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. Yuyan Chen, Yanghua Xiao*, Zhixu Li*, Bang Liu*: XMQAs: Constructing Complex-Modified Question-Answering Dataset for Robust Question Understanding. TKDE 2024

  3. Xiangru Zhu, Zhixu Li*, Xiaodan Wang, Xueyao Jiang, Penglei Sun, Xuwu Wang, Yanghua Xiao*, Nicholas Jing Yuan: Multi-Modal Knowledge Graph Construction and Application: A Survey. TKDE 2024

  4. Yuyan Chen, Songzhou Yan, Zhihong Zhu, Zhixu Li*, Yanghua Xiao*: XMeCap: Meme Caption Generation with Sub-Image Adaptability. MM 2024

  5. Penglei Sun, Yaoxian Song, Xinglin Pan, Peijie Dong, Xiaofei Yang, Qiang Wang*, Zhixu Li, Tiefeng Li, and Xiaowen Chu: Multi-Task Domain Adaptation for Language Grounding with 3D Objects. ECCV 2024

  6. 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

  7. 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

  8. Yuyan Chen, Yiwen Qian, Songzhou Yan, Jiyuan Jia, Zhixu Li, Yanghua Xiao, Xiaobo Li, Aaron Xuxiang Tian, Ming Yang, Qingpei Guo*: HOTVCOM: Generating Buzzworthy Comments for Videos, ACL Findings 2024

  9. 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

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

  11. 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

  12. Zhiwei Zha, Jian Wang, Zhixu Li*, Xiangru Zhu, Wei Song, Yanghua Xiao: M^2ConceptBase: A Fine-Grained Aligned Concept-Centric Multi-modal Knowledge Base. CIKM 2024

  13. Kaicheng Zhao, Yaoxian Song, Haiquan Zhao, Haoyu Liu, Tiefeng Li and Zhixu Li*: Towards Coarse-grained Visual Language Navigation Task Planning Enhanced by Event Knowledge Graph. CIKM 2024

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

  15. 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

  16. Jin Zhao, Jian Xie, Tinghui Zhu, Qian Guo, Yanghua Xiao and Zhixu Li. Empowering BioNER through Multi-Tagger Collaboration. ECAI 2024.

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

  18. 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

  19. 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

2023

  1. 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

  2. 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

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

  4. 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

  5. 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

  6. 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

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

  8. Jiaan Wang, Yunlong Liang, Fandong Meng, Zengkui Sun, Haoxiang Shi, Zhixu Li, Jinan Xu, Jianfeng Qu and Jie Zhou: Is ChatGPT a Good NLG Evaluator? A Preliminary Study. NewSumm@EMNLP 2023 (workshop paper)

  9. 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

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

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

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

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

  14. 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

  15. 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

2022

  1. Jiaan Wang, Fandong Meng*, Duo Zheng, Yunlong Liang, Zhixu Li*, Jianfeng Qu and Jie Zhou: A Survey on Cross-Lingual Summarization. TACL 2022

  2. 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

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

  4. Tianyu Xu, Wen Hua, Jianfeng Qu*, Zhixu Li*, Jiajie Xu, An Liu and Lei Zhao: Evidence-aware Document-level Relation Extraction. CIKM 2022 (Best Paper Candidate, Honorable Mention)

  5. 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

  6. 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

  7. 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. IEEE TKDE 2022

  8. 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. IEEE TKDE 2022

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

  10. 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

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

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

  13. 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

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

  16. 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

  17. 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

2021

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

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

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

  4. 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

  5. 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

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

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

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

2020

  1. Yanan Zhang, Guanfeng Liu, An Liu, Yifan Zhang, Zhixu Li, Xiangliang Zhang, Qing Li: Personalized Geographical Influence Modeling for POI Recommendation. IEEE Intell. Syst. 2020

  2. 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. JCST 2020

  3. 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. J. Intell. Inf. Syst. 2020

  4. Guanfeng Liu, Yurong Wang, Bolong Zheng, Zhixu Li, Kai Zheng: Strong Social Graph Based Trust-Oriented Graph Pattern Matching With Multiple Constraints. IEEE Trans. Emerg. Top. Comput. Intell. 2020

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

  6. Maolong Li, Zhixu Li*, Qiang Yang, Zhigang Chen, Pengpeng Zhao, Lei Zhao: A crowd-efficient learning approach for NER based on online encyclopedia. World Wide Web 2020

  7. Shuangli Shan, Zhixu Li*, Qiang Yang, An Liu, Lei Zhao, Guanfeng Liu, Zhigang Chen: Geographical address representation learning for address matching. World Wide Web 2020

  8. 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. World Wide Web 2020

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

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

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

  12. 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

2019

  1. 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. World Wide Web 2019

  2. 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

  3. Shuangli Shan, Zhixu Li*, Qiang Yang, An Liu, Jiajie Xu, Zhigang Chen: DeepAM: Deep Semantic Address Representation for Address Matching. APWeb/WAIM 2019 (Best Paper Award)

  4. 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

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

  6. Hongzhi Yin, Qinyong Wang, Kai Zheng, Zhixu Li, Jiali Yang, Xiaofang Zhou: Social Influence-Based Group Representation Learning for Group Recommendation. ICDE 2019 (Best Paper Award)

  7. 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

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

  9. 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

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

Eearlier than 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. IEEE TKDE 2018

  2. Guanfeng Liu, Yi Liu, Kai Zheng, An Liu, Zhixu Li, Yan Wang, Xiaofang Zhou: MCS-GPM: Multi-Constrained Simulation Based Graph Pattern Matching in Contextual Social Graphs. IEEE TKDE 2018

  3. Binbin Gu, Zhixu Li*, Qiang Yang, Qing Xie, An Liu, Guanfeng Liu, Kai Zheng, Xiangliang Zhang: Web-ADARE: A web-aided data repairing system. Neurocomputing 2017

  4. 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

  5. Binbin Gu, Zhixu Li*, Xiangliang Zhang, An Liu, Guanfeng Liu, Kai Zheng, Lei Zhao, Xiaofang Zhou: The Interaction Between Schema Matching and Record Matching in Data Integration. IEEE TKDE 2017

  6. Meng Hu, Zhixu Li*, Yongxin Shen, An Liu, Guanfeng Liu, Kai Zheng, Lei Zhao: CNN-IETS: A CNN-based Probabilistic Approach for Information Extraction by Text Segmentation. CIKM 2017

  7. Binbin Gu, Zhixu Li*, Xiangliang Zhang, An Liu, Guanfeng Liu, Kai Zheng, Lei Zhao, Xiaofang Zhou: The Interaction Between Schema Matching and Record Matching in Data Integration (Extended Abstract). ICDE 2017

  8. Qing Xie, Xiangliang Zhang, Zhixu Li, Xiaofang Zhou: Optimizing Cost of Continuous Overlapping Queries over Data Streams by Filter Adaption. IEEE TKDE 2016

  9. Jian Zhou, Zhixu Li*, Binbin Gu, Qing Xie, Jia Zhu, Xiangliang Zhang, Guoliang Li: CrowdAidRepair: A Crowd-Aided Interactive Data Repairing Method. DASFAA 2016

  10. Qiang Yang, Zhixu Li*, Binbin Gu, An Liu, Guanfeng Liu, Pengpeng Zhao, Lei Zhao: CTextEM: Using Consolidated Textual Data for Entity Matching. DASFAA 2016

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

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

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

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

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

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

  17. Zhixu Li, Mohamed A. Sharaf, Laurianne Sitbon, Shazia Wasim Sadiq, Marta Indulska, Xiaofang Zhou: WebPut: Efficient Web-Based Data Imputation. WISE 2012 (Best Paper Award)

  18. Zhixu Li, Laurianne Sitbon, Xiaofang Zhou: Learning-based relevance feedback for web-based relation completion. CIKM 2011

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