heterogeneous Sequence Learning Model for Entity Alignment. DASFAA 2020.

10. Dalei Zhang, Qiang Yang, Zhixu Li, Junhua Fang, Ying He, Xin Zheng, Zhigang Chen: Tail Entity Recognition and Linking for Knowledge Graphs. APWeb 2020.

11. Ziheng Deng, Zhixu Li, Qiang Yang, Qingsheng Liu, Zhigang Chen: Improving Entity Linking with Graph Networks. WISE 2020.

12. Mingjun Xiao, Kai Ma, An Liu, Hui Zhao, Zhixu Li, Kai Zheng, Xiaofang Zhou: SRA: Secure Reverse Auction for Task Assignment in Spatial Crowdsourcing. TKDE 2020.

13. Yiting Wang, Yi-Ting Wang, Jie Shen, Zhixu Li, Qiang Yang, An Liu, Pengpeng Zhao, Jia-Jie Xu, Lei Zhao, Xun-Jie Yang: Enriching Context Information for Entity Linking with Web Data. WWWJ 2020.

2019

1. Jianfeng Qu, Wen Hua, Dantong Ouyang, Xiaofang Zhou, Ximing Li: A Fine-grained and Noise-aware Method for Neural Relation Extraction. CIKM 2019.

2. Hongling Wang, Renshou Wu, Zhixu Li, Zhongqing Wang, Zhigang Chen, Guodong Zhou: Triple-Joint Modeling for Question Generation Using Cross-Task Autoencoder. NLPCC 2019.

3. Huizhao Wang, Guanfeng Liu, An Liu, Zhixu Li, Kai Zheng: DMRAN: A Hierarchical Fine-Grained Attention-Based Network for Recommendation. IJCAI 2019.

4. Shuangli Shan, Zhixu Li, Qiang Yang, An Liu, Jiajie Xu, Zhigang Chen: DeepAM: Deep Semantic Address Representation for Address Matching. APWeb 2019.

5. Jiaxin Hu, Zhixu Li, Renshou Wu, Hongling Wang, An Liu, Jiajie Xu, Pengpeng Zhao, Lei Zhao: Distant Supervised Why-Question Generation with Passage Self-Matching Attention. IJCNN 2019.

6. Qiang Yang, Zhixu Li, An Liu, Guanfeng Liu, Lei Zhao, Xiangliang Zhang, Min Zhang, Xiaofang Zhou: A novel hybrid publication recommendation system using compound information. WWW 2019.

7. Jiapeng Li, Wei Chen, Zhixu Li, Lei Zhao: Measuring Semantic Relatedness with Knowledge Association Network. DASFAA 2019.

8. Fuzhen He, Zhixu Li, Qiang Yang, An Liu, Guanfeng Liu, Pengpeng Zhao, Lei Zhao, Min Zhang, Zhigang Chen: Unsupervised Entity Alignment Using Attribute Triples and Relation Triples. DASFAA 2019.

9. Hongzhi Yin, Qinyong Wang, Kai Zheng, Zhixu Li, Jiali Yang, Xiaofang Zhou: Social Influence-Based Group Representation Learning for Group Recommendation. ICDE 2019.

10. Shuangli Shan, Zhixu Li, Yang Li, Qiang Yang, Jia Zhu, Mohamed A. Sharaf, Xiaofang Zhou: WebPut: A Web-Aided Data Imputation System for the General Type of Missing String Attribute Values. ICDE 2019.

11. Jianfeng Qu, Dantong Ouyang, Wen Hua, Yuxin Ye, Xiaofang Zhou: Discovering Correlations between Sparse Features in Distant Supervision for Relation Extraction. WSDM 2019.

12. Pengpeng Zhao, Haifeng Zhu, Zhixu Li, Fuzhen Zhuang, Victor S. Sheng, Xiaofang Zhou: Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation. AAAI 2019.

2018

1. Zhixu Li, Ying He, Binbin Gu, An Liu, Hongsong Li, Haixun Wang, Xiaofang Zhou: Diagnosing and Minimizing Semantic Drift in Iterative Bootstrapping Extraction. TKDE 2018.

2. Jianfeng Qu, Dantong Ouyang, Wen Hua, Yuxin Ye, Ximing Li: Distant supervision for neural relation extraction integrated with word attention and property features. Neural Networks 2018.

2017

1. Zhixu Li, Qiang Yang, An Liu, Guanfeng Liu, Jia Zhu, Jia-Jie Xu, Kai Zheng, Min Zhang: Crowd-Guided Entity Matching with Consolidated Textual Data. JCST 2017.

2016

1. Zhixu Li, Lu Qin, Hong Cheng, Xiangliang Zhang, Xiaofang Zhou: TRIP: An interactive retrieving-inferring data imputation approach.. ICDE 2016.

2. Lei Niu, Binbin Gu, Zhixu Li, Wei Chen, Ying He, Zhaoyin Zhang, Zhigang Chen: Fine-Grained Entity Typing for Relation-Sparsity Entities. DASFAA 2016.

2015

1. Zhixu Li, Lu Qin, Hong Cheng, Xiangliang Zhang and Xiaofang Zhou: TRIP: An Interactive Retrieving-Inferring Data Imputation Approach. TKDE 2015.

2. Zhixu Li, Xiangliang Zhang, Hai Huang, Qing Xie, Jia Zhu, Xiaofang Zhou: Addressing Instance Ambiguity in Web Harvesting. WebDB 2015.

2014

1. Zhixu Li, Hongsong Li, Haixun Wang, Yi Yang, Xiangliang Zhang, Xiaofang Zhou: Overcoming Semantic Drift in Information Extraction. EDBT 2014.

2. Ying He, Zhixu Li, Qiang Yang, Zhigang Chen, An Liu, Lei Zhao, Xiaofang Zhou: End-to-end relation extraction based on bootstrapped multi-level distant supervision. WWWJ 2014.

3. Maolong Li, Zhixu Li, Qiang Yang, Zhigang Chen, Pengpeng Zhao, Lei Zhao: A crowd-efficient learning approach for NER based on online encyclopedia. WWWJ 2014.

4. Shuangli Shan, Zhixu Li, Qiang Yang, An Liu, Lei Zhao, Guanfeng Liu, Zhigang Chen: Geographical address representation learning for address matching. WWWJ 2014.

5. Zhixu Li, Mohamed A. Sharaf, Laurianne Sitbon, Shazia Wasim Sadiq, Marta Indulska and Xiaofang Zhou: A Web-based Approach to Data Imputation. WWWJ 2014.

2013

1. Jianfeng Qu, Maoyun Guo, Yi Chai, Zhimin Yang, Tao Zou, Tian Lan, Zhenglei Liu: An Online Trend Analysis Method for Measuring Data Based on Historical Data Clustering. ICSI 2013.

2. Zhixu Li, Laurianne Sitbon, Liwei Wang, Xiaofang Zhou, Xiaoyong Du: AML: Efficient Approximate Membership Localization within a Web-Based Join Framework. TKDE 2013.

2012

1. Zhixu Li, Mohamed A. Sharaf, Laurianne Sitbon, Shazia Wasim Sadiq, Marta Indulska, Xiaofang Zhou: WebPut: Efficient Web-Based Data Imputation. WISE 2012.

2. Zhixu Li, Mohamed A. Sharaf, Laurianne Sitbon, Xiaoyong Du, Xiaofang Zhou: CoRE: A Context-Aware Relation Extraction Method for Relation Completion. TKDE 2012.

2011

1. Zhixu Li, Laurianne Sitbon and Xiaofang Zhou: PartSS: An Efficient Partition-based Filtering for Edit Distance Constraints. ADC 2011.

2010

1. Zhixu Li, Laurianne Sitbon, Liwei Wang, Xiaofang Zhou, Xiaoyong Du: Approximate membership localization (AML) for web-based join. CIKM 2010.

2. Zhixu Li, Laurianne Sitbon, Xiaofang Zhou: Learning-based relevance feedback for web-based relation completion. CIKM 2010.

2009

1. Jianfeng Qu, Yi Chai, Simon X. Yang: A Real-Time De-Noising Algorithm for E-Noses in a Wireless Sensor Network. Sensors 2009.

2. Zhixu Li, Xiaoyong Du, Hongyan Liu, Jun He and Xiaofang Zhou: IRank: A Term-based Innovation Ranking System for Conferences and Scholars. WAIM 2009.

3. Zhixu Li, Pei Li, Wei Wei, Hongyan Liu, Jun He, Tao Liu and Xiaoyong Du: AutoPCS: A Phrase-based Text Categorization System for Similar Texts. WAIM 2009.