引用HanLP
感谢使用,欢迎在学术文献中引用HanLP:
@inproceedings{he-choi-2021-stem,
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 = "https://aclanthology.org/2021.emnlp-main.451",
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 (550篇)
这是一份在2022年9月通过谷歌学术统计到的不完整列表,欢迎共同维护。
2022 (41篇)
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- 赵晓函, 周子力, 李天宇, 陈丹华, 王凯莉. “一种基于IC 参数的知识图谱嵌入方法.” 中文信息学报, 2021
- 王春晖, 金芝, 赵海燕, and 崔牧原. “一种用户故事需求质量提升方法.” 计算机研究与发展 58, no. 4 (2021): 731.
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- 赵登鹏, 熊回香, 田丰收, and 李昕然. “基于序列比对算法的中文文本相似度计算研究.” 图书情报工作 65, no. 11 (2021): 101.
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- 毛存礼, 梁昊远, 余正涛, 郭军军, 黄于欣, and 高盛祥. “基于神经自回归分布估计的涉案新闻主题模型构建方法.” 中文信息学报 35, no. 2 (2021): 89-98.
- 景铭, 李晓燕, 郁湧, 谢仲文. “基于网络游记的云南省旅游目的地形象季节性画像分析.” Geographical Science Research, 2021
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- Towey, Dave, Lixian Jin, Hua Zhu, Jiaye Zhu, Kangming Feng, Huili Geng, Jing Lu, Tianyi Yu, and Yu Wang. “CHOCSLAT: Chinese healthcare-oriented computerised speech & language assessment tools.” In 2020 IEEE 44th Annual Computers, Software, and Applications Conference (COMPSAC) , pp. 1460-1465. IEEE, 2020.
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- CHEN, Xiaohui, Junnan LIU, Li XU, Jia LI, Wei ZHANG, and Haiyan LIU. “Construction of the COVID-19 Epidemic Cases Activity Knowledge Graph: A Case Study of Zhengzhou City.” 武汉大学学报● 信息科学版 45, no. 6 (2020): 816-825.
- He, Huihua, Si He, and Yan Li. “Contemporary Chinese parents’ needs and questions of parenting for young children: a Web text-mining approach.” (2020).
- Wang, Yongjun, Jing Gao, and Junjie Chen. “Deep Learning Algorithm for Judicial Judgment Prediction Based on BERT.” In 2020 5th International Conference on Computing, Communication and Security (ICCCS) , pp. 1-6. IEEE, 2020.
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- Huang, Shujun, Yuyan Wang, and Xiang Yu. “Design and Implementation of Oil and Gas Information on Intelligent Search Engine Based on Knowledge Graph.” In Journal of Physics: Conference Series , vol. 1621, no. 1, p. 012010. IOP Publishing, 2020.
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- Zhu, Wenhao, Xin Jin, Shuang Liu, Zhiguo Lu, Wu Zhang, Ke Yan, and Baogang Wei. “Enhanced double-carrier word embedding via phonetics and writing.” ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP) 19, no. 2 (2020): 1-18.
- Li, Hongzheng, and Heyan Huang. “Evaluating Low-Resource Machine Translation between Chinese and Vietnamese with Back-Translation.” arXiv preprint arXiv:2003.02197 (2020).
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- Yang, Yuexin, and Gongchang Ren. “HanLP-based technology function matrix construction on Chinese process patents.” International Journal of Mobile Computing and Multimedia Communications (IJMCMC) 11, no. 3 (2020): 48-64.
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- Chen, Hua, AiBin Guo, Wenlong Ni, and Yan Cheng. “Improving the representation of image descriptions for semantic image retrieval with RDF.” Journal of Visual Communication and Image Representation 73 (2020): 102934.
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- Liu, Zhi, Shiqi Liu, Cuishuang Zhang, Zhu Su, Tianhui Hu, and Sannyuya Liu. “Investigating the Relationship between Learners’ Cognitive Participation and Learning Outcome in Asynchronous Online Discussion Forums.” In CSEDU (2) , pp. 26-33. 2020.
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- Zhang, Yiming, Baojun Liu, Chaoyi Lu, Zhou Li, Haixin Duan, Shuang Hao, Mingxuan Liu, Ying Liu, Dong Wang, and Qiang Li. “Lies in the Air: Characterizing Fake-base-station Spam Ecosystem in China.” In Proceedings of the 2020 ACM SIGSAC Conference on Computer and Communications Security , pp. 521-534. 2020.
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- Berggren, Erik, and Axel Ungewitter. “Negativa attityder och misslyckade Open Source-projekt: En attitydanalys av commit-meddelanden i digitala förvaringsplatser som prediktor för misslyckade Open Source-projekt.” (2020).
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- Liu, Shanshi, Yuanzheng Chang, Jianwu Jiang, Haigang Ma, and Huaikang Zhou. “Predictive Validity of Interviewer Post-interview Notes on Candidates’ Job Outcomes: Evidence Using Text Data From a Leading Chinese IT Company.” Frontiers in Psychology 11 (2020).
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- Yang, Tengfei, Jibo Xie, Guoqing Li, Naixia Mou, Cuiju Chen, Jing Zhao, Zhan Liu, and Zhenyu Lin. “Traffic Impact Area Detection and Spatiotemporal Influence Assessment for Disaster Reduction Based on Social Media: A Case Study of the 2018 Beijing Rainstorm.” ISPRS International Journal of Geo- Information 9, no. 2 (2020): 136.
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- 荣垂田, 李银银, 王琰. “中文关键短语自动提取方法研究.” 计算机科学与探索, 2018
- 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.
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2017 (33篇)
- 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.
- Huang, Dongchuan, and Jiali Wang. “An approach on Chinese microblog entity linking combining baidu encyclopaedia and word2vec.” Procedia Computer Science 111 (2017): 37-45.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Kuzmin, Igor A. “Formal Legal Method as a Part of Comparative Studies Methodology.” Law: J. Higher Sch. Econ. (2017): 18.
- Zhu, Yueqin, Wenwen Zhou, Yang Xu, Ji Liu, and Yongjie Tan. “Intelligent learning for knowledge graph towards geological data.” Scientific Programming 2017 (2017).
- 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).
- 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.
- 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.
- Z Li, Q Zhang, Y Liu, D Feng, Z Huang. “Recurrent neural networks with specialized word embedding for Chinese clinical named entity recognition.” CEUR Workshop Proceedings, 2017
- 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.
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- 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.
- 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.
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- 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.
- 肖娜萍. “基于QFD 的基本公卫信息系统质量改进研究.” NA, 2017
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
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2016 (22篇)
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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).
- 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).
- 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.
- Yu, Chen, and Li Shuang. “The clinical application of artificial liver support system.” Clinical Focus 31, no. 7 (2016): 717.
- 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.
- 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.
- 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.
- 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.
- 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.
- 黄念娥, 黄河, 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
- 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 (35篇)
- S Huang, Y Xiu, S Liu, C Kong. “A Bilateral Context and Filtering Strategy-Based Approach for Chinese Entity Synonym Set Expansion.” Available at SSRN 4072786, Unknown Year
- Q Qiu, Z Xie, S Wang, Y Zhu, H Lv, K Sun. “ChineseTR: A weakly supervised toponym recognition architecture based on automatic training data generator and deep neural network.” Transactions in GIS, Unknown Year
- 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.
- Zhong, Junmei, Xiu Yi, Jian Wang, Zhuquan Shao, Panpan Wang, and Sen Lin. “DEEP LEARNING BASED DATA GOVERNANCE FOR CHINESE ELECTRONIC HEALTH RECORD ANALYSIS.”
- Lian, Sixia, Shangyu Sun, Zerui He, Jiali Xu, and Qian Yin. “Design and Implementation of Python Learning Platform.” (2019).
- 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.
- S Droby, N Sela, E Levin. “Genetic and transcriptomic analysis of postharvest decay resistance in Malus sieversii and the characterization of pathogenicity effectors in Penicillium ….” NA, Unknown Year
- J Li, Z Zhang, M Chen, J Ma, S Wang, J Xiao. “Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-Pooling Strategy and Window-Based Attention.” NA, Unknown Year
- J Li, Z Zhang, M Chen, J Ma, S Wang, J Xiao. “Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-Pooling Strategy and Window-Based Attention}}.” NA, Unknown Year
- L Jie, T Xijin, YAN Zhihua, P Qin. “Leverage Quality News to Analyze Quality Risk of Industry Products.” Journal of Systems Science and …, Unknown Year
- van Walen, Terry. “Method Call Argument Completion using Deep Neural Regression.”
- Luo, Ling, Nan Li, Shuaichi Li, Zhihao Yang, and Hongfei Lin. “Neural Network Ensemble Approach for the Chinese Clinical Named Entity Recogni-tion.”
- Z Dengpeng, X Huixiang, T Fengshou, L Xinran. “Research on Chinese Text Similarity Calculation Based on Sequence Alignment Algorithm.” NA, Unknown Year
- Yuyan, Xing. “Research on key technologies of automatic generation of syntactic parser.”
- Mazodier, Pierric, Yoann Goudin, Mathieu Mangeot, and Valérie Bellynck. “Sinogramic Languages.”
- R Ding, P Xie, X Zhang, W Lu, L Li, L Si. “Supplementary Material for “A Neural Multi-digraph Model for Incorporating Gazetteers in Chinese NER”.” NA, Unknown Year
- 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.”
- Howard, L. “THE BRITISH JOURNAL I 0. F PSYCHIATRY JUNE i998 VOL. 172.”
- 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.
- S Li, W Hope. “Terminology Translation in Chinese Contexts.” NA, Unknown Year
- WANG, YUXUAN. “The Classification Of Spam Based On Naive Bayesian Model.”
- O Jerusalemartichoke, C JIANGYu-ting. “[[email protected], IXYZ ]^ 34, _ab2=> cd.[ef]:;:< 892ab=> cd: CDE 1∶ 20 (g∶ mL), pH6. 0, 7gFG 54C, 567 (mhijk7∶ mfl7= 1∶ 8) 131μg/gmn, 89op 40min; MNcdq:; ….” NA, Unknown Year
- Vanagas, Giedrius, and Agusti Solanas. “eHealth Solutions for the Integrated Healthcare.”
- 邓凯, 杨频, 李益洲, 杨星, 曾凡瑞, 张振毓. “一种可快速迁移的领域知识图谱构建方法.” 计算机科学, Unknown Year
- 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.”
- 孙弋, 李直. “使用贝叶斯分类的高考学业规划智能问答系统①.” NA, Unknown Year
- 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.
- 相颖, 冯钧, 夏珮珮, 陆佳民. “基于Bootstrapping 的水利空间关系词提取.” 计算机科学, Unknown Year
- 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.
- 袁满, 张维罡, 李明轩. “基于认知图谱的智能问答系统推理模型研究.” NA, Unknown Year
- 冷洁, 唐锡晋, 闫志华, 彭琴. “基于质量新闻的工业品质量风险分析.” 系统科学与数学, Unknown Year
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