赵军-中国科学院大学-UCAS
[中文]
[English]
招生信息
教育背景
工作经历
教授课程
专利与奖励
出版信息
科研活动
合作情况
指导学生
基本信息
赵军 男 博导 中国科学院自动化研究所电子邮件： jzhao@nlpr.ia.ac.cn通信地址： 中关村东路95号中国科学院自动化研究所模式识别国家重点实验室邮政编码： 100190
研究领域
自然语言处理计算语义学；深度学习下的自然语言处理知识图谱和信息抽取知识图谱的表示（符号化表示和分布式表示）；知识图谱的建立（实体识别、实体链接、关系抽取、事件抽取）；基于知识图谱的推理问答系统基于知识图谱的问答；基于大规模文本数据的问答；机器阅读理解；社区问答
招生信息
招生专业
081203-计算机应用技术081104-模式识别与智能系统
招生方向
自然语言处理，知识图谱，问答系统
教育背景
1994-09--1998-05 清华大学计算机科学与技术系 工学博士
学历
清华大学 19940901--19980701 研究生毕业
学位
清华大学 19940901--19980701 博士
工作经历
工作简历
2008-10~2017-07,中国科学院自动化所模式识别国家重点实验室, 研究员2002-07~2008-09,中科院自动化所模式识别国家重点实验室, 副研究员1998-08~2002-06,香港科技大学计算机科学系, 博士后
社会兼职
2017-01-01-今,中国中文信息学会, 常务理事2015-01-01-今,中国中文信息学会语言与知识计算专业委员会, 副主任2013-01-01-今,中国中文信息学会计算语言学专业委员会, 副主任2012-01-01-今,ACM Transaction on Asian and Low-Resource Language Information Processing, 副主编2002-09-01-今,《中文信息学报》, 编委
教授课程
知识图谱知识图谱与语义计算自然语言处理知识图谱导论深度学习下的自然语言处理：理论与实践
专利与奖励
国家软件著作权登记 1) 现代汉语自动分词、词性标记和命名实体标注工具（登记号：2008SRBJ0833）（中国科学院自动化研究所，赵军，吴友政，杨帆） 2) 汉语依存句法分析工具（登记号：2008SRBJ1154）（中国科学院自动化研究所，赵军，段湘煜）
奖励信息
（1） 中国科学院朱李月华优秀教师奖, 院级, 2021（2） 中国科学院大学2021年校级研究生优秀课程, 院级, 2021（3） CIPS“优秀博士学位论文奖”, , 其他, 2019（4） 北京市科学技术进步奖一等奖, 一等奖, 省级, 2019（5） 钱伟长中文信息处理科学技术奖, 一等奖, 省级, 2018（6） 国家计算语言学大会COLING-2014最佳论文奖, 其他, 2014（7） ACM KDD-CUP 2011 亚军, 其他, 2011
出版信息
发表论文
[1] Bo Zhou, Yubo Chen, Kang Liu, Jun Zhao, Jiexin Xu, Xiaojian Jiang, Qiuxia Li. Generating Temporally-ordered Event Sequences via Event Optimal Transport. Proceedings of the 29th International Conference on Computational Linguistics(COLING 2022)null. 2022, [2] Hang Yang, Yubo Chen, Jun Zhao, Kang Liu, Weijian Sun, Zuyu Zhao. Multi-turn and Multi-Granularity Reader for Document-level Event Extraction. ACM Transactions on Asian and Low-Resource Language Information Processing(ACM TALLIP)[J]. 2022, [3] Xiusheng Huang, Hang Yang, Yubo Chen, Jun Zhao, Kang Liu, Weijian Sun, Zuyu Zhao. Document-Level Relation Extraction via Pair-Aware and Entity-Enhanced Representation Learning. Proceedings of the 29th International Conference on Computational Linguistics(COLING 2022)null. 2022, [4] Jin, Zhuoran, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao. A Good Neighbor, A Found Treasure: Mining Treasured Neighbors for Knowledge Graph Entity Typing. The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP 2022)null. 2022, [5] Chenhao Wang, Jiachun Li, yubo chen, Kang Liu, jun zhao. CN-AutoMIC: Distilling Chinese Commonsense Knowledge from Pretrained Language Models. The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP 2022)null. 2022, [6] Lei, Fangyu, He, Shizhu, Li, Xiang, Zhao, Jun, Liu, Kang. Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based Decoder. Proceedings of the 29th International Conference on Computational Linguistics(COLING 2022)null. 2022, [7] Zhuoran Jin, Tianyi Men, Hongbang Yuan, Zhitao He, Dianbo Sui, Chenhao Wang, Yubo Chen. CogKGE: A Knowledge Graph Embedding Toolkit and Benchmark for Representing Multi-source and Heterogeneous Knowledge. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics（ACL 2022）demonull. 2022, [8] Yiming Ju, Yuanzhe Zhang, Zhao Yang, Zhongtao Jiang, Kang Liu, Jun Zhao. Logic Traps in Evaluating Attribution Scores. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics（ACL 2022）null. 2022, [9] Guirong Bai, Shizhu He, Kang Liu, Jun Zhao. Example-guided stylized response generation in zero-shot setting. Science China Information Sciences[J]. 2022, 65: [10] Bo Zhou, Chenhao Wang, Yubo Chen, Kang Liu, Jun Zhao, jiexin xu, Xiaojian Jiang, Qiuxia Li. Augmentation, Retrieval, Generation: Event Sequence Prediction with a Three-Stage Sequence-to-Sequence Approach. Proceedings of the 29th International Conference on Computational Linguistics(COLING 2022)null. 2022, [11] Guirong Bai, Shizhu He, Kang Liu, jun zhao. Incremental Intent Detection for Medical Domain with Contrast Replay Networks. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics（ACL 2022）null. 2022, [12] Runxin Sun, Shizhu He, Chong Zhu, Jun Zhao, Kang Liu. Leveraging Explicit Lexico-logical Alignments in Text-to-SQL Parsing. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics（ACL 2022）null. 2022, [13] Bo Zhou, Yubo Chen, Kang Liu, Jun Zhao. Script Event Prediction via Multilingual Event Graph Networks. ACM Transactions on Asian and Low-Resource Language Information Processing (ACM TALLIP)[J]. 2022, [14] Zhao Yang, Yuanzhe Zhang, Zhongtao Jiang, Yiming Ju, Jun Zhao, Kang Liu. Can We Really Trust Explanations? Evaluating the Stability of Feature Attribution Explanation Methods via Adversarial Attack. Proceedings of the 21st Chinese National Conference on Computational Linguistics (CCL 2022)null. 2022, [15] Yiming Ju, Weikang Wang, Yuanzhe Zhang, Suncong Zheng, Kang Liu, Jun Zhao. CMQA: A Dataset of Conditional Question Answering with Multiple-Span Answers. Proceedings of the 29th International Conference on Computational Linguistics(COLING 2022)null. 2022, [16] Guirong Bai, Qingbin Liu, Shizhu He, Kang Liu, jun zhao. Unsupervised Domain Adaptation on Sentence Matching Through Self-Supervision. Journal of Computer Science and Technology[J]. 2022, [17] Yang Zhou, Yubo Chen, Jun Zhao, Yin Wu, Jiexin Xu, Jinlong Li. What the role is vs. What plays the role:Semi-supervised Event Argument Extraction via Dual Question Answering. AAAI 2021null. 2021, [18] Wang, Chenhao, Chen, Yubo, Xue, Zhipeng, Zhou, Yang, Zhao, Jun. CogNet: Bridging Linguistic Knowledge, World Knowledge and Commonsense Knowledge. AAAI 2021 Demonull. 2021, http://arxiv.org/abs/2103.02141.[19] Cao, Pengfei, Zuo, Xinyu, Chen, Yubo, Liu, Kang, Zhao, Jun, Chen, Yuguang, Peng, Weihua. Knowledge-Enriched Event Causality Identification via Latent Structure Induction Networks. ACL 2021null. 2021, 4862-4872, [20] Pengfei Cao, Yubo Chen, Yuqing Yang, Kang Liu, Jun Zhao. Uncertain Local-to-Global Networks for Document-Level Event Factuality Identification. EMNLP 2021null. 2021, [21] Jin, Zhuoran, Chen, Yubo, Sui, Dianbo, Wang, Chenhao, Xue, Zhipeng, Zhao, Jun. CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet. ACL 2021 Demonull. 2021, 92-98, [22] Dianbo Sui, Yubo Chen, Kang Liu, Jun Zhao. Distantly Supervised Relation Extraction in Federated Settings. EMNLP 2021null. 2021, [23] 李泽政, 田志兴, 张元哲, 刘康, 赵军. 基于自适应知识选择的机器阅读理解. 中文信息学报[J]. 2021, [24] Yan, Cheng, Zhang, Yuanzhe, Liu, Kang, Zhao, Jun, Shi, Yafei, Liu, Shengping. Enhancing unsupervised medical entity linking with multi-instance learning. BMC Medical Informatics and Decision Making[J]. 2021, 21(Suppl 9): http://dx.doi.org/10.1186/s12911-021-01654-z.[25] TONG ZHOU, Pengfei Cao, yubo chen, Kang Liu, Jun Zhao, niu kun, Weifeng Chong, Shengping Liu. Automatic ICD Coding via Interactive Shared Representation Networks with Self-distillation Mechanism. ACL 2021null. 2021, [26] Cheng Yan, Yuanzhe Zhang, Kang Liu, Zhao Jun, Yafei Shi, Shengping Liu. Biomedical Concept Normalization by Leveraging Hypernyms. EMNLP-2021null. 2021, [27] Sui, Dianbo, Tian, Zhengkun, Chen, Yubo, Liu, Kang, Zhao, Jun. A Large-Scale Chinese Multimodal NER Dataset with Speech Clues. 59TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS AND THE 11TH INTERNATIONAL JOINT CONFERENCE ON NATURAL LANGUAGE PROCESSING (ACL-IJCNLP 2021), VOL 1[J]. 2021, 2807-2818, [28] qingbin liu, 何世柱, Liu Cao, Kang Liu, jun zhao. Unsupervised Dialogue State Tracking for End-to-End Task-Oriented Dialogue with a Multi-Span Prediction Network. Journal of Computer Science and Technology[J]. 2021, [29] xinyu zuo, PENGFEI CAO, yubo chen, Kang Liu, Zhao Jun, Peng, Weihua, Chen, Yuguang. Improving Event Causality Identification via Self-Supervised Representation Learning on External Causal Statement. ACL FINDINGS 2021null. 2021, [30] Fei Xia, he shizhu, Kang Liu, Shengping Liu, jun zhao. Toward a Better Text Data Augmentation via Filtering and Transforming Augmented Instances. CCKSnull. 2021, [31] Xiaoyan Yu, qingbin liu, he shizhu, Kang Liu, Shengping Liu, 赵军, Yongbin Zhou. Multi-Strategy Knowledge Distillation Based Teacher-Student Framework for Machine Reading Comprehension. CCLnull. 2021, [32] dianbo sui, zhengkun tian, Chen Yubo, kang liu, jun zhao. A Large-Scale Chinese NER Dataset with Speech Clues.. ACL 2021null. 2021, [33] Kang Liu, Yubo Chen, Jian Liu, Xinyu Zuo, Jun Zhao. Extracting Events and Their Relations from Texts: A Survey on Recent. AI Open[J]. 2021, [34] Zhixing Tian, Yuanzhe Zhang, Kang Liu, Jun Zhao. Topic Knowledge Acquisition and Utilization for Machine Reading Comprehension in Social Media Domain. CCLnull. 2021, [35] Liu, Qingbin, Bai, Guirong, He, Shizhu, Liu, Cao, Liu, Kang, Zhao, Jun. Heterogeneous Relational Graph Neural Networks with Adaptive Objective for End-to-End Task-Oriented Dialogue. KNOWLEDGE-BASED SYSTEMS[J]. 2021, 227: http://dx.doi.org/10.1016/j.knosys.2021.107186.[36] Yiming Ju, Yuanzhe Zhang, Zhixing Tian, Kang Liu, Xiaohuan Cao, Wenting Zhao, Jinlong Li, Zhao Jun. Enhancing Multiple-choice Machine Reading Comprehension by Punishing Illogical Interpretations. EMNLP-2021null. 2021, [37] Dianbo Sui, Chenhao Wang, Yubo Chen, Kang Liu, Jun Zhao, Wei Bi. Set Generation Networks for End-to-End Knowledge Base Population. EMNLP 2021null. 2021, [38] Guirong Bai, He Shizhu, Kang Liu, Zhao Jun. Example Guided Stylized Response Generation in Zero Shot Setting. Science China Information Sciences[J]. 2021, [39] BO ZHOU, yubo chen, Kang Liu, jun zhao, jiexin xu, Xiaojian Jiang, Jinlong Li. Multi-Task Self-Supervised Learning for Script Event Prediction. CIKM 2021null. 2021, [40] Guirong Bai, he shizhu, Zhao Jun, Kang Liu. Using Pre-trained Language Model to Enhance Active Learning for Sentence Matching. ACM Transactions on Asian and Low-Resource Language Information Processing[J]. 2021, [41] Pengfei Cao, xinyu zuo, yubo chen, Kang Liu, jun zhao, Wei Bi. Uncertainty-Aware Self-Training for Semi-Supervised Event Temporal Relation Extraction. CIKM-2021null. 2021, [42] Hang Yang, yubo chen, Kang Liu, jun zhao, Taifeng Wang. Multi-Sentence Argument Linking via An Event-Aware Hierarchical Encoder. CIKM 2021null. 2021, [43] Zuo, Xinyu, Cao, Pengfei, Chen, Yubo, Liu, Kang, Zhao, Jun, Peng, Weihua, Chen, Yuguang. LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification. ACL 2021null. 2021, 3558-3571, [44] Xiusheng Huang, yubo chen, Shun Wu, Zhao Jun, Yuantao Xie, Weijian Sun. Named Entity Recognition via Noise Aware Training Mechanism with Data Filter. ACL 2021 findingsnull. 2021, [45] Hang Yang, 隋典伯, yubo chen, Kang Liu, Zhao Jun. Document-level Event Extraction via Parallel Prediction Networks. ACL 2021null. 2021, [46] qingbin liu, Pengfei Cao, Liu Cao, Jiansong Chen, Xunliang Cai, Fan Yang, he shizhu, Kang Liu, Zhao Jun. Domain-Lifelong Learning for Dialogue State Tracking via Knowledge Preservation Networks. EMNLP-2021null. 2021, [47] Zhucong Li, Zhen Gan, Baoli Zhang, Yubo Chen, Jing Wan, Kang Liu, Jun Zhao, Shengping Liu. Semi-Supervised Noisy Label Learning for Chinese Clinical Named Entity Recognition. 数据智能(英文)[J]. 2021, 3(3): 389-401, http://lib.cqvip.com/Qikan/Article/Detail?id=7105582541.[48] qingbin liu, he shizhu, Kang Liu, Shengping Liu, Zhao Jun. A Unified Shared-Private Network with Denoising for Dialogue State Tracking. Journal of Computer Science & Technology[J]. 2021, [49] 徐遥, 何世柱, 刘康, 张弛, 焦飞, 赵军. 基于Beta分布和半监督学习的非确定性知识图谱嵌入模型. CCKSnull. 2021, [50] zhen gan, 李筑聪, baoli zhang, Jing Wan, yubo chen, Kang Liu, jun zhao, Yafei Shi, Shengping Liu, 赵军. Incorporate Lexicon into Self-training: A Distantly Supervised Chinese Medical NER. NLPCCnull. 2021, [51] Zhongtao Jiang, Yuanzhe Zhang, Zhao Yang, Zhao Jun, Kang Liu. Alignment Rationale for Natural Language Inference. ACL-IJCNLP-2021null. 2021, [52] baoli zhang, 李筑聪, zhen gan, yubo chen, Jing Wan, Kang Liu, jun zhao, Shengping Liu, Yafei Shi. CroAno : A Crowd Annotation Platform for Improving Label Consistency of Chinese NER Dataset. EMNLP 2021 Demonull. 2021, [53] Lan, Yinyu, He, Shizhu, Liu, Kang, Zeng, Xiangrong, Liu, Shengping, Zhao, Jun. Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion. BMC MEDICAL INFORMATICS AND DECISION MAKING[J]. 2021, 21(SUPPL 9): http://dx.doi.org/10.1186/s12911-021-01622-7.[54] Pei Chen, Kang Liu, yubo chen, Taifeng Wang, 赵军. Probing into the Root: A Dataset for Reason Extraction of Structural Events from Financial Documents. EACL 2021null. 2021, [55] Xiusheng Huang, yubo chen, Kang Liu, Yuantao Xie, Weijian Sun, 赵军. NSRL: Named Entity Recognition with Noisy Labels via Selective Review Learning. CCKSnull. 2021, [56] Jian Liu, Chen Yubo, Kang Liu, Wei Bi, Xiaojiang Liu. Event Extraction as Machine Reading Comprehension. EMNLP 2020null. 2020, [57] Cao, Pengfei, Yan, Chenwei, Fu, Xiangling, Chen, Yubo, Liu, Kang, Zhao, Jun, Liu, Shengping, Chong, Weifeng. Clinical-Coder: Assigning Interpretable ICD-10 Codes to Chinese Clinical Notes. 58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020): SYSTEM DEMONSTRATIONSnull. 2020, 294-301, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000563368700033.[58] Yuanzhe Zhang, Zhongtao Jiang, Tao Zhang, 刘诗万, Jiarun Cao, Kang Liu, Shengping Liu, Zhao, Jun. MIE: A Medical Information Extractor towards Medical Dialogues. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics(ACL 2020)null. 2020, [59] Sui Dianbo, Chen Yubo, Mao Binjie, Qiu Delai, Liu Kang, Zhao Jun. Knowledge Guided Metric Learning for Few-Shot Text Classification. 2020, http://arxiv.org/abs/2004.01907.[60] 郭展成, 宋挺, 何世柱, 刘康, 赵军, 刘升平. 基于动态知识选择的预训练模型. CCKSnull. 2020, [61] 田志兴, Yuanzhe Zhang, Yuanzhe Zhang, Xinwei Feng, Wenbin Jiang, Yajuan Lyu, Kang Liu, Zhao Jun. Capturing Sentence Relations for Answer Sentence Selection with Multi-Perspective Graph Encoding. The Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI 2020)null. 2020, [62] Pengfei Cao, yubo chen, Zhao Jun, Taifeng Wang. Incremental Event Detection via Knowledge Consolidation Networks. EMNLP 2020null. 2020, [63] 李筑聪, baoli zhang, Chen, Yubo, Kang Liu, jun zhao, Shengping Liu. Multi-Specialty Domain Adaptation for Chinese Medical Named Entity Recognition. CCKS 2020(Best Paper Award)null. 2020, [64] 隋典伯, yubo chen, Zhao Jun, Yantao Jia, Yuantao Xie, Weijian Sun. FedED: Federated Learning via Ensemble Distillation for Medical Relation Extraction. EMNLP 2020null. 2020, [65] Jian Liu, Chen, Yubo, Kang Liu, Yantao Jia, Zhicheng Sheng. How Does Context Matter? On the Robustness of Event Detection with Context-Selective Mask Generalization. EMNLP 2020 findingsnull. 2020, [66] Jian Liu, 隋典伯, Kang Liu, Zhao Jun. Graph-Based Knowledge Integration for Question Answering over Dialogue. COLING-2020null. 2020, [67] 宋挺, 郭展成, 何世柱, 刘康, 赵军, 刘升平. 基于动态词遮掩的句子匹配预训练模型. CCKS[J]. 2020, [68] Sui Dianbo, Chen Yubo, Liu Kang, Zhao Jun. Distantly Supervised Relation Extraction in Federated Settings. 2020, http://arxiv.org/abs/2008.05049.[69] Pengfei Cao, yubo chen, Kang Liu, Zhao Jun, Shengping Liu, Weifeng Chong. HyperCore: Hyperbolic and Co-graph Representation for Automatic ICD Coding. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics(ACL 2020)null. 2020, [70] Zuo, Xinyu, Chen, Yubo, liu kang, Zhao, Jun. Towards Causal Explanation Detection with Pyramid Salient-Aware Network. 2020, http://arxiv.org/abs/2009.10288.[71] Xinyu Zuo, Yubo Chen, Kang Liu, Jun Zhao. KnowDis: Knowledge Enhanced Data Augmentation for Event Causality Detection via Distant Supervision. 2020, 1544–1550-, http://arxiv.org/abs/2010.10833.[72] Jian Liu, yubo chen, Zhao Jun. Knowledge Enhanced Event Causality Identification with Mention Masking Generalizations. IJCAI 2020null. 2020, [73] Pengfei Cao, yubo chen, Kang Liu, jun zhao. Chinese Named Entity Recognition via Adaptive Multi-pass Memory Network with Hierarchical Tagging Mechanism. China National Conference on Chinese Computational Linguistics (CCL 2020)[J]. 2020, [74] Pei Chen, Hang Yang, Kang Liu, Ruihong Huang, yubo chen, Taifeng Wang, 赵军. Reconstructing Event Regions for Event Extraction via Graph Attention Networks. AACLnull. 2020, [75] 田志兴, Yuanzhe Zhang, Kang Liu, Jun ZHAO, Yantao Jia, Zhicheng Sheng. Scene Restoring for Narrative Machine Reading Comprehension. The 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020)null. 2020, [76] Hang Yang, yubo chen, Kang Liu, jun zhao. Meta learning for Event Argument Extraction via Domain-Specific Information Enhanced. CCKSnull. 2020, [77] Bai, Guirong, He, Shizhu, Liu, Kang, Zhao, Jun, Nie, Zaiqing. Pre-trained Language Model Based Active Learning for Sentence Matching. COLINGnull. 2020, http://arxiv.org/abs/2010.05522.[78] Kang Liu, Yubo Chen, Jian Liu, Xinyu Zuo, Jun Zhao. Extracting event and their relations from texts: A survey on recent research progress and challenges. AI Open. 2020, 1: 22-39, http://dx.doi.org/10.1016/j.aiopen.2021.02.004.[79] Zuo Xinyu, Chen Yubo, Liu Kang, Zhao Jun. Event co-reference resolution via a multi-loss neural network without using argument information. Science China. Information Science[J]. 2019, 62(11): http://lib.cqvip.com/Qikan/Article/Detail?id=7003117171.[80] 仲伟峰, 杨航, 陈玉博, 刘康, 赵军. 基于联合标注和全局推理的篇章级事件抽取. 中文信息学报[J]. 2019, 33(9): 88-95,106, http://lib.cqvip.com/Qikan/Article/Detail?id=7003056639.[81] Xinyu ZUO, Yubo CHEN, Kang LIU, Jun ZHAO. Event co-reference resolution via a multi-loss neural net work without using argument information. 中国科学：信息科学（英文版）[J]. 2019, 62(11): 27-35, http://lib.cqvip.com/Qikan/Article/Detail?id=7003117171.[82] Zhao Jun. Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning. EMNLP 2019. 2019, [83] Liu Cao, He Shizhu, Liu Kang, Zhao Jun, ACL, Korhonen A, Traum D, Marquez L. Vocabulary Pyramid Network: Multi-Pass Encoding and Decoding with Multi-Level Vocabularies for Response Generation. 57TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2019)null. 2019, 3774-3783, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000493046106026.[84] Xinyu ZUO, Yubo CHEN, Kang LIU, Jun ZHAO. Event co-reference resolution via a multi-loss neural network without using argument information. SCIENCE CHINA Information Sciences[J]. 2019, 62(11): 212101:1–212101:9-, https://www.sciengine.com/doi/10.1007/s11432-018-9833-1.[85] Zhou, Bo, Chen, Yubo, Liu, Kang, Zhao, Jun, Sun, M, Huang, X, Ji, H, Liu, Z, Liu, Y. Relation and Fact Type Supervised Knowledge Graph Embedding via Weighted Scores. CHINESE COMPUTATIONAL LINGUISTICS, CCL 2019null. 2019, 11856: 258-267, http://dx.doi.org/10.1007/978-3-030-32381-3_21.[86] Zhao Jun. Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network. EMNLP 2019. 2019, [87] Wang Bingning, Yao Ting, Zhang Qi, Xu Jingfang, Tian Zhixing, Liu Kang, Zhao Jun, ACM. Document Gated Reader for Open-Domain Question Answering. PROCEEDINGS OF THE 42ND INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '19)null. 2019, 85-94, http://dx.doi.org/10.1145/3331184.3331190.[88] He Shizhu, Liu Kang, An Weiting, AAAI. Learning to Align Question and Answer Utterances in Customer Service Conversation with Recurrent Pointer Networks. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2019, 134-141, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485292600017.[89] Zhao Jun. Machine Reading Comprehension Using Structural Knowledge Graph-aware Network. EMNLP 2019（CCF B）. 2019, [90] 孟庆松, 张翔, 何世柱, 刘康, 赵军. 一种使用多跳事实的端到端知识库实体描述生成方法. 中文信息学报[J]. 2019, 33(5): 66-74, http://lib.cqvip.com/Qikan/Article/Detail?id=7002204755.[91] Zhang Xiang, He Shizhu, Liu Kang, Zhao Jun, ACL, Korhonen A, Traum D, Marquez L. AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing. 57TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2019)null. 2019, 4265-4270, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000493046106077.[92] Cao Liu, Kang Liu, Shizhu He, Zaiqing Nie, Jun Zhao, Liu, Cao, He, Shizhu, Liu, Kang, Zhao, Jun. Incorporating Interlocutor-Aware Context into Response Generation on Multi-Party Chatbots. 2019, http://arxiv.org/abs/1910.13106.[93] Cao Liu, Kang Liu, Shizhu He, Zaiqing Nie, Jun Zhao, He, Shizhu, Liu, Kang, Zhao, Jun, Liu, Cao. Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss. 2019, http://arxiv.org/abs/1910.13108.[94] Zhao Jun. Neural Cross-Lingual Event Detection with Minimal Parallel Resources. EMNLP 2019. 2019, [95] Zeng Xiangrong, He Shizhu, Liu Kang, Zhao Jun, AAAI. Large Scaled Relation Extraction with Reinforcement Learning. THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCEnull. 2018, 5658-5665, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485488905093.[96] Liu Jian, Chen Yubo, Liu Kang, Zhao Jun. Event Detection via Gated Multilingual Attention Mechanism. 2018, http://ir.ia.ac.cn/handle/173211/20627.[97] Yang Hang, Chen Yubo, Liu Kang, Xiao Yang, Zhao Jun, Liu F, Solorio T. DCFEE: A Document-level Chinese Financial Event Extraction System based on Automatically Labeled Training Data. 56TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2018): PROCEEDINGS OF SYSTEM DEMONSTRATIONSnull. 2018, 50-55, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000493966800009.[98] Liu Kang, Zhao Jun, Zeng Xiangrong, He Shizhu. Large Scaled Relation Extraction with Reinforcement Learning. 2018, http://ir.ia.ac.cn/handle/173211/20626.[99] Zhao Jun. Collective Event Detection via a Hierarchical and Bias Tagging Networks with Gated Multi-level Attention Mechanisms.. EMNLP2018（CCF B）. 2018, [100] Liu Jian, Chen Yubo, Liu Kang, Zhao Jun, AAAI. Event Detection via Gated Multilingual Attention Mechanism. 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Extracting Relational Facts by an End-to-End Neural Model with Copy Mechanism. 2018, http://ir.ia.ac.cn/handle/173211/22073.[104] Wang, Bingning, Liu, Kang, Zhao, Jun, Cuzzocrea, A, Allan, J, Paton, N, Srivastava, D, Agrawal, R, Broder, A, Zaki, M, Candan, S, Labrinidis, A, Schuster, A, Wang, H. Deep Semantic Hashing with Multi-Adversarial Training. CIKM'18: PROCEEDINGS OF THE 27TH ACM INTERNATIONAL CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENTnull. 2018, 1453-1462, http://dx.doi.org/10.1145/3269206.3271735.[105] Zeng Xiangrong, Zeng Daojian, He Shizhu, Liu Kang, Zhao Jun, Gurevych I, Miyao Y. Extracting Relational Facts by an End-to-End Neural Model with Copy Mechanism. PROCEEDINGS OF THE 56TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL), VOL 1null. 2018, 506-514, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000493904300047.[106] Hao Liu, Yanchao Hao, Jun Zhao, Kang Liu, Shizhu He. Pattern-revising Enhanced Simple Question Answering over Knowledge Bases. 2018, http://ir.ia.ac.cn/handle/173211/22074.[107] He Shizhu, Liu Cao, Liu Kang, Zhao Jun, Barzilay R, Kan MY. Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning. PROCEEDINGS OF THE 55TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2017), VOL 1null. 2017, 199-208, http://dx.doi.org/10.18653/v1/P17-1019.[108] Ji Guoliang, Liu Kang, He Shizhu, Zhao Jun, AAAI. Distant Supervision for Relation Extraction with Sentence-Level Attention and Entity Descriptions. 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Automatically Labeled Data Generation for Large Scale Event Extraction. PROCEEDINGS OF THE 55TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2017), VOL 1null. 2017, 409-419, http://dx.doi.org/10.18653/v1/P17-1038.[112] Wang Xuepeng, Liu Kang, Zhao Jun, Barzilay R, Kan MY. Handling Cold-Start Problem in Review Spam Detection by Jointly Embedding Texts and Behaviors. PROCEEDINGS OF THE 55TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2017), VOL 1null. 2017, 366-376, http://dx.doi.org/10.18653/v1/P17-1034.[113] Chen Yubo, Liu Kang, Liu Jian, Zhao Jun. Attention-based Event Relevance Model for Stock Price Movement Prediction. 2017, http://ir.ia.ac.cn/handle/173211/20077.[114] Zhao Jun. Conditional Generative Adversarial Networks for ommonsense Machine Comprehension. IJCAI-2017（CCF A）. 2017, [115] Jun Zhao, Kang Liu, Yubo Chen, Shulin Liu. Exploiting Argument Information to Improve Event Detection via Supervised Attention Mechanisms. 2017, http://ir.ia.ac.cn/handle/173211/14522.[116] He Shizhu, Zeng Xiangrong, Guo Shangmin, Zhao Jun, Liu Kang. Which is the Effective Way for Gaokao: Information Retrieval or Neural Networks?. 2017, http://ir.ia.ac.cn/handle/173211/20033.[117] Chen Yubo, Liu Shulin, Zhang Xiang, Liu Kang, Zhao Jun. Automatically Labeled Data Generation for Large Scale Event Extraction. 2017, http://ir.ia.ac.cn/handle/173211/14547.[118] Liu Kang, He Shizhu, Zhao Jun, Liu Cao. Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning. 2017, http://ir.ia.ac.cn/handle/173211/20672.[119] Liu Cao, He Shizhu, Yang Hang, Liu Kang, Zhao Jun, Sun M, Wang X, Chang B, Xiong D. Unsupervised Joint Entity Linking over Question Answering Pair with Global Knowledge. CHINESE COMPUTATIONAL LINGUISTICS AND NATURAL LANGUAGE PROCESSING BASED ON NATURALLY ANNOTATED BIG DATA, CCL 2017null. 2017, 10565: 273-286, [120] Zhao Jun. Generating Natural Answer by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning. ACL-2017（CCF A）. 2017, [121] 刘树林, 王雪鹏, 刘康, 何世柱, 张元哲, 赵军. 基于网络语义标签的多源知识库实体对齐算法. 计算机学报[J]. 2017, 40(3): 701-711, http://lib.cqvip.com/Qikan/Article/Detail?id=671454440.[122] 刘康, 赵军. 情感分析 挖掘观点、情感和情绪. 2017, http://ir.ia.ac.cn/handle/173211/20195.[123] Zhao Jun, Hao Yanchao, Zhang Yuanzhe, Liu Kang, He Shizhu, Liu Zhanyi, Wu Hua. An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge. 2017, http://ir.ia.ac.cn/handle/173211/20028.[124] Liu Kang, Liu Cao, He Shizhu, Yang Hang, Zhao Jun. Unsupervised Joint Entity Linking over Question Answering Pair with Global Knowledge. 2017, http://www.chinair.org.cn/handle/1471x/1689729.[125] Liu Shulin, Zhao Jun, Liu Kang, Chen Yubo. Improving Event Detection via Information Sharing among Related Event Types. 2017, http://ir.ia.ac.cn/handle/173211/20076.[126] Zhao Jun, Liu Kang, Wang Xuepeng. Detecting Deceptive Review Spam via Attention-Based Neural Networks. 2017, http://ir.ia.ac.cn/handle/173211/20205.[127] Liu Kang, Wang Bingning, Zhao Jun. Conditional Generative Adversarial Networks for Commonsense Machine Comprehension. 2017, 4123-4129, http://ir.ia.ac.cn/handle/173211/20032.[128] Liu Kang, Zhao Jun, He Shizhu, Ji Guoliang. Distant Supervision for Relation Extraction with Sentence-level Attention and Entity Descriptions. 2017, http://ir.ia.ac.cn/handle/173211/14517.[129] Zhao Jun, Wang Xuepeng, Liu Kang. Handling Cold-Start Problem in Review Spam Detection by Jointly Embedding Texts and Behaviors. 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KNOWLEDGE GRAPH AND SEMANTIC COMPUTING: SEMANTIC, KNOWLEDGE, AND LINKED BIG DATAnull. 2016, 650: 3-14, [144] Shulin Liu, Jun Zhao, Kang Liu, Shizhu He, Yubo Chen. Leveraging FrameNet to Improve Automatic Event Detection. 2016, http://ir.ia.ac.cn/handle/173211/14520.[145] Zhao Jun. Inner Attention based Recurrent Neural Network for Answer Selection. ACL-2016（CCF A）. 2016, [146] Shulin Liu, Kang Liu, Shizhu He, Jun Zhao. A Probabilistic Soft Logic based approach to exploiting latent and global information in event classification. 2016, http://ir.ia.ac.cn/handle/173211/14518.[147] Zhou, Guangyou, Xie, Zhiwen, He, Tingting, Zhao, Jun, Hu, Xiaohua Tony. Learning the Multilingual Translation Representations for Question Retrieval in Community Question Answering via Non-Negative Matrix Factorization. IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING[J]. 2016, 24(7): 1305-1314, https://www.webofscience.com/wos/woscc/full-record/WOS:000377455600001.[148] Zhuoyu Wei, Jun Zhao, Kang Liu, Zhenyu Qi, Zhengya Sun, Guanhua Tian. Large-scale Knowledge Base Completion: Inferring via Grounding Network Sampling over Selected Instances. CIKM2015null. 2015, http://ir.ia.ac.cn/handle/173211/11084.[149] Chen Yubo, Xu Liheng, Liu Kang, Zeng Daojian, Zhao Jun. Event Extraction via Dynamic Multi-Pooling Convolutional Neural Networks. 2015, http://ir.ia.ac.cn/handle/173211/14546.[150] Zhou Guangyou, He Tingting, Zhao Jun, Hu Po, Zong C, Strube M. Learning Continuous Word Embedding with Metadata for Question Retrieval in Community Question Answering. 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Question Answering over Knowledge Bases. IEEE INTELLIGENT SYSTEMS[J]. 2015, 30(5): 26-35, http://ir.ia.ac.cn/handle/173211/9006.[156] Zhao Jun, Zhang Tao, Liu Kang. A Graph-based Similarity Measure between Wikipedia Concepts and Its Application in Entity Linking System. Journal of Chinese Information Processing[J]. 2015, 58-67, http://ir.ia.ac.cn/handle/173211/20635.[157] Zheng Suncong, Bao Hongyun, Zhao Jun, Zhang Jie, Qi Zhenyu, Hao Hongwei, IEEE. A Novel Hierarchical Convolutional Neural Network for Question Answering over Paragraphs. 2015 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY (WI-IAT), VOL 1null. 2015, 60-66, http://dx.doi.org/10.1109/WI-IAT.2015.20.[158] Liu Kang, Zhao Jun, Zeng Daojian. Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks. 2015, http://ir.ia.ac.cn/handle/173211/20631.[159] 张涛, 刘康, 赵军. 一种基于图模型的维基概念相似度计算方法及其在实体链接系统中的应用. 中文信息学报[J]. 2015, 29(2): 58-67, http://lib.cqvip.com/Qikan/Article/Detail?id=664614363.[160] Ji Guoliang, Zhao Jun, Liu Kang, Xu Liheng, He Shizhu. Knowledge Graph Embedding via Dynamic Mapping Matrix. 2015, http://ir.ia.ac.cn/handle/173211/14515.[161] Lai Siwei, Xu Liheng, Liu Kang, Zhao Jun, AAAI. Recurrent Convolutional Neural Networks for Text Classification. PROCEEDINGS OF THE TWENTY-NINTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCEnull. 2015, 2267-2273, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000485625502043.[162] Xu Jiaming, Xu Bo, Tian Guanhua, Zhao Jun, Wang Fangyuan, Hao Hongwei. Short Text Hashing Improved by Integrating Multi-Granularity Topics and Tags. 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COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING (CICLING 2015), PT Inull. 2015, 9041: 444-455, [168] He Shizhu, Zhao Jun, Zhang Yuanzhe, Liu Kang. CASIA@ V2: A MLN-based Question Answering System over Linked Data. 2014, http://ir.ia.ac.cn/handle/173211/20636.[169] Siwei Lai, Kang Liu, Jun Zhao. Relation Classification via Convolutional Deep Neural Network. International Conference on Computational Linguistics (COLING)null. 2014, http://ir.ia.ac.cn/handle/173211/4797.[170] Liu Kang, Chen Yubo, Zeng Daojian, LV Xueqiang, Zhao Jun. Learning the Distinctive Pattern Space Features for Relation Extraction. 2014, http://ir.ia.ac.cn/handle/173211/20638.[171] Xu Liheng, Liu Kang, Lai Siwei, Zhao Jun, Toutanova K, Wu H. Product Feature Mining: Semantic Clues versus Syntactic Constituents. PROCEEDINGS OF THE 52ND ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, VOL 1null. 2014, 336-346, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000493814100032.[172] Zhou, Guangyou, Zhao, Jun, He, Tingting, Wu, Wensheng. An empirical study of topic-sensitive probabilistic model for expert finding in question answer communities. KNOWLEDGE-BASED SYSTEMS[J]. 2014, 66: 136-145, http://dx.doi.org/10.1016/j.knosys.2014.04.032.[173] Zhao Jun, Zeng Daojian, Lai Siwei, Wang Xuepeng, Liu Kang, Lv Xueqing, Liu Kang. Distant Supervision for Relation Extraction via Sparse Representation. 2014, http://ir.ia.ac.cn/handle/173211/20637.[174] Liu Kang. Extracting opinion targets and opinion words from online reviews with graph co-ranking. Annual Meeting of Association for Computational Linguistics (ACL)null. 2014, 314-324, http://ir.ia.ac.cn/handle/173211/4773.[175] Kang Liu, Jun Zhao, Liheng Xu. Exploring Fine-grained Entity Type Constraints for Distantly Supervised Relation Extraction. International Conference on Computational Linguistics (COLING)null. 2014, http://ir.ia.ac.cn/handle/173211/4798.[176] Jun Zhao. Sentiment Classification with Graph Co-Regularization. International Conference on Computational Linguistics (COLING)null. 2014, http://ir.ia.ac.cn/handle/173211/4799.[177] Kang Liu, Liheng Xu, Jun Zhao, Shizhu He. Question Answering over Linked Data Using First Order Logic. Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP CoNLL Joint )null. 2014, http://ir.ia.ac.cn/handle/173211/4801.[178] Xu Jiaming, Xu Bo, Zhao Jun, Tian Guanhua, Zhang Heng, Hao Hongwei. Short Text Hashing Improved by Integrating Topic Features and Tags. Neural Information Processingnull. 2014, http://ir.ia.ac.cn/handle/173211/10563.[179] Xu Jiaming, Xu Bo, Zhao Jun, Tian Guanhua, Zhang Heng, Hao Hongwei, Loo CK, Yap KS, Wong KW, Teoh A, Huang K. Short Text Hashing Improved by Integrating Topic Features and Tags. NEURAL INFORMATION PROCESSING (ICONIP 2014), PT IInull. 2014, 8835: 295-302, [180] Ji Guoliang, Zhao Jun, Hao Hongwei, Zhang Yinghua. Reasoning Over Relations Based on Chinese Knowledge Bases. 2014, http://ir.ia.ac.cn/handle/173211/14519.[181] Zhou Guangyou, Liu Kang, Zhao Jun, Han Xianpei, Liu Yang, Qi Zhenyu. Knowledge Extraction from Wiki/BBS/Blogs/News Websites. Knowledge Extraction from Wiki/BBS/Blogs/News Websites. 2014, http://ir.ia.ac.cn/handle/173211/20674.[182] 孙茂松, 刘挺, 姬东鸿, 穗志方, 赵军, 张钹, 吾守尔斯拉木, 俞士汶, 朱军, 李建民, 刘洋, 王厚峰, 吐尔根依布拉音, 刘群, 刘知远. 语言计算的重要国际前沿. 中文信息学报[J]. 2014, 28(1): 1-8, http://lib.cqvip.com/Qikan/Article/Detail?id=49024127.[183] Kang Liu, Jun Zhao, Liheng Xu. Joint Opinion Relation Detection Using One-Class Deep Neural Network. International Conference on Computational Linguistics (COLING)null. 2014, http://ir.ia.ac.cn/handle/173211/4796.[184] Siwei Lai, Shizhu He, Kang Liu, Jun Zhao, Xueqiang Lv, Xuepeng Wang, Yuanzhe Zhang. Ontology Matching with Word Embeddings. Proceedings of CCL 2014null. 2014, http://ir.ia.ac.cn/handle/173211/11490.[185] Liu Shulin, Liu Kang, Zhao Jun, Liu Yang. Exploring Distinctive Features in Distant Supervision for Relation Extraction. 2013, http://ir.ia.ac.cn/handle/173211/20641.[186] Zhao Jun. Joint inference for heterogeneous dependency parsing. Annual Meeting of Association for Computational Linguistics (ACL)null. 2013, 104-109, http://ir.ia.ac.cn/handle/173211/4775.[187] Liu Kang, Zhou Guangyou, Lai Siwei, Liu Fang, Liu Yang, Zhao Jun. Attribute Relation Extraction from Template-inconsistent Semi-structured Text by Leveraging Site - level Knowledge. 2013, http://ir.ia.ac.cn/handle/173211/20639.[188] 赵军, 刘康, 陈玉博, 徐立恒, 来斯惟. 基于表示学习的中文分词算法探索. 中文信息学报[J]. 2013, 27(5): 8-14, http://lib.cqvip.com/Qikan/Article/Detail?id=47684350.[189] Liu Kang. Walk and learn: A two-stage approach for opinion words and opinion targets co-extraction. International World Wide Web Conferencenull. 2013, 95-96, http://ir.ia.ac.cn/handle/173211/4785.[190] 齐振宇, 刘康, 赵军. 一种融合实体语义知识的实体集合扩展方法. 中文信息学报[J]. 2013, 1-9, http://lib.cqvip.com/Qikan/Article/Detail?id=45273151.[191] Liu Kang. Syntactic patterns versus word alignment: Extracting opinion targets from online reviews. Annual Meeting of Association for Computational Linguistics (ACL)null. 2013, 1754-1763, http://ir.ia.ac.cn/handle/173211/4783.[192] Zhou Guangyou, Zhao Jun, Liu Kang, Liu Yang, Liu Fang. Determining Relation Semantics by Mapping Relation Phrases to Knowledge Base. 2013, http://ir.ia.ac.cn/handle/173211/20640.[193] Zhao Jun, He Shizhu. Statistical machine translation improves question retrieval in community question answering via matrix factorization. Annual Meeting of Association for Computational Linguistics (ACL)null. 2013, 852-861, http://ir.ia.ac.cn/handle/173211/4777.[194] Jun Zhao. Towards Faster and Better Retrieval Models for Question Search. International Conference on Information and Knowledge Management (CIKM)null. 2013, 2139-2148, http://ir.ia.ac.cn/handle/173211/4790.[195] Jun Zhao, Kang Liu. Cross Lingual Entity Linking with Bilingual Topic Model. International Joint Conference on Artificial Intelligence (IJCAI )null. 2013, 2218-2224, http://ir.ia.ac.cn/handle/173211/4789.[196] Zhao Jun. Opinion Target Extraction Using Partial-Supervised Word Alignment Model. IJCAI-2013. 2013, [197] Jun Zhao. Improving Question Retrieval in Community Question Answering Using World Knowledge. International Joint Conference on Artificial Intelligence (IJCAI )null. 2013, 2239-2245, http://ir.ia.ac.cn/handle/173211/4788.[198] Liu Yang, Liu Kang, Xu Liheng, Zhao Jun. Opinion target extraction using partially-supervised word alignment model. 2013, http://ir.ia.ac.cn/handle/173211/20643.[199] Zhou Guangyou, Zhao Jun, Liu Kang, Liu Fang, He Shizhu, Liu Shulin. Open Relation Mapping Based on Instances and Semantics Expansion. 2013, http://ir.ia.ac.cn/handle/173211/20642.[200] Yuanzhe Zhang, Jun Zhao, Kang Liu, Shizhu He, Xueqiang Lv, Xuepeng Wang. IAMA Results for OAEI 2013. OM-2013 proceedingsnull. 2013, http://ir.ia.ac.cn/handle/173211/11491.[201] Jun Zhao, Kang Liu, Shizhu He. CASIA@QALD-3: A Question Answering System over Linked Data. Pro-ceedings of the Cross-Language Evaluation Forumnull. 2013, http://ir.ia.ac.cn/handle/173211/11553.[202] Liu Kang. Mining opinion words and opinion targets in a two-stage framework. Annual Meeting of Association for Computational Linguistics (ACL)null. 2013, 1764-1773, http://ir.ia.ac.cn/handle/173211/4780.[203] Liu Kang, Zhou Guangyou, Zhao Jun. Topical Authority Identification in Community Question Answering. 2012, http://ir.ia.ac.cn/handle/173211/20651.[204] Liu Yang, Xu Liheng, Lai Siwei, Liu Kang, Tian Ye, Wang Yuli, Zhao Jun. An Ontology Concept Acquisition Method Based on Heterogeneous Features. Journal of Chinese Information Processing[J]. 2012, 122-129, http://ir.ia.ac.cn/handle/173211/20652.[205] Siwei Lai, Kang Liu, Jun Zhao. Topic-Sensitive Probabilistic Model for Expert Finding in Question Answer Communities. International Conference on Information and Knowledge Management (CIKM)null. 2012, 1662-1666, http://ir.ia.ac.cn/handle/173211/4793.[206] Kang Liu, Jun Zhao. Joint Relevance and Answer Quality Learning for Question Routing in Community QA. International Conference on Information and Knowledge Management (CIKM)null. 2012, 1492-1496, http://ir.ia.ac.cn/handle/173211/4792.[207] Zhao Jun, Qi Zhenyu, Liu Kang. Choosing Better Seeds for Entity Set Expansion by Leveraging Wikipedia Semantic Knowledge. 2012, http://ir.ia.ac.cn/handle/173211/20648.[208] Pan Chunhong, Lai Siwei, Xiang Liang, Liu Kang, Wang Dong, Li Hang, Xu Liheng, Liu Yang, Gu Huxiang, Diao Rui, Zhao Jun. Hybrid Recommendation Models for Binary User Preference Prediction Problem. Journal of Machine Learning Research Workshop and Conference Proceedingsnull. 2012, 18: 137-151, http://ir.ia.ac.cn/handle/173211/11511.[209] 赵军, 徐立恒, 刘洋, 来斯惟, 刘康, 田野, 王渝丽. 基于多特征表示的本体概念挂载. 中文信息学报[J]. 2012, 26(3): 122-128, http://lib.cqvip.com/Qikan/Article/Detail?id=41912363.[210] Liu Kang, Qi Zhenyu, Zhao Jun. Are Human-input Seeds good enough for Entity Set Expansion? Seeds Rewriting by Leveraging Wikipedia Semantic Knowledge.. 2012, http://ir.ia.ac.cn/handle/173211/20647.[211] Kang Liu, Jun Zhao. Exploring the Existing Category Hierarchy to Automatically Label the Newly-arising Topics in cQA. International Conference on Information and Knowledge Management (CIKM)null. 2012, 1647-1651, http://ir.ia.ac.cn/handle/173211/4794.[212] Liu Kang. Opinion target extraction using word-based translation model. Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP CoNLL Joint )null. 2012, 1346-1356, http://ir.ia.ac.cn/handle/173211/4784.[213] 王栋, 赵军, 向世明, 刁瑞, 项亮, 李航, 谷鹄翔, 徐立恒, 来斯惟, 刘洋. Hybrid Recommendation Models for Binary User Preference Prediction Problem. Journal of Machine Learning Research Workshop and Conference Proceedings[J]. 2012, 18: 137-151, http://ir.ia.ac.cn/handle/173211/11511.[214] Zhao Jun, Liu Kang, Zhou Guangyou. Monolingual-Based Translation Model for Question Routing. 2012, http://ir.ia.ac.cn/handle/173211/20650.[215] Cai Li, Zhou Guangyou, Liu Kang, Zhao Jun. Phrase-based Translation Model for Question Retrieval in Community Question Answer Archives. 2011, http://ir.ia.ac.cn/handle/173211/20657.[216] 赵军, 刘康, 周光有, 蔡黎. 开放式文本信息抽取. 中文信息学报[J]. 2011, 25(6): 98-110, http://lib.cqvip.com/Qikan/Article/Detail?id=40149471.[217] Zhao Jun, Liu Kang, Zhou Guangyou. Exploring Web-Derived Selectional Preferance to Improve Statistical Dependency Parsing. 2011, http://ir.ia.ac.cn/handle/173211/20653.[218] 蔡黎, 彭星源, 赵军. 少数民族汉语考试的作文辅助评分系统研究. 中文信息学报[J]. 2011, 25(5): 120-126, http://lib.cqvip.com/Qikan/Article/Detail?id=39487697.[219] Zhao Jun, Zhang Tao, Liu Kang. The NLPR_TAC Entity Linking System at TAC 2011. 2011, http://ir.ia.ac.cn/handle/173211/20659.[220] Zhou Guangyou, Cai Li, Zhao Jun, Liu Kang. Learning the Latent Topics for Question Retrieval in Community QA. 2011, http://ir.ia.ac.cn/handle/173211/20656.[221] Zhao Jun. An integrated strategy for Chinese semantic role labeling. ICIC Express Letters[J]. 2011, 5(10): 3791-3796, http://ir.ia.ac.cn/handle/173211/4116.[222] Han Xianpei, Sun Le, Zhao Jun. Collective entity linking in web text: a graph-based method. SIGIR'11 - Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information Retrievalnull. 2011, 765-774, http://124.16.136.157/handle/311060/14347.[223] 蔡黎, 刘康, 赵军, 周光有. 开放式文本信息抽取. Journal of Chinese Information Processing[J]. 2011, 98-111, http://ir.ia.ac.cn/handle/173211/20671.[224] Zhou Guangyou, Liu Kang, Zhao Jun, Zhou Guangyou, Cai Li, Liu Kang, Zhao Jun, Cai Li. Improving Dependency Parsing with Fined-Grained Features. 2011, http://ir.ia.ac.cn/handle/173211/20655.[225] Zhao Jun. Collective Entity Linking in Web text: A graph-based method. International ACM SIGIR Conference on Research and Development in Information Retrievalnull. 2011, 765-774, http://ir.ia.ac.cn/handle/173211/4753.[226] Zhao Jun. A CRFS-based joint labeling approach for cascaded tasks. ICIC Express Letters[J]. 2011, 5(10): 3653-3657, http://ir.ia.ac.cn/handle/173211/4115.[227] 刘康, 王渝丽, 田野, 赵军. The Construction of Encyclopedia Knowledge Base. Advances of Computational Linguistics in China (2009-2011)[J]. 2011, 256-261, http://ir.ia.ac.cn/handle/173211/20660.[228] Lu Hanqing, Zhao Jun. Research on video stabilization and enhancement in forensic science. Chinese Conference on Pattern Recognition (CCPR), and CJK Joint Workshop on Pattern Recognition (CJKPR)null. 2010, 963-967, http://ir.ia.ac.cn/handle/173211/4606.[229] Han Xianpei, Zhao Jun, Assoc Computat Linguist. Structural Semantic Relatedness: A Knowledge-Based Method to Named Entity Disambiguation. ACL 2010: 48TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICSnull. 2010, 50-59, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000391195300006.[230] Zhao Jun. The development of an NLP-based Chinese ontology construction platform. IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops (WI-IAT)null. 2010, 190-194, http://ir.ia.ac.cn/handle/173211/4761.[231] Zhao Jun. Topic-driven web search result organization by leveraging Wikipedia semantic knowledge. International Conference on Information and Knowledge Managemennull. 2010, 1749-1752, http://ir.ia.ac.cn/handle/173211/4762.[232] Zhao Jun. Web personal name disambiguation based on reference entity tables mined from the web. International Conference on Information and Knowledge Managemennull. 2009, 75-82, http://ir.ia.ac.cn/handle/173211/4763.[233] Zhao Jun. Chinese-English Organization Name Translation System Using Heuristic Web Mining and Asymme. ACL2009. 2009, [234] 赵军. 命名实体识别、排歧和跨语言关联. 中文信息学报[J]. 2009, 23(2): 3-17, http://lib.cqvip.com/Qikan/Article/Detail?id=29776819.[235] Yang Fan, Liu Kang, Zhao Jun. A Chinese-English Organization Name Translation System Using Heuristic Web Mining and Asymmetric Alignment. 2009, http://ir.ia.ac.cn/handle/173211/20661.[236] Liu Kang. Cross-domain sentiment classification using a two-stage method. International Conference on Information and Knowledge Managemennull. 2009, 1717-1720, http://ir.ia.ac.cn/handle/173211/4754.[237] Zhao Jun. Named entity disambiguation by leveraging wikipedia semantic knowledge. International Conference on Information and Knowledge Managemennull. 2009, 215-224, http://ir.ia.ac.cn/handle/173211/4759.[238] Han Xianpei, Zhao Jun, Liu Kang. A WebPage Content Block Detection Method Based on Layout Features and Languages Features. Chinese Journal of Computers[J]. 2008, 15-21, http://ir.ia.ac.cn/handle/173211/20665.[239] Zhao, Jun, Liu, Feifan. Product named entity recognition in Chinese text. LANGUAGE RESOURCES AND EVALUATION[J]. 2008, 42(2): 197-217, http://ir.ia.ac.cn/handle/173211/9665.[240] Liu Kang, Zhao Jun, Wang Gen. Adding Redundant Features for CRFs-based Sentence Sentiment Classification. 2008, http://ir.ia.ac.cn/handle/173211/20662.[241] Zhao Jun. Product Named Entity Recognition in Chinese Texts. Journal of Language Resource and Evaluation (LRE). 2008, [242] Zou Bo, Zhao Jun, Yang Fan, Liu Feifan, Liu Kang. Chinese-English Backward Transliteration Assisted with Mining Monolingual Web Pages. 2008, http://ir.ia.ac.cn/handle/173211/20663.[243] Zhang, Yuejie, Xu, Zhiting, Zhang, Tao, Li, H, Liu, T, Ma, WY, Sakai, T, Wong, KF, Zhou, GD. Fusion of multiple features for Chinese Named Entity Recognition based on CRF model. INFORMATION RETRIEVAL TECHNOLOGYnull. 2008, 4993: 95-+, [244] Liu Kang, Zhao Jun. NLPR at Multilingual Opinion Analysis Task in NTCIR 7. 2008, http://ir.ia.ac.cn/handle/173211/20664.[245] Zhao Jun, Liu Kang. Domain Adaptation in NLP based on Hybrid Generative and Discriminative Model. Chinese Conference one Pattern Recognition[J]. 2008, 1-6, http://ir.ia.ac.cn/handle/173211/20666.[246] 赵军, 刘康. Sentence Sentiment Analysis Based on Cascaded CRFs Model. Chinese Journal of Computers[J]. 2008, 123-128, http://ir.ia.ac.cn/handle/173211/20667.[247] Zhao Jun. Ungreedy Methods for Chinese Deterministic Dependency Parsing. AAAI-2007. 2007, [248] Duan Xiangyu, Zhao Jun, Xu Bo, Veloso MM. Word Sense Disambiguation through Sememe Labeling. 20TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCEnull. 2007, 1594-1599, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000283721000256.[249] 王根, 赵军. 基于多重冗余标记CRFs的句子情感分析研究. 中文信息学报[J]. 2007, 21(5): 51-55,86, http://lib.cqvip.com/Qikan/Article/Detail?id=25392984.[250] Han Xianpei, Liu Kang, Zhao Jun, Wang Gen. NLPR in TREC 2007 Blog Track. 2007, http://ir.ia.ac.cn/handle/173211/20668.[251] 段湘煜, 赵军, 徐波. 基于动作建模的中文依存句法分析. 中文信息学报[J]. 2007, 21(5): 25-30, http://lib.cqvip.com/Qikan/Article/Detail?id=25392978.[252] 吴友政, 赵军, 徐波. 基于主题语言模型的句子检索算法. 计算机研究与发展[J]. 2007, 44(2): 288-295, http://lib.cqvip.com/Qikan/Article/Detail?id=24115424.[253] 刘非凡, 赵军, 徐波. 实体提及的多层嵌套识别方法研究. 中文信息学报[J]. 2007, 21(2): 14-21, http://lib.cqvip.com/Qikan/Article/Detail?id=23975893.[254] Zhao Jun. Probabilistic Parsing Action Models for Multi-Lingual Dependency Parsing. EMNLP-CoNLL-2007. 2007, [255] 赵军, 刘非凡. Linguistic Theory Based Contextual Evidence Mining for Statistical Chinese Co-Reference Resolution. 计算机科学技术学报：英文版[J]. 2007, 22(4): 608-617, http://lib.cqvip.com/Qikan/Article/Detail?id=24958765.[256] Duan Xiangyu, Zhao Jun, Xu Bo, Kok JN, Koronacki J, DeMantaras RL, Matwin S, Mladenic D, Skowron A. Probabilistic models for action-based Chinese dependency parsing. MACHINE LEARNING: ECML 2007, PROCEEDINGSnull. 2007, 4701: 559-+, [257] 吴友政, 赵军, 徐波. 基于无监督学习的问答模式抽取技术. 中文信息学报[J]. 2007, 21(2): 69-76, http://lib.cqvip.com/Qikan/Article/Detail?id=23975905.[258] Zhao, Jun, Liu, FeiFan. Linguistic theory based contextual evidence mining for statistical Chinese co-reference resolution. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY[J]. 2007, 22(4): 608-617, http://lib.cqvip.com/Qikan/Article/Detail?id=24958765.[259] 吕碧波, 王根, 赵军. 863信息检索评测——自动化所. 中文信息学报[J]. 2006, 20(B03): 78-82, http://lib.cqvip.com/Qikan/Article/Detail?id=21481963.[260] 夏迎炬, 刘非凡, 赵军, 吕碧波, 徐波, 于浩. 面向商务信息抽取的产品命名实体识别研究. 中文信息学报[J]. 2006, 20(1): 7-13, http://lib.cqvip.com/Qikan/Article/Detail?id=21013627.[261] 吕碧波, 赵军. 基于相关文档池建模的查询扩展. 中文信息学报[J]. 2006, 20(3): 78-83, http://lib.cqvip.com/Qikan/Article/Detail?id=21858423.[262] 吴友政, 赵军, 段湘煜, 徐波. 问答式检索技术及评测研究综述. 中文信息学报[J]. 2005, 19(3): 1-13, http://lib.cqvip.com/Qikan/Article/Detail?id=15596492.[263] 赵军, 金千里, 徐波. 面向文本检索的语义计算. 计算机学报[J]. 2005, 28(12): 2068-2078, http://lib.cqvip.com/Qikan/Article/Detail?id=20781532.[264] 程葳, 赵军, 刘非凡, 徐波. 面向口语翻译的双语语块自动识别. 计算机学报[J]. 2004, 27(8): 1016-1020, http://lib.cqvip.com/Qikan/Article/Detail?id=10362216.[265] 程葳, 赵军, 徐波, 刘非凡. 一种面向汉英口语翻译的双语语块处理方法. 中文信息学报[J]. 2003, 17(2): 21-27, http://lib.cqvip.com/Qikan/Article/Detail?id=7728548.[266] 刘冬明, 赵军, 杨尔弘. 汉英双语语料库中名词短语的自动对应. 中文信息学报[J]. 2003, 17(5): 6-12, [267] 刘冬明, 赵军, 杨尔弘. 汉语双语语料库中名词短评的自动对应. 中文信息学报[J]. 2003, 17(5): 6-12,
发表著作
（1） Mining of User Generated Content and Its Applications, Mining of User Generated Content and Its Applications, CRC Press, 2014-01, 第 1 作者（2） 情感分析 挖掘观点、情感和情绪, Sentiment Analysis: Mining Opinions, sentiments, and Emotions, 机械工业出版社, 2017-08, 第 2 作者（3） 知识图谱, Knowledge Graph, 高等教育出版社, 2018-12, 第 1 作者（4） 知识图谱：算法与实践, 高等教育出版社, 2022-03, 第 1 作者
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