Publications

You can also find my articles on my Google Scholar .

Publications

* indicates equal contribution.

• Yunjia Qi*, Hao Peng*, Xiaozhi Wang, Youfeng LIu, Amy Xin, Bin Xu, Lei Hou, and Juanzi Li. AGENTIF: Benchmarking instruction following of large language models in agentic scenarios. NeurIPS 2025 (Spotlight paper)[code][pdf]
• Xujia Wang, Yunjia Qi, Bin Xu. LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization. EMNLP 2025[code][pdf]
• Shangqing Tu*, Yucheng Wang*, Daniel Zhang-Li, Yushi Bai, Jifan Yu, Yuhao Wu, Lei Hou, Huiqin Liu, Zhiyuan Liu, Bin Xu, and Juanzi Li. LongWriter-V: Enabling Ultra-Long and High-Fidelity Generation in Vision-Language Models. ACM MM 2025[code][pdf]
• Yunjia Qi*, Hao Peng*, Xiaozhi Wang, Bin Xu, Lei Hou, and Juanzi Li. Constraint back-translation improves complex instruction following of large language models. CIKM 2025[code][pdf]
• Yucheng Wang*, Jifan Yu*, Daniel Zhang-Li, Shangqing Tu, Haoxuan Li, Zhiyuan Liu, Huiqin Liu, Lei Hou, Bin Xu. EduCraft: A System for Generating Pedagogical Lecture Scripts from Long-Context Multimodal Presentations. CIKM 2025[code][pdf]
• Haotian Xia, Hao Peng, Yunjia Qi, Xiaozhi Wang, Bin Xu, Lei Hou, Juanzi Li. StoryWriter: A Multi-Agent Framework for Long Story Generation. CIKM 2025[code][pdf]
• Amy Xin, Yunjia Qi, Zijun Yao, Fangwei Zhu, Kaisheng Zeng, Bin Xu, Lei Hou, Juanzi Li. LLMAEL: Large Language Models are Good Context Augmenters for Entity Linking. CIKM 2025[code][pdf]
• Hao Peng*, Yunjia Qi*, Xiaozhi Wang, Bin Xu, Lei Hou, and Juanzi Li. Agentic reward modeling: Integrating human preferences with verifiable correctness signals for reliable reward systems. ACL 2025[code][pdf]
• Weihan Wang, Zehai He, Wenyi Hong, Yean Cheng, Xiaohan Zhang, Ji Qi, Ming Ding, Xiaotao Gu, Shiyu Huang, Bin Xu, Yuxiao Dong, Jie Tang. Lvbench: An extreme long video understanding benchmark. ICCV 2025[code][pdf]
• Ji Qi, Ming Ding, Weihan Wang, Yushi Bai, Qingsong Lv, Wenyi Hong, Bin Xu, Lei Hou, Juanzi Li, Yuxiao Dong, Jie Tang. Cogcom: A Visual Language Model with Chain-of-Manipulations Reasoning. ICLR 2025[code][pdf]
• Zhen Yang, Ming Ding, Tinglin Huang, Yukuo Cen, Junshuai Song, Bin Xu, Yuxiao Dong, Jie Tang. Does Negative Sampling Matter? A Review with Insights into its Theory and Applications. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024(46)[pdf]
• Yunjia Qi, Hao Peng, Xiaozhi Wang, Bin Xu, Lei Hou, Juanzi Li. ADELIE: Aligning Large Language Models on Information Extraction. EMNLP 2024[code][pdf]
• Minghui Liu, MeiHan Tong, Yangda Peng, Lei Hou, Juanzi Li, Bin Xu. DocEE-zh: A Fine-grained Benchmark for Chinese Document-level Event Extraction. EMNLP Findings 2024[code][pdf]
• Chunyang Li, Hao Peng, Xiaozhi Wang, Yunjia Qi, Lei Hou, Bin Xu, Juanzi Li. MAVEN-FACT: A Large-scale Event Factuality Detection Dataset. EMNLP Findings 2024[code][pdf]
• Weihan Wang, Qingsong Lv, Wenmeng Yu, Wenyi Hong, Ji Qi, Yan Wang, Junhui Ji, Zhuoyi Yang, Lei Zhao, Song XiXuan, Jiazheng Xu, Keqin Chen, Bin Xu, Juanzi Li, Yuxiao Dong, Ming Ding, Jie Tang. CogVLM: Visual expert for pretrained language models. NeurIPS 2024[code][pdf]
• Jifan Yu, Xiaozhi Wang, Shangqing Tu, Shulin Cao, Daniel Zhang-Li, Xin Lv, Hao Peng, Zijun Yao, Xiaohan Zhang, Hanming Li, Chunyang Li, Zheyuan Zhang, Yushi Bai, Yantao Liu, Amy Xin, Nianyi Lin, Kaifeng Yun, Linlu Gong, Jianhui Chen, Zhili Wu, Yunjia Qi, Weikai Li, Yong Guan, Kaisheng Zeng, Ji Qi, Hailong Jin, Jinxin Liu, Yu Gu, Yuan Yao, Ning Ding, Lei Hou, Zhiyuan Liu, Bin Xu, Jie Tang, Juanzi Li. KoLA: Carefully Benchmarking World Knowledge of Large Language Models. ICLR 2024[code][pdf]
• Ji Qi, Chuchun Zhang, Xiaozhi Wang, Kaisheng Zeng, Jifan Yu, Jinxin Liu, Jiuding Sun, Yuxiang Chen, Lei Hou, Juanzi Li, Bin Xu. Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information Extraction. EMNLP 2023 (Outstanding Paper Award)[code][pdf]
• Ji Qi, Jifan Yu, Teng Tu, Kunyu Gao, Yifan Xu, Xinyu Guan, Xiaozhi Wang, Yuxiao Dong, Bin Xu, Lei Hou, Juanzi Li, Jie Tang, Weidong Guo, Hui Liu, Yu Xu. GOAL: A Challenging Knowledge-grounded Video Captioning Benchmark for Real-time Soccer Commentary Generation. CIKM 2023[code][pdf]
• Zhen Yang, Ming Ding, Bin Xu, Hongxia Yang, Jie Tang. STAM: A Spatiotemporal Aggregation Method for Graph Neural Network-based Recommendation. WWW 2022[code][pdf]
• Meihan Tong, Bin Xu, Shuai Wang, Meihuan Han, Yixin Cao, Jiangqi Zhu, Siyu Chen, Lei Hou, Juanzi Li. DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction. NAACL 2022[code][pdf]
• Zhen Yang, Ming Ding, Xu Zou, Jie Tang, Bin Xu, Chang Zhou, Hongxia Yang. Region or Global, A Principle for Negative Sampling in Graph-based Recommendation. IEEE Transactions on Knowledge and Data Engineering, March 2022. doi: 10.1109/TKDE.2022.3155155[code][pdf]
• Wangjing Tang, Bin Xu, Meihan Tong, Meihuan Han, Liming Wang, Qi Zhong. Popular science text classification model enhanced by knowledge graph. Journal of Computer Applications, 2022[pdf]
• Meihan Tong, Shuai Wang, Bin Xu, Yixin Cao, Minghui Liu, Lei Hou, Juanzi Li. Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition. ACL 2021[code][pdf]
• Gaochen Wu, Bin Xu, Yuxin Qin, Weizhou Wang, Geng Wang. Improving Low resource Reading Comprehension via Cross lingual Transposition Rethinking. The 10th International Joint Conference on Knowledge Graphs, 2021[pdf]
• Yan Kong, Bin Xu, Bowen Zhao, Ji Qi. Deep Gaussian Mixture Model on Multiple Interpretable Features of Fetal Heart Rate for Pregnancy Wellness. Advances in Knowledge Discovery and Data Mining: 25th Pacific-Asia Conference, PAKDD 2021[pdf]
• Bin Xu. DiaKG: An Annotated Diabetes Dataset for Medical Knowledge Graph Construction. Knowledge Graph and Semantic Computing: Knowledge Graph Empowers New Infrastructure Construction: 6th China Conference, CCKS 2021[code][pdf]
• Meihan Tong, Shuai Wang, Yixin Cao, Bin Xu, Juanzi Li, Lei Hou, Tat-Seng Chua. Image Enhanced Event Detection in News Articles. AAAI 2020[code][pdf]
• Meihan Tong, Bin Xu, Shuai Wang, Yixin Cao, Lei Hou, Juanzi Li and Jun Xie. Improving Event Detection via Open-domain Trigger Knowledge. ACL 2020[code][pdf]
• Yang Liu, Bin Xu, Yuji Yang, Tonglee Chung, Peng Zhang. Constructing a hybrid automatic Q&A system integrating knowledge graph and information retrieval technologies. Foundations and Trends in Smart Learning: Proceedings of 2019 International Conference on Smart Learning Environments, 2019[pdf]
• Yukun Ma, Bin Xu, Xiaofei Xu. Real estate confidence index based on real estate news. Emerging Markets Finance and Trade, 2018[pdf]
• Meihan Tong, Bin Xu, Lei Hou, Juanzi Li, Shuai Wang. Leveraging multi-head attention mechanism to improve event detection. Chinese Computational Linguistics: 18th China National Conference, CCL 2019[pdf]
• Tonglee Chung, Bin Xu, Yongbin Liu, Chunping Ouyang, Siliang Li, Lingyun Luo. Empirical study on character level neural network classifier for chinese text. Engineering Applications of Artificial Intelligence, 2019[pdf]
• Tong Lee Chung, Bin Xu, Yongbin Liu, Chunping Ouyang. Main point generator: Summarizing with a focus. Database Systems for Advanced Applications: 23rd International Conference, DASFAA 2018[pdf]
• Tonglee Chung, Bin Xu, Yongbin Liu, Juanzi Li, Chunping Ouyang. How do pronouns affect word embedding. Tsinghua Science and Technology, 2017[pdf]
• Qi Li, Bin Xu, Yukun Ma, Tonglee Chung. Real-time monitoring and forecast of active population density using mobile phone data. Big Data Technology and Applications: First National Conference, BDTA 2015[pdf]
• SiLiang Li, Bin Xu, Tong Lee Chung. Definition extraction with lstm recurrent neural networks. Chinese Computational Linguistics and Natural Language Processing Based on Naturally Annotated Big Data: 15th China National Conference, CCL 2016[pdf]
• Haiteng Li, Bin Xu, Nanyue Wang, Jia Liu. Deep convolutional neural networks for classifying body constitution. Artificial Neural Networks and Machine Learning–ICANN 2016[pdf]
• Chao Wu, Bin Xu, ShanShan Shi, Bin Zhao. Time–activity pattern observatory from mobile web logs. International Journal of Embedded Systems 7 (1), 71-78, 2015[pdf]
• Tong Lee Chung, Bin Xu, Xuanyu Yao, Qi Li, Bozhi Yuan. Ontology based Suggestion distribution system. Semantic Technology: 4th Joint International Conference, JIST 2014[pdf]
• Chao Wu, Bin Xu, Qi Li. Parallel accurate localization from cellular network. Big Data Computing and Communications: First International Conference, BigCom 2015[pdf]
• Jiaxiang Ge, Bin Xu, Qi Li, Yongbin Liu. Recommending a Credible Web Service. 2015 IEEE International Conference on Web Services[pdf]
• Bozhi Yuan, Bin Xu, Tonglee Chung, et al. Mobile Phone Recommendation Based on Phone Interest. Web Information Systems Engineering, CWISE 2014 [pdf]
• Bozhi Yuan, Bin Xu, Chao Wu, et al. Mobile Web User Behavior Modeling. Web Information Systems Engineering, CWISE 2014 [pdf]
• Tonglee Chung, Bin Xu, Xuanyu Yao, Qi Li and Bozhi Yuan. Ontology based Suggestion Distribution System. Proceedings of the 4th Joint International Semantic Technology Conference, Nov 9-11, 2014 [pdf]
• Bin Xu, Jiaxiang Ger, Tonglee Chung. Measuring Credit of Web Service. 21th IEEE International Conference on Web Services, June 27 - July 2, 2014 [pdf]
• Zhilin Yang, Jie Tang, Bin Xu, and Chunxiao Xing. Active Learning for Networked Data Based on Non-progressive Diffusion Model. In Proceedings of the Seventh ACM International Conference on Web Search and Data Mining (WSDM'14). pp. 363-372 [pdf]
• Tonglee Chung, Bin Xu, Peng Zhang, Yuanhua Tan, Ping Zhu. Constructing City Ontology from Expert for Smart City Management. The 3rd Joint International Semantic Technology Conference (JIST 2013) [pdf]
• Jian Cui, Bin Xu. Cost-Effective Activity Recognition on Mobile Devices. 8th International Conference on Body Area Networks, 2013 [pdf]
• Yin Bai, Bin Xu, Shuyang Jiang, Haifeng Yang, Jian Cui. Can You Form Healthy Habit? Predicting Habit Forming States through Mobile Phone. 8th International Conference on Body Area Networks, 2013 [pdf]
• Shujie Gong, Bin Xu, Guodong Sun, Mingrui Chen, Nanyue Wang, Chiyu Dong, Peng Wang and Jian Cui. Accurate Cirrhosis Identification with Wrist-Pulse Data for Mobile Healthcare. mHealthSys: Second International Workshop on Mobile Systems, Applications, and Services for Healthcare, SenSys'12, 2012 [pdf]
• Bin Xu, Sen Luo, Kewu Sun. Towards Multimodal Query in Web Service Search. 2012 IEEE 19th International Conference on Web Services, 2012[pdf]
• Yin Bai, Bin Xu, Yuanchao Ma, Guodong Sun, Yu Zhao. Will You Have a Good Sleep? Sleep Quality Prediction with Mobile Phone. 7th International Conference on Body Area Networks, 2012 [pdf]
• Jian Cui, Bin Xu, Nanyue Wang, Guodong Sun. Fuzzy feature for Traditional Chinese Medical Pulse Data. 7th International Conference on Body Area Networks, 2012 [pdf]
• Yuanchao Ma, Bin Xu, Yin Bai, Guodong Sun, Run Zhu. Daily Mood Assessment Based on Mobile Phone Sensing. The 9th International Conference on Wearable and Implantable Body Sensor Networks (BSN2012), 2012 [pdf]
• Yu Wang, Dingbang Xu, Fan Li, Xiao He, Chao Zhang, Bin Xu, Shaojie Tang. L2P2: Location-aware Location Privacy Protection for Location-based Services. The 31st Annual IEEE International Conference on Computer Communications (IEEE INFOCOM 2012), 2012 [pdf]
• Bin Xu, Ran Yu, Guodong Sun, Zheng Yang. Whistle: Synchroniztion-free TDOA for Localization. The 31st International Conference on Distributed Computing Systems (ICDCS 2011), 2011 [pdf]
• Minsu Huang, Siyuan Chen, Ying Zhu, Bin Xu, and Yu Wang, Topology Control for Time-Evolving and Predictable Delay-Tolerant Networks. 8th IEEE International Conference on Mobile Ad-hoc and Sensor Systems (MASS 2011), 2011 [pdf]
• Jian Cui, Guodong Sun, Bin Xu. Demo: AD-Sense - Activity-driven Sensing for Mobile Devices. The 9th ACM Conference on Embedded Networked Sensor Systems (SenSys'11), 2011[pdf]
• Bin Xu, Jian Cui, Guodong Sun, and Yuanchao Ma. Demo: Activity-aware heart sensing in mobile healthcare. mHealthSys: First International Workshop on Mobile Systems, Applications, and Services for Healthcare, SenSys'11, 2011[pdf]
• Yuanchao Ma, Bin Xu, Yin Bai, Zonghui Li. Building Liked Open University Data. Joint International Semantic Technology Conference (JIST2011), 2011[pdf]
• Sen Luo, Bin Xu, Kewu Sun, Yin Bai, Peng Zhang, Jiuhong Hu, Zonghui Li. iWeb: A Service-oriented Web Application Framework with Service Selection overQoS and Context. IEEE International Conference on e-Business Engineering (ICEBE 2011). [Best Paper Finalist] [pdf]
• Sen Luo, Bin Xu, Yixin Yan. An Accumulated-QoS-First Search Approach for Semantic Web Service Composition. IEEE International Conference on Service-Oriented Computing and Applications (SOCA 10), 2010[pdf]
• Ran Yu, Bin Xu, Guodong Sun, Zheng Yang. Demo Abstract: Whistle, C Synchronization-Free TDOA for Localization. The 8th ACM Conference on Embedded Networked Sensor Systems (SenSys'10), 2010 [pdf]
• Guodong Sun, Bin Xu. Dynamic Routing Algorithm for Priority Guarantee in Low Duty-cycled Wireless Sensor Networks. International Conference on Wireless Algorithms, Systems, and Applications (WASA 2010), 2010 [pdf]
• Guodong Sun and Bin Xu. Delay-aware routing in low duty-cycle wireless sensor networks. The 6th International Conference on Wireless Communications, Networking and Mobile Computing (WiCOM'10), 2010 [pdf]
• Sen Luo, Bin Xu, Kewu Sun. Compose Real Web Service with Context. 2010 IEEE International Conference on Web Services (ICWS 2010), 2010 [pdf]
• Zheng Yang, Bin Xu, Saier Ye, and Baijian Yang. tk-converage: Time-based K-Coverage for energy efficient monitoring. The Fifteenth International Conference on Parallel and Distributed Systems (ICPADS'09), 2010 [pdf]
• Bin Xu, Yixin Yan. An Efficient QoS-driven Service Composition Approach for Large-scale Service Oriented Systems. IEEE International Conference on Service-Oriented Computing and Applications (SOCA 09), 2009 [pdf]
• Yixin Yan, Bin Xu, Zhifeng Gu, Sen Luo. A QoS-Driven Approach for Semantic Service Composition. IEEE Conference on Commerce and Enterprise Computing (CEC '09), 2009 [pdf]
• Zhifeng Gu, Juanzi Li, Bin Xu. Automatic Service Composition Based on Enhanced Service Dependency Graph. 2008 IEEE International Conference on Web Services (ICWS 2008), 2008 [pdf]
• Yixin Yan, Bin Xu, Zhifeng Gu. Automatic Service Composition Using AND/OR Graph. In Proc. of IEEE Joint Conference on E-Commerce Technology (CEC '08) and Enterprise Computing, E-Commerce and E-Services (EEE '08), 2008 [pdf]
• Bin Xu, Dewei Chen. Semantic Web Services Discovery in P2P Environment. 2007 International Conference on Parallel Processing (ICPP-07) Workshops, 2007 [pdf]
• Zheng Yang, Bin Xu, Jingyao Dai, Tao Gu. PAS: Prediction-based Adaptive Sleeping for Environment Monitoring in Sensor Networks. 2007 International Conference on Parallel Processing (ICPP-07) Workshops, 2007 [pdf]
• Zhifeng Gu, Bin Xu, Juanzi Li. Inheritance-Awared Document-Driven Service Composition. In Proc. of IEEE Joint Conference on E-Commerce Technology (CEC '07) and Enterprise Computing, E-Commerce and E-Services (EEE '07), 2007 [pdf]
• Zhifeng Gu, Juanzi Li, Jie Tang, Bin Xu. Verification of Web Service Conversations Specified in WSCL. The First IEEE International Workshop on QUality Oriented Reuse of Software (QUORS) in 31st Annual IEEE International Computer Software and Applications Conference, 2007 [pdf]
• Bin Xu, Tao Li, Zhifeng Gu, Gang Wu. SWSDS: Quick Web Service Discovery and Composition in SEWSIP. In Proc. of the IEEE Joint Conference on E-Commerce Technology (CEC '06) and Enterprise Computing, E-Commerce and E-Services (EEE '06), 2006 [pdf]
• Bin Xu, Yan Wang, Zhang Po, Juanzi Li. Web Service Searching based on Domain Ontology. In Proc. of the IEEE International Workshop on Service Oriented System Engineering (SOSE05), 2005 [pdf]
• Juanzi Li, Bin Xu, Wenjun Yang, Dewei Chen, Po Zhang, Kehong Wang. SEWSIP Semantic based Web Service Integration in P2P. In Proc. of the IEEE International Workshop on Service Oriented System Engineering (SOSE05), 2005 [pdf]
• Duo Zhang, Juanzi Li, Bin Xu. Web Service Annotation Using Ontology Mapping. In Proc. of the IEEE International Workshop on Service Oriented System Engineering (SOSE05), 2005 [pdf]