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    title = "The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer Encoders",
    author = "He, Han and Choi, Jinho D.",
    booktitle = "Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2021",
    address = "Online and Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "",
    pages = "5555--5577",
    abstract = "Multi-task learning with transformer encoders (MTL) has emerged as a powerful technique to improve performance on closely-related tasks for both accuracy and efficiency while a question still remains whether or not it would perform as well on tasks that are distinct in nature. We first present MTL results on five NLP tasks, POS, NER, DEP, CON, and SRL, and depict its deficiency over single-task learning. We then conduct an extensive pruning analysis to show that a certain set of attention heads get claimed by most tasks during MTL, who interfere with one another to fine-tune those heads for their own objectives. Based on this finding, we propose the Stem Cell Hypothesis to reveal the existence of attention heads naturally talented for many tasks that cannot be jointly trained to create adequate embeddings for all of those tasks. Finally, we design novel parameter-free probes to justify our hypothesis and demonstrate how attention heads are transformed across the five tasks during MTL through label analysis.",

引用了HanLP的论文 (331篇)


2021 (46篇)

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  71. 陈璟浩, 曾桢, and 李纲. "基于知识图谱的 “一带一路” 投资问答系统构建." 图书情报工作 64, no. 12 (2020): 95.
  72. 王璐. "基于知识图谱的健康膳食知识智能问答系统." Master's thesis, 兰州大学, 2020.
  73. 钟敏, and 汪洋. "基于计量风格学的多层次特征在作者识别应用研究." 计算机与数字工程 48, no. 5 (2020): 1159-1163.
  74. 张军亮. "多维度疾病语义相似度研究." 图书情报工作 64, no. 12 (2020): 127.
  75. 孙冉, and 安璐. "异质信息网络嵌入视角下公安微博传播预测研究." 图书情报工作 64, no. 21 (2020): 67.
  76. 周柏乔. "心灵与智能的关系." 科学. 经济. 社会 38, no. 1 (2020): 1-5.
  77. 孙恩慧, and 王伯鲁. "机器技术哲学的第三条进路探析--兼论马克思与芒福德的机器技术哲学." 科学. 经济. 社会 38, no. 1 (2020): 6-12.
  78. 刘鹏, 叶帅, 舒雅, 鹿晓龙, and 刘明明. "煤矿安全知识图谱构建及智能查询方法研究." 中文信息学报 34, no. 11 (2020): 49-59.
  79. 窦冬辰. "让与担保的信托法解释." 科学. 经济. 社会 38, no. 1 (2020): 70-80.
  80. 生蕾. "论人工智能时代人类劳动的解放." 科学. 经济. 社会 38, no. 1 (2020): 13-18.
  81. 邱德钧, and 冯霞. "谓词逻辑视角下 HanLP 中文分词中对歧义的处理." 科学. 经济. 社会 38, no. 1 (2020): 33-38.
  82. 龙广玉, 陈益强, and 邢云冰. "连续手语识别中的文本纠正和补全方法." 计算机应用 41, no. 3 (2020): 694-698.
  83. H Wang, C Liu, D Yu. "面向人工智能伦理计算的中文道德词典构建方法研究 (Construction of a Chinese Moral Dictionary for Artificial Intelligence Ethical Computing)." Proceedings of the 19th Chinese National …, 2020
  84. 尹春勇, and 章荪. "面向短文本情感分类的端到端对抗变分贝叶斯方法." 计算机应用 40, no. 9 (2020): 2536-2542.

2019 (75篇)

  1. Zhang, Xianwei, Peng Wu, Jiuming Cai, and Kun Wang. "A Contrastive Study of Chinese Text Segmentation Tools in Marketing Notification Texts." In Journal of Physics: Conference Series , vol. 1302, no. 2, p. 022010. IOP Publishing, 2019.
  2. Gong, Hechen, Fucheng You, and Shaomei Wang. "A Study of the Chinese spam Classification with Doc2vec and CNN." In IOP Conference Series: Materials Science and Engineering , vol. 563, no. 4, p. 042026. IOP Publishing, 2019.
  3. Han, Peng, and Ning Zhou. "A framework for detecting key topics in social networks." In Proceedings of the 2nd International Conference on Big Data Technologies , pp. 235-239. 2019.
  4. Zhang, Shun, Ying Sheng, Jiangfan Gao, Jianhui Chen, Jiajin Huang, and Shaofu Lin. "A multi-domain named entity recognition method based on part-of-speech attention mechanism." In CCF Conference on Computer Supported Cooperative Work and Social Computing , pp. 631-644. Springer, Singapore, 2019.
  5. Guan, Xinxin, Yeli Li, Qingtao Zeng, and Chufeng Zhou. "An Automatic Text Summary Extraction Method Based on Improved TextRank and TF-IDF." In IOP Conference Series: Materials Science and Engineering , vol. 563, no. 4, p. 042015. IOP Publishing, 2019.
  6. Sun, Jiaqian, Menghui Wang, Jiasheng Huang, Anqi Wang, and Linying Jiang. "Analysis of the Passion Criminal Tendencies Based on the Topic-Emotion Model." In Journal of Physics: Conference Series , vol. 1237, no. 2, p. 022154. IOP Publishing, 2019.
  7. Gong, Tuanji, and Xuaxia Yao. "An attention-based deep model for automatic short answer score." International Journal of Computer Science and Software Engineering 8, no. 6 (2019): 127-132.
  8. Ding, Ruixue, Pengjun Xie, Xiaoyan Zhang, Wei Lu, Linlin Li, and Luo Si. "A neural multi-digraph model for Chinese NER with gazetteers." In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics , pp. 1462-1467. 2019.
  9. Hu, Jiahui, An Fang, Wanqing Zhao, Chenliu Yang, and Huiling Ren. "Annotating Chinese E-Medical Record for Knowledge Discovery." Data Analysis and Knowledge Discovery 3, no. 7 (2019): 123-132.
  10. Huang, Subin, Xiangfeng Luo, Jing Huang, Yike Guo, and Shengwei Gu. "An unsupervised approach for learning a Chinese IS-A taxonomy from an unstructured corpus." Knowledge-Based Systems 182 (2019): 104861.
  11. Chai, Zi, Xinyu Xing, Xiaojun Wan, and Bo Huang. "Asking the Crowd: Question Analysis, Evaluation and Generation for Open Discussion on Online Forums." In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics , pp. 5032-5046. 2019.
  12. Yang, Yang, Yu-Chao Zhang, Jia Liu, Xi-Meng Liu, Feng Yuan, and Shang-Ping Zhong. "Chinese Multi-Keyword Fuzzy Rank Search over Encrypted Cloud Data Based on Locality-Sensitive Hashing." Journal of Information Science & Engineering 35, no. 1 (2019).
  13. He, Zhonghe, Zhongcheng Zhou, Liang Gan, Jiuming Huang, and Yan Zeng. "Chinese entity attributes extraction based on bidirectional LSTM networks." International Journal of Computational Science and Engineering 18, no. 1 (2019): 65-71.
  14. Chen, Dehua, Chuang Ma, and Yunying Wu. "Clinical knowledge graph embeddings with hierarchical structure for thyroid treatment recommendation." In 2019 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech) , pp. 432-436. IEEE, 2019.
  15. Lei, Ming, Bin Wen, Jianhou Gan, and Jun Wang. "Clustering algorithm of ethnic cultural resources based on spark." International Journal of Performability Engineering 15, no. 3 (2019): 756.
  16. Long, Zi, Lianzhi Tan, Shengping Zhou, Chaoyang He, and Xin Liu. "Collecting indicators of compromise from unstructured text of cybersecurity articles using neural-based sequence labelling." In 2019 International Joint Conference on Neural Networks (IJCNN) , pp. 1-8. IEEE, 2019.
  17. Gong, Tuanji, and Xuanxia Yao. "Deep Exercise Recommendation Model." International Journal of Modeling and Optimization 9, no. 1 (2019).
  18. Huimin, Zhao, Duan Li, and Liu Shukan. "Design and Implementation of Keyword Extraction Framework in Military Domain." In 2019 Chinese Control And Decision Conference (CCDC) , pp. 4351-4356. IEEE, 2019.
  19. Ning, Yishuang, Chunxiao Xing, and Liang-Jie Zhang. "Domain Knowledge Enhanced Error Correction Service for Intelligent Speech Interaction." In International Conference on AI and Mobile Services , pp. 179-187. Springer, Cham, 2019.
  20. He, Han, Lei Wu, Hua Yan, Zhimin Gao, Yi Feng, and George Townsend. "Effective neural solution for multi-criteria word segmentation." In Smart Intelligent Computing and Applications , pp. 133-142. Springer, Singapore, 2019.
  21. Li, Yanzeng, Bowen Yu, Mengge Xue, and Tingwen Liu. "Enhancing pre-trained Chinese character representation with word-aligned attention." arXiv preprint arXiv:1911.02821 (2019).
  22. Yu, Jiale, Weiming Lu, Wei Xu, and Zeyun Tang. "Entity synonym discovery via multiple attentions." In Joint International Semantic Technology Conference , pp. 271-286. Springer, Cham, 2019.
  23. Yi, Lu, Rao Yuan, Sun Long, and Li Xue. "Expert Information Automatic Extraction for IOT Knowledge Base." Procedia computer science 147 (2019): 288-294.
  24. Gao, Jiaming, Hui Ning, Huilin Sun, Ruifeng Liu, Zhongyuan Han, Leilei Kong, and Haoliang Qi. "FIRE2019@ AILA: Legal Retrieval Based on Information Retrieval Model." In FIRE (Working Notes) , pp. 64-69. 2019.
  25. Li, Zhenhua, Hongbo Mei, Runze Wu, and Shuhua Wang. "Generating Knowledge Graph from Textual Technical Reports on Landslides in the Three Gorges Reservoir Region, China." In AGU Fall Meeting Abstracts , vol. 2019, pp. IN22C-10. 2019.
  26. Xu, Hai-rui, Wei-cheng Zhang, Ming Li, and Fei-wei Qin. "Generating Quantitative Product Profile Using Char-Word CNNs." Applied Mathematics-A Journal of Chinese Universities 34, no. 3 (2019): 356-378.
  27. Mangeot, Mathieu. "Génie lexico-sémantique multilingue contributif." PhD diss., Université Savoie Mont Blanc, 2019.
  28. Yang, Yuting, Juan Cao, Mingyan Lu, Jintao Li, and Chia-Wen Lin. "How to Write High-quality News on Social Network? Predicting News Quality by Mining Writing Style." arXiv preprint arXiv:1902.00750 (2019).
  29. Quan, Yong, Yichen Song, Lu Deng, Yan Jia, Bin Zhou, and Weihong Han. "Identify Influentials Based on User Behavior Across Different Topics." In International Conference on Artificial Intelligence and Security , pp. 476-487. Springer, Cham, 2019.
  30. Guan, Xinxin, Yeli Li, and Hechen Gong. "Improved TF-IDF for We Media Article Keywords Extraction." In Journal of Physics: Conference Series , vol. 1302, no. 3, p. 032003. IOP Publishing, 2019.
  31. Zhang, Siheng, Wensheng Zhang, and Jinghao Niu. "Improving short-text representation in convolutional networks by dependency parsing." Knowledge and Information Systems 61, no. 1 (2019): 463-484.
  32. Wang, Huan, Weiming Lu, and Zeyun Tang. "Incorporating External Knowledge to Boost Machine Comprehension Based Question Answering." In European Conference on Information Retrieval , pp. 819-827. Springer, Cham, 2019.
  33. Chao, Wenhan, Xin Jiang, Zhunchen Luo, Yakun Hu, and Wenjia Ma. "Interpretable charge prediction for criminal cases with dynamic rationale attention." Journal of Artificial Intelligence Research 66 (2019): 743-764.
  34. You, Zhongxi, Weina Hua, and Xuelian Pan. "Matching Book Reviews and Essential Sentiment Lexicons with Chinese Word Segmenters." Data Analysis and Knowledge Discovery 3, no. 7 (2019): 23-33.
  35. Tao, Wan, Qiang Zhang, Mengyao Zhang, and Yuewei Li. "Mining Pain Points from Hotel Online Comments based on Sentiment Analysis." In 2019 IEEE 8th Joint International Information Technology and Artificial Intelligence Conference (ITAIC) , pp. 1672-1677. IEEE, 2019.
  36. Zhao, Zhengwei, Xiaodong Wang, Xiaowei Xu, and Qing Wang. "Multi-Modal Question Answering System Driven by Domain Knowledge Graph." In 2019 5th International Conference on Big Data Computing and Communications (BIGCOM) , pp. 43-47. IEEE, 2019.
  37. Bai, Liting, Lin Liu, Shengli Song, and Yueshen Xu. "NCR-KG: news community recommendation with knowledge graph." CCF Transactions on Pervasive Computing and Interaction 1, no. 4 (2019): 250-259.
  38. Tuulonen, Hanna, Carl-Gustav Linden, Asta Bäck, Nicholas Diakopoulos, Mark Granroth-Wilding, Lauri Haapanen, Leo Leppänen et al. "News Automation: The rewards, risks and realities of'machine journlism'." (2019).
  39. Lindén, Carl-Gustav, Hanna Tuulonen, Asta Bäck, Nicholas Diakopoulos, Mark Granroth-Wilding, Lauri Haapanen, Leo Leppänen et al. "News automation: The rewards, risks and realities of ‘machine journalism’." (2019).
  40. Hu, Chaoju, and Xiaojie Yang. "Online Comment Text Analysis with Improved Feature Weight." Academic Journal of Computing & Information Science 2, no. 1 (2019).
  41. Luo, Ruixuan, Jingjing Xu, Yi Zhang, Xuancheng Ren, and Xu Sun. "Pkuseg: A toolkit for multi-domain chinese word segmentation." arXiv preprint arXiv:1906.11455 (2019).
  42. Zhang, Yulin, Chong Feng, and Hongzheng Li. "Quality Estimation with Transformer and RNN Architectures." In China Conference on Machine Translation , pp. 69-76. Springer, Singapore, 2019.
  43. Wang, Kai, and Xi Chen. "Research on Assisted Generation Method of Emergency Management Structured Case for Natural Text." In 2019 IEEE 4th International Conference on Big Data Analytics (ICBDA) , pp. 399-402. IEEE, 2019.
  44. Gong, Yonggang, Yuying Li, Xiaoqin Lian, and Junying Fu. "Research on Automatic Proofreading Method of Sensitive Information in Content Security." In IOP Conference Series: Materials Science and Engineering , vol. 490, no. 6, p. 062060. IOP Publishing, 2019.
  45. Fu, Hongguang, Jingzhong Zhang, Xiuqin Zhong, Mingkai Zha, and Li Liu. "Robot for mathematics college entrance examination." In Electronic Proceedings of the 24th Asian Technology Conference in Mathematics, Mathematics and Technology, LLC. 2019.
  46. Yao, Jian, Xingfa Shen, Jianhui Qiu, and Ting Wang. "SeeIME: a Chinese mobile IME for Chinese learners based on hybrid Pinyin code." In Proceedings of the ACM Turing Celebration Conference-China , pp. 1-5. 2019.
  47. Cheng, Juan, Jiaolong Fu, Yan Kang, Hua Zhu, and Weihui Dai. "Sentiment Analysis of Social Networks’ Comments to Predict Stock Return." In International Conference on Human Centered Computing , pp. 67-74. Springer, Cham, 2019.
  48. Fedchyshyn, Andriy. "The Genesis of Arbitration Laws and International Commercial Arbitration." Law Rev. Kyiv UL (2019): 390.
  49. Lin, Shaofu, Yuanyuan Zhao, and Zhisheng Huang. "Time recognition of Chinese electronic medical record of depression based on conditional random field." In International Conference on Brain Informatics , pp. 149-158. Springer, Cham, 2019.
  50. Xu, Sheng, Peifeng Li, Fang Kong, Qiaoming Zhu, and Guodong Zhou. "Topic tensor network for implicit discourse relation recognition in chinese." In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics , pp. 608-618. 2019.
  51. Lou, Wen, Jiao Chen, and Tim Gorichanaz. "Understanding formal scholarly communication in information science by exploring generational evolution of academic writing patterns." Proceedings of the Association for Information Science and Technology 56, no. 1 (2019): 722-724.
  52. Chen, Liang, Liting Song, Yue Shao, Dewei Li, and Keyue Ding. "Using natural language processing to extract clinically useful information from Chinese electronic medical records." International journal of medical informatics 124 (2019): 6-12.
  53. Jia, Ziyang. "Verbs Prediction and Metaphor Construction in Modern Chinese Poetry Enriched With Glyph Information." PhD diss., Rutgers The State University of New Jersey, School of Graduate Studies, 2019.
  54. Du, Yueming, and Lijiao Yang. "What affects the difficulty of Chinese syntax?." In 2019 International Conference on Asian Language Processing (IALP) , pp. 71-74. IEEE, 2019.
  55. 章登义, 胡思, and 徐爱萍. "一种基于双向 LSTM 的联合学习的中文分词方法." 计算机应用研究 10 (2019).
  56. 侯丽微, 胡珀, and 曹雯琳. "主题关键词信息融合的中文生成式自动摘要研究." 自动化学报 45, no. 3 (2019): 530-539.
  57. 王春晖, 金芝, 赵海燕, 刘璘, 张伟, and 崔牧原. "人机协作的用户故事场景提取与迭代演进." 软件学报 10 (2019).
  58. 吴玉颖. "医药知识图谱的构建与应用研究." Master's thesis, 大连交通大学, 2019.
  59. 刘一然, and 骆力明. "基于 SVM 的学科试题自动分类研究." 计算机应用与软件 1 (2019).
  60. 梁娜, 姚长青, 王峥, 高影繁, and 李岩. "基于三重维度的企业风险信息抽取方法研究." 情报学报 38, no. 12 (2019): 1241-1249.
  61. 吴林静, 劳传媛, 刘清堂, 黄景修, and 巴深. "基于依存句法的初等数学分层抽样应用题题意理解." 计算机应用与软件 5 (2019).
  62. 高尚飞. "基于刷卡记录的消费者行为大数据挖掘算法研究与应用." Master's thesis, 青岛科技大学, 2019.
  63. 江俊, 黄骅, 任条娟, 张登辉. "基于峰值密度聚类的电信业投诉热点话题检测方法." 电信科学, 2019
  64. 曾浩, 詹恩奇, 郑建彬, and 汪阳. "基于扩展规则与统计特征的未登录词识别." 计算机应用研究 9 (2019).
  65. 陈迪阳. "基于文本聚类的垂直搜索引擎系统设计与实现." Master's thesis, 北京工业大学, 2019.
  66. 马雨萌, 王昉, 黄金霞, 姜恩波, and 张翕宇. "基于文献知识抽取的专题知识库构建研究——以中药活血化瘀专题知识库为例." (2019).
  67. 郭琴芳. "基于知识图谱的初中数学在线学习系统及应用." Master's thesis, 西安理工大学, 2019.
  68. 刘一然, 骆力明. "基于知识图谱的学科单选题考点提取研究." 计算机应用研究, 2019
  69. 高林, and 高尚飞. "大数据挖掘算法在刷卡中的研究与应用." 青岛科技大学学报 (自然科学版) 6 (2019).
  70. 左笑晨, 窦志成, 黄真, 卢淑祺, and 文继荣. "微博热门话题关联商品品类挖掘." 计算机研究与发展 56, no. 9 (2019): 1927.
  71. 党佩. "电力安全事故管理与分析系统的研究与实现." Master's thesis, 华北电力大学 (北京), 2019.
  72. 彭潇. "课程及教学大纲的本体构建及其在语义搜索的应用." Master's thesis, 浙江工商大学, 2019.
  73. 荣国平, 白晓颖, and 岳涛. "面向 DevOps 的软件工程新技术专题前言." 软件学报 10 (2019).
  74. 胡佳慧, 方安, 赵琬清, 杨晨柳, and 任慧玲. "面向知识发现的中文电子病历标注方法研究." 数据分析与知识发现 3, no. 7 (2019): 123-132.
  75. 王思丽, 祝忠明, 刘巍, and 杨恒. "领域本体学习语料的自动获取与预处理方法研究." 图书馆学研究 20 (2019).

2018 (57篇)

  1. 何子健, 罗林峰, 许信红, and 罗敏红. "2015 年广州市居民健康素养水平及影响因素研究." 华南预防医学 44, no. 3 (2018): 231-237.
  2. Che, Jin, Huan Chen, Jing Zeng, and Liang-Jie Zhang. "A Chinese text correction and intention identification method for speech interactive context." In International Conference on Edge Computing , pp. 127-134. Springer, Cham, 2018.
  3. Li, Yang, Qingliang Miao, ChenXin Yin, Chao Huo, Wenxiang Mao, Changjian Hu, and Feiyu Xu. "A Joint Model of Entity Linking and Predicate Recognition for Knowledge Base Question Answering." In CCKS Tasks , pp. 95-100. 2018.
  4. Wang, Xiaoli, Chuchu Gao, Jiangjiang Cao, Kunhui Lin, Wenyuan Du, and Zixiang Yang. "ALTAS: An Intelligent Text Analysis System Based on Knowledge Graphs." In Asia-Pacific Web (APWeb) and Web-Age Information Management (WAIM) Joint International Conference on Web and Big Data , pp. 466-470. Springer, Cham, 2018.
  5. Wang, Hao, Xiaodong Zhang, and Houfeng Wang. "A Neural Question Generation System Based on Knowledge Base." In CCF International Conference on Natural Language Processing and Chinese Computing , pp. 133-142. Springer, Cham, 2018.
  6. Zhu, Zhiliang, Deyang Li, Jie Liang, Guoqi Liu, and Hai Yu. "A dynamic personalized news recommendation system based on BAP user profiling method." IEEE Access 6 (2018): 41068-41078.
  7. Shao, Lijie, Fuwei Zhang, Ruomei Wang, Fan Zhou, and Shujin Lin. "An Efficient Expansion Word Extraction Algorithm for Educational Video." In 2018 7th International Conference on Digital Home (ICDH) , pp. 131-136. IEEE, 2018.
  8. Gao, Chengliang, Hua Xu, Xiaomin Sun, Junhui Deng, Xiaoli Bai, Xiaoming Zhang, and Kai Gao. "An Empirical Study of Emotion Analysis with Different Distributed Representation Methods for Chinese Microblogs." In 2018 First Asian Conference on Affective Computing and Intelligent Interaction (ACII Asia) , pp. 1-6. IEEE, 2018.
  9. Li, Shen, Zhe Zhao, Renfen Hu, Wensi Li, Tao Liu, and Xiaoyong Du. "Analogical reasoning on chinese morphological and semantic relations." arXiv preprint arXiv:1805.06504 (2018).
  10. Glauber, Rafael, and Daniela Barreiro Claro. "A systematic mapping study on open information extraction." Expert Systems with Applications 112 (2018): 372-387.
  11. Tang, Kaiyu, Yixin Bao, Zhijian Zhao, Liang Zhu, Yining Lin, and Yao Peng. "Autohighlight: Automatic highlights detection and segmentation in soccer matches." In 2018 IEEE International Conference on Big Data (Big Data) , pp. 4619-4624. IEEE, 2018.
  12. Shen, Ying, Lizhu Zhang, Jin Zhang, Min Yang, Buzhou Tang, Yaliang Li, and Kai Lei. "CBN: Constructing a clinical Bayesian network based on data from the electronic medical record." Journal of biomedical informatics 88 (2018): 1-10.
  13. Zhong, Junmei, and Xiu Yi. "Chinese electronic health record analysis for recommending medical treatment solutions with NLP and unsupervised learning." In MATEC Web of Conferences , vol. 189, p. 10007. EDP Sciences, 2018.
  14. Yarkov, Vladimir V., and Igor N. Spitsin. "Contesting of normative legal acts in court: Procedure de lege lata and ways of improving." Vestnik Saint Petersburg UL (2018): 554.
  15. Chen, Dehua, Yunying Wu, Jiajin Le, and Qiao Pan. "Context-Aware End-To-End Relation Extracting from Clinical Texts with Attention-based Bi-Tree-GRU." In ILP Up-and-Coming/Short Papers , pp. 21-35. 2018.
  16. Luo, Ling, Nan Li, Shuaichi Li, Zhihao Yang, and Hongfei Lin. "DUTIR at the CCKS-2018 Task1: A Neural Network Ensemble Approach for Chinese Clinical Named Entity Recognition." In CCKS Tasks , pp. 7-12. 2018.
  17. YAN, Duan-wu, Tie-jun LI, Xiong-fei YANG, and C. H. E. N. Kun. "Design and Implementation of Parallelized LDA Topic Model Based on MapReduce." DEStech Transactions on Computer Science and Engineering CCNT (2018).
  18. Pan, Zejia, Ying Jiang, Tong Wang, Yudan Lin, Hongjun Li, Jiting Xu, and Xin Zhao. "Design and implementation of scientific research information recommendation system." In 2018 IEEE 3rd International Conference on Big Data Analysis (ICBDA) , pp. 297-302. IEEE, 2018.
  19. Chen, Jizhi, and Junzhong Gu. "Developing educational ontology: a case study in physics." In Proceedings of the 10th International Conference on Education Technology and Computers , pp. 201-206. 2018.
  20. Li, Jia, Minghui Liu, Xiaojun Li, Xuan Liu, and Jingfang Liu. "Developing embedded taxonomy and mining patients’ interests from web-based physician reviews: mixed-methods approach." Journal of medical Internet research 20, no. 8 (2018): e254.
  21. YUAN, Di, Yue-hong WANG, Hui YUAN, Yi-ying SHAO, Yu-qi FAN, Xiao-ting SHAO, Jing HU, Can WEI, and Chang-qing XU. "Effect of exogenous spermine on hypoxia- induced cardiomyocyte apoptosis in suckling rats and its mechanism." Chinese Journal of Applied Physiology 34, no. 3 (2018): 193.
  22. Xu, Sheng, Peifeng Li, Guodong Zhou, and Qiaoming Zhu. "Employing text matching network to recognise nuclearity in chinese discourse." In Proceedings of the 27th International Conference on Computational Linguistics , pp. 525-535. 2018.
  23. Dong, Yixuan, Yemao Zhou, Chuanyi Li, Jidong Ge, Yali Han, Mengting He, Dekuan Liu, Xiaoyu Zhou, and Bin Luo. "Establish evidence chain model on chinese criminal judgment documents using text similarity measure." In International Conference of Pioneering Computer Scientists, Engineers and Educators , pp. 27-40. Springer, Singapore, 2018.
  24. Prystay, T. "Formation and Development of Legislation-The Basis of Legal Status of Subjects of Foreign Economic Activity." Law Rev. Kyiv UL (2018): 191.
  25. Shen, Ying, Yaliang Li, Yang Deng, Jin Zhang, Min Yang, Jinsong Chen, Shangchun Si, and Kai Lei. "Gastroenterology ontology construction using synonym identification and relation extraction." IEEE Access 6 (2018): 52095-52104.
  26. Chen, Xu, Jie Zhang, Zheng Xu, and Jin Liu. "HIB-tree: An efficient index method for the big data analytics of large-scale human activity trajectories." Future Generation Computer Systems 86 (2018): 1269-1278.
  27. Lin, Kunhui, Wenyuan Du, Xiaoli Wang, Meihong Wang, and Zixiang Yang. "How to enhance Chinese word segmentation using knowledge graphs." In 2018 13th International Conference on Computer Science & Education (ICCSE), pp. 1-6. IEEE, 2018.
  28. Yu, Qing, and Rui Liu. "Identification of Spam Based on Dependency Syntax and Convolutional Neural Network." In 2018 11th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI) , pp. 1-6. IEEE, 2018.
  29. Zhu, Wenhao, Xin Jin, Jianyue Ni, Baogang Wei, and Zhiguo Lu. "Improve word embedding using both writing and pronunciation." PloS one 13, no. 12 (2018): e0208785.
  30. He, Han. "Industrial Strength Dependency Parsing System." PhD diss., 2018.
  31. Hu, Yunfeng, Yueqi Han, and Yunzhi Zhang. "Information extraction and spatial distribution of research hot regions on rocky desertification in China." Applied Sciences 8, no. 11 (2018): 2075.
  32. Wang, Yuming, Jun Huang, Yun Liu, Lai Tu, and Ling Liu. "Inter-Category Distribution Enhanced Feature Extraction for Efficient Text Classification." In International Conference on Big Data , pp. 17-25. Springer, Cham, 2018.
  33. Ye, Hai, Xin Jiang, Zhunchen Luo, and Wenhan Chao. "Interpretable charge predictions for criminal cases: Learning to generate court views from fact descriptions." arXiv preprint arXiv:1802.08504 (2018).
  34. Jiang, Xin, Hai Ye, Zhunchen Luo, Wenhan Chao, and Wenjia Ma. "Interpretable rationale augmented charge prediction system." In Proceedings of the 27th International Conference on Computational Linguistics: System Demonstrations , pp. 146-151. 2018.
  35. HUANG, Yangchen, J. I. A. Yan, G. A. N. Liang, X. U. Jing, Jiuming HUANG, and H. E. Zhonghe. "Multi-factor person entity relation extraction model based on distant supervision." Journal on Communications 39, no. 7 (2018): 103.
  36. Zhao, Junlei, Bicheng Li, and Lei Guo. "Open domain event attribute extraction method." DEStech Transactions on Computer Science and Engineering iciti (2018).
  37. Gong, Yonggang, Junying Fu, Xiaoqin Lian, and Yuying Li. "Research and Implementation of Chinese Text Automatic Proofreading System." In IOP Conference Series: Materials Science and Engineering , vol. 466, no. 1, p. 012090. IOP Publishing, 2018.
  38. Chen, Haibo, Jing Tang, Sheng Fang, and Mengyuan Li. "Research on the Architecture and Technologies of the “Internet+” Smart Site." In 2018 12th International Conference on Software, Knowledge, Information Management & Applications (SKIMA), pp. 1-4. IEEE, 2018.
  39. Zhang, Xi, Siyu Qu, Jieyun Huang, Binxing Fang, and Philip Yu. "Stock market prediction via multi-source multiple instance learning." IEEE Access 6 (2018): 50720-50728.
  40. Lv, Jinna, Bin Wu, Lili Zhou, and Han Wang. "Storyrolenet: Social network construction of role relationship in video." IEEE Access 6 (2018): 25958-25969.
  41. Wu, Meng-Tse, Yi-Chung Lin, and Keh-Yih Su. "Supporting Evidence Retrieval for Answering Yes/No Questions." 中文計算語言學期刊 23, no. 2 (2018): 47-65.
  42. Sun, Xiaojie, Menghao Du, Hua Shi, and Wenming Huang. "Text Sentiment Polarity Classification Method Based on Word Embedding." In Proceedings of the 2018 2nd International Conference on Algorithms, Computing and Systems , pp. 99-104. 2018.
  43. Jiang, Yingdi, Yonglian Yu, Xiaoyu Wang, and Zhiying Liu. "The Law of Semantic Change of Opposite Compounds." In 2018 International Conference on Asian Language Processing (IALP) , pp. 108-112. IEEE, 2018.
  44. Gong, Neng, Tongtong Shen, Tianshu Wang, Diandian Qi, Meng Li, Jia Wang, and Chi-Ho Li. "The Sogou spoken language understanding system for the NLPCC 2018 evaluation." In CCF International Conference on Natural Language Processing and Chinese Computing , pp. 454-463. Springer, Cham, 2018.
  45. Yurlov, Sergey A. "The development of legal science with regard to researching issues relating to normative regulation of sport." Vestnik Saint Petersburg UL (2018): 620.
  46. Xu, Jing, Liang Gan, Mian Cheng, and Quanyuan Wu. "Unsupervised medical entity recognition and linking in Chinese online medical text." Journal of healthcare engineering 2018 (2018).
  47. Zhang, Manying, and Kim Gerdes. "Who’s the werewolf." (2018).
  48. 蒋鸣珂, and 曾伟红. "企业互联网负面信息分析与去噪." 科技与创新 3 (2018): 53-56.
  49. 朱凤山. "在线校园新闻主题分析模型的建立与应用." 电子技术与软件工程 15 (2018): 146-148.
  50. 邬登峰, 白琳, 王涛, 李慧, and 许舒人. "基于多粒度特征和混合算法的文档推荐系统 ①." (2018).
  51. 杨昇至. "基于微信平台的医院就诊流程引导系统设计与实现." Master's thesis, 南京师范大学, 2018.
  52. 肖娜. "基于自然语言处理的能源电池领域的知识图谱构建." Master's thesis, 青岛理工大学, 2018.
  53. 黄杨琛, 贾焰, 甘亮, 徐菁, 黄九鸣, and 赫中翮. "基于远程监督的多因子人物关系抽取模型." 通信学报 39, no. 7 (2018): 103-112.
  54. 高影繁, 苏娜, 张运良, and 韩红旗. "基于非线性规划理论的事件主题词过滤方法." 情报学报 37, no. 1 (2018): 61-67.
  55. 袁迪, 王跃虹, 袁辉, 邵毅英, 范玉琪, 邵小婷, 扈敬, 魏璨, and 徐长庆. "外源性精胺对缺氧诱导乳鼠心肌细胞凋亡的影响及其机制." 中国应用生理学杂志 34, no. 3 (2018): 193.
  56. 王兴建. "自然语言处理在军事舆情领域的应用研究." Master's thesis, 吉林大学, 2018.
  57. 谢刚, 吴高巍, 任俊宏, 张似衡, 牛景昊, and 张文生. "面向患者的智能医生框架研究." 计算机科学与探索 12, no. 9 (2018): 1475-1486.

2017 (30篇)

  1. Li, Hui, Yanjun Liu, Xiaohong Jin, and Xiaoqing Dong. "A Study of Extraction Methods for Incident Subject Terms Based on Left-Right Branch and Between- Class Distribution Entropies." In 2017 13th International Conference on Semantics, Knowledge and Grids (SKG) , pp. 176-181. IEEE, 2017.
  2. Huang, Dongchuan, and Jiali Wang. "An approach on Chinese microblog entity linking combining baidu encyclopaedia and word2vec." Procedia Computer Science 111 (2017): 37-45.
  3. Li, Jung-Bin, and Li-Bing Yang. "A rule-based Chinese sentiment mining system with self-expanding dictionary-taking TripAdvisor as an example." In 2017 IEEE 14th International Conference on e-Business Engineering (ICEBE) , pp. 238-242. IEEE, 2017.
  4. Wu, Jinhang, Xiao Hu, Rongsheng Zhao, Feiliang Ren, and Minghan Hu. "Clinical named entity recognition via bi-directional LSTM-CRF model." In CEUR Workshop Proc , vol. 1976, pp. 31-6. 2017.
  5. Wu, Pin, Juanjuan Luo, Yonghua Zhu, and Wenjie Zhang. "Construction and Verification of Knowledge Base of Political & Economy News based on Mixed Algorithm of Subgraph Feature Extraction and RESCAL." International Journal of Performability Engineering 13, no. 8 (2017): 1268.
  6. Hu, Yue, Shu-Qiang Yang, and Bin Zhou. "Enhanced Microblog Network Representation with User-Generated Content." In ITM Web of Conferences , vol. 12, p. 03006. EDP Sciences, 2017.
  7. Wu, Chunzi, and Bai Wang. "Extracting topics based on Word2Vec and improved Jaccard similarity coefficient." In 2017 IEEE Second International Conference on Data Science in Cyberspace (DSC) , pp. 389-397. IEEE, 2017.
  8. Yunfeng, Hu, Han Yueqi, Zhang Yunzhi, and Zhuang Yuan. "Extraction and dynamic spatial-temporal changes of grassland deterioration research hot regions in China." Journal of Resources and Ecology 8, no. 4 (2017): 352-358.
  9. Kuzmin, Igor A. "Formal Legal Method as a Part of Comparative Studies Methodology." Law: J. Higher Sch. Econ. (2017): 18.
  10. Zhu, Yueqin, Wenwen Zhou, Yang Xu, Ji Liu, and Yongjie Tan. "Intelligent learning for knowledge graph towards geological data." Scientific Programming 2017 (2017).
  11. Luo, Bingfeng, Yansong Feng, Jianbo Xu, Xiang Zhang, and Dongyan Zhao. "Learning to predict charges for criminal cases with legal basis." arXiv preprint arXiv:1707.09168 (2017).
  12. Xia, Guoqing, Yao Shen, and Qiang Lin. "Lexicon-based semi-CRF for Chinese clinical text word segmentation." In 2017 international conference on progress in informatics and computing (PIC) , pp. 45-50. IEEE, 2017.
  13. Cui, Chenxi, and Wenji Mao. "Recognize user intents in online interactions from massive social media data." In 2017 IEEE 2nd International Conference on Big Data Analysis (ICBDA) , pp. 11-15. IEEE, 2017.
  14. Li, Zhenzhen, Qun Zhang, Yang Liu, Dawei Feng, and Zhen Huang. "Recurrent neural networks with specialized word embedding for chinese clinical named entity recognition." In CEUR Workshop Proceedings , vol. 1976, pp. 55-60. 2017.
  15. Niu, Jianwei, Mingsheng Sun, and Shasha Mo. "Sentiment Analysis of Chinese Words Using Word Embedding and Sentiment Morpheme Matching." In International Conference on Collaborative Computing: Networking, Applications and Worksharing , pp. 3-12. Springer, Cham, 2017.
  16. An, Yanxin, Xinhuai Tang, and Bin Xie. "Sentiment analysis for short Chinese text based on character-level methods." In 2017 9th International Conference on Knowledge and Smart Technology (KST) , pp. 78-82. IEEE, 2017.
  17. Zhang, Qiang, Chenwei Liu, Shangru Zhong, and Kai Lei. "Spam comments detection with self-extensible dictionary and text-based features." In 2017 IEEE Symposium on Computers and Communications (ISCC) , pp. 1225-1230. IEEE, 2017.
  18. Wu, Xiaoyang, and Bin Wu. "The CRFs-based Chinese open entity relation extraction." In 2017 IEEE Second International Conference on Data Science in Cyberspace (DSC) , pp. 405-411. IEEE, 2017.
  19. Xu, Yuqian, Tom Tan, and Serguei Netessine. "The Impact of Workload on Operational Risk: Evidence from a Commercial Bank." SMU Cox School of Business Research Paper 18-13 (2017).
  20. 孙健, 高大启, 阮彤, 殷亦超, 高炬, and 王祺. "中文电子病历中的时间关系识别." 计算机应用 (2017): 0-0.
  21. 张磊, 程朋根, 郭建雄, and 殷巧珍. "产程实时汇报系统的设计与实现." 计算机应用与软件 34, no. 7 (2017): 28-31.
  22. 刘泽锦, and 王洁. "同主题词短文本分类算法中 BTM 的应用与改进 ①." (2017).
  23. 肖娜萍. "基于 QFD 的基本公卫信息系统质量改进研究." Master's thesis, 华南理工大学, 2017.
  24. 李满荣, 赵宏安, 董文静, 耿国华, and 周明全. "基于优先权过滤的自动摘要抽取算法." 西北大学学报自然科学版 47, no. 3 (2017): 349-354.
  25. 李俊卿. "基于分布式的社交网络信息推荐." Master's thesis, 北京邮电大学, 2017.
  26. 吕丹, 龙华, 赵继东, 邵玉斌, and 杜庆治. "基于地图地理信息点的数据融合算法的改进." 西北大学学报自然科学版 47, no. 5 (2017): 687-692.
  27. 朱金山. "基于敏感词分析的高校舆情监控系统设计与实现." 集宁师范学院学报 39, no. 6 (2017): 37-41.
  28. 黄念娥, 黄河, and 王儒敬. "本体与条件随机场结合的涉农商品名称抽取与类别标注." 计算机应用 37, no. 1 (2017): 233-238.
  29. 黄蓓静, 贺睴, and 杨静. "远程监督人物关系抽取中的去噪研究." 计算机应用与软件 34, no. 7 (2017): 11-18.
  30. 胡鑫. "面向社会面动态分析的命名实体识别与可视化方法研究." Master's thesis, 国防科学技术大学, 2017.

2016 (21篇)

  1. Dong, Zhenjiang, Hong Chen, Jingqiang Chen, Huakang Li, and Tao Li. "A demonstration of qa system based on knowledge base." In Asia-Pacific Web Conference , pp. 579-582. Springer, Cham, 2016.
  2. Xu, Jing, Liang Gan, Bin Zhou, and Quanyuan Wu. "An Unsupervised Method for Entity Mentions Extraction in Chinese Text." In Asia-Pacific Services Computing Conference , pp. 320-328. Springer, Cham, 2016.
  3. Xu, Jing, Liang Gan, Bin Zhou, and Quanyuan Wu. "An unsupervised method for linking entity mentions in Chinese text." In Asia-Pacific Services Computing Conference , pp. 183-195. Springer, Cham, 2016.
  4. Jiang, Lan, Hengyang Lu, Ming Xu, and Chongjun Wang. "Biterm pseudo document topic model for short text." In 2016 IEEE 28th International Conference on Tools with Artificial Intelligence (ICTAI) , pp. 865-872. IEEE, 2016.
  5. Chen, Huan, Xin-Nan Li, Liang-Jie Zhang, Yi-Xuan Huang, and Xiao-Sheng Cai. "Cloud-Based Core Text Processing Services for Sentiment Analysis." In 2016 IEEE International Congress on Big Data (BigData Congress) , pp. 236-243. IEEE, 2016.
  6. Li, Peijia, Yonghong Yan, Chaomin Wang, Zhijie Ren, Pengyu Cong, Huixin Wang, and Junlan Feng. "Customer voice sensor: A comprehensive opinion mining system for call center conversation." In 2016 IEEE International Conference on Cloud Computing and Big Data Analysis (ICCCBDA) , pp. 324-329. IEEE, 2016.
  7. Zhou, Yadong, Hong Xu, and Lei Lei. "Event detection based on interactive communication streams in social network." In Proceedings of the 9th EAI International Conference on Mobile Multimedia Communications , pp. 54-57. 2016.
  8. Wu, Chunzi, Bin Wu, and Bai Wang. "Event evolution model based on random walk model with hot topic extraction." In International Conference on Advanced Data Mining and Applications , pp. 591-603. Springer, Cham, 2016.
  9. Fu, Xiaolei, Ming Gao, Qiang Liu, and Hongmei Liu. "Group detection for specific topic on micro-blog." In 2016 13th Web Information Systems and Applications Conference (WISA) , pp. 134-137. IEEE, 2016.
  10. Lai, Yuxuan, Yang Lin, Jiahao Chen, Yansong Feng, and Dongyan Zhao. "Open domain question answering system based on knowledge base." In Natural Language Understanding and Intelligent Applications , pp. 722-733. Springer, Cham, 2016.
  11. Shi, Si, Dawei Jin, and Goh Tiong-Thye. "Real-time public mood tracking of chinese microblog streams with complex event processing." Ieee Access 5 (2016): 421-431.
  12. ZHANG, Shi-jiao, S. U. N. Yuan, and Z. H. U. Zhen. "Removing Duplicates Method of English Tests." DEStech Transactions on Computer Science and Engineering aics (2016).
  13. Chen, W. A. N. G., J. I. A. Yan, Jiu-ming HUANG, and Z. H. O. U. Bin. "Retweet Prediction in Sina Weibo Based on Entity-Level Sentiment Analysis." DEStech Transactions on Computer Science and Engineering aita (2016).
  14. Ma, Lu, Dan Zhang, Jian-wu Yang, and Xiong Luo. "Sentiment orientation analysis of short text based on background and domain sentiment lexicon expansion." In 2016 5th International Conference on Computer Science and Network Technology (ICCSNT) , pp. 234-239. IEEE, 2016.
  15. Yu, Chen, and Li Shuang. "The clinical application of artificial liver support system." Clinical Focus 31, no. 7 (2016): 717.
  16. Peixia, Wang, Yu Hai, Chen Li, and Wang Yongji. "Using intelligent system to extract search terms for sci-tech novelty retrieval." Data Analysis and Knowledge Discovery 32, no. 11 (2016): 82-93.
  17. 刘磊. "基于多层条件随机场的短语音语义识别方法." Master's thesis, 中南民族大学, 2016.
  18. 孙丽萍, 过弋, 唐文武, and 徐永斌. "基于构成模式和条件随机场的企业简称预测." 计算机应用 36, no. 2 (2016): 449-454.
  19. 李学明, 张朝阳, and 佘维军. "基于用户回复内容观点支持度的评论有用性计算." 计算机应用 36, no. 10 (2016): 2767-2771.
  20. 黄念娥, 黄河, and 王儒敬. "本体与 CRF 结合的涉农商品名称抽取与类别标注." 计算机应用 (2016): 0-0.
  21. 王培霞, 余海, 陈力, and 王永吉. "科技查新中检索词智能抽取系统的设计与实现." 现代图书情报技术 11 (2016): 82-93.

Unknown Year (18篇)

  1. Liu, Ziyu, Ying Li, Lixia Zhao, and Pengtao Guo. "Construction of intelligent query system for metro electromechanical equipment faults based on the knowledge graph." Journal of Intelligent & Fuzzy Systems Preprint: 1-18.
  3. Lian, Sixia, Shangyu Sun, Zerui He, Jiali Xu, and Qian Yin. "Design and Implementation of Python Learning Platform." (2019).
  4. Shen, Ying, Jiyue Huang, Jin Zhang, Min Yang, and Kai Lei. "Discovering Medical Entity Relations from Texts using Dependency Information." Natural Language Engineering 1, no. 1: 1-21.
  5. van Walen, Terry. "Method Call Argument Completion using Deep Neural Regression."
  6. Luo, Ling, Nan Li, Shuaichi Li, Zhihao Yang, and Hongfei Lin. "Neural Network Ensemble Approach for the Chinese Clinical Named Entity Recogni-tion."
  7. Yuyan, Xing. "Research on key technologies of automatic generation of syntactic parser."
  8. Mazodier, Pierric, Yoann Goudin, Mathieu Mangeot, and Valérie Bellynck. "Sinogramic Languages."
  9. Bhuvaneshwari, Chinnasamy, and Raman Beena. "TFCMA-DRL: Tolerant Flexible Coordinated Multi-Agent Deep Reinforcement Learning for Prediction of Future Stock Price Trends from Multi-Source Data."
  10. Howard, L. "THE BRITISH JOURNAL I 0. F PSYCHIATRY JUNE i998 VOL. 172."
  11. JIANG, Jun, Hua HUANG, R. E. N. Tiaojuan, and Denghui ZHANG. "Telecom complaint hot topic detection method based on density peaks clustering." Telecommunications Science 35, no. 5: 97.
  12. WANG, YUXUAN. "The Classification Of Spam Based On Naive Bayesian Model."
  13. Vanagas, Giedrius, and Agusti Solanas. "eHealth Solutions for the Integrated Healthcare."
  14. 孙弋, and 李直. "使用贝叶斯分类的高考学业规划智能问答系统 ①."
  15. 相颖, 冯钧, 夏珮珮, and 陆佳民. "基于 Bootstrapping 的水利空间关系词提取." 计算机科学 47, no. 12: 131-138.
  16. 曾超, 刘晓宇, 林艺滨, and 温若辉. "基于电子取证数据的内容分析技术和应用." 计算机科学 43, no. B12 (2016): 228-230.
  17. 杨志斌, 杨永强, 袁胜浩, 周勇, 薛垒, and 程高辉. "安全关键软件术语推荐和需求分类方法." 计算机科学 48, no. 5: 32-44.
  18. Leng, Tangyun, Alan Bairner, Jiashu Hu, and Shuo Yang. "我国足球归化运动员社会认同问题研究: 基于社交媒体内容的 情感与主题分析 (The social identity of naturalized footballers in China: social media contents based sentiment and thematic analysis)."