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Rhetorical structure theory: A comprehensive review of theory, parsing methods and applications
Hou, Shengluan1,2; Zhang, Shuhan1,2; Fei, Chaoqun1,2
2020-11-01
发表期刊EXPERT SYSTEMS WITH APPLICATIONS
ISSN0957-4174
卷号157页码:16
摘要Rhetorical structure theory (RST) is a significant theory about discourse organization. With an increasing number of research interests focus on RST, many novel parsing approaches have been proposed and motivated many brand new applications, such as chatbots and other expert and intelligent systems. However, the work on RST dates back many years and there remains a lack of comprehensive literature reviews. The aim of this study is therefore to provide a comprehensive overview of RST, parsing methods and applications. In this paper, we first give a detailed introduction to RST. Then the commonly used discourse treebank: RST-DT is elaborated. We propose a new taxonomy to divide the RST parsing methods into different categories. With a focus on the classical and latest methods that have recently been developed, we review the pros and cons of these approaches, along with the performance analysis of them. We then summarize the applications of RST across various domains. Moreover, we present a comparative study of RST with other discourse structure theories. Finally, we discuss some implications of our findings and outline future research directions in this challenging and fast-growing field. (C) 2020 Elsevier Ltd. All rights reserved.
关键词Rhetorical structure theory Discourse structure RST parsing Machine learning Natural language processing Text summarization
DOI10.1016/j.eswa.2020.113421
收录类别SCI
语种英语
资助项目National Key Research and Development Program of China[2016YFB1000902] ; National Natural Science Foundation of China[61232015] ; National Natural Science Foundation of China[61472412] ; National Natural Science Foundation of China[61621003]
WOS研究方向Computer Science ; Engineering ; Operations Research & Management Science
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic ; Operations Research & Management Science
WOS记录号WOS:000548587800003
出版者PERGAMON-ELSEVIER SCIENCE LTD
引用统计
被引频次:15[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/15925
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Hou, Shengluan
作者单位1.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
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GB/T 7714
Hou, Shengluan,Zhang, Shuhan,Fei, Chaoqun. Rhetorical structure theory: A comprehensive review of theory, parsing methods and applications[J]. EXPERT SYSTEMS WITH APPLICATIONS,2020,157:16.
APA Hou, Shengluan,Zhang, Shuhan,&Fei, Chaoqun.(2020).Rhetorical structure theory: A comprehensive review of theory, parsing methods and applications.EXPERT SYSTEMS WITH APPLICATIONS,157,16.
MLA Hou, Shengluan,et al."Rhetorical structure theory: A comprehensive review of theory, parsing methods and applications".EXPERT SYSTEMS WITH APPLICATIONS 157(2020):16.
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