Institute of Computing Technology, Chinese Academy IR
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 |
ISSN | 0957-4174 |
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 |
DOI | 10.1016/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 | |
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 |
推荐引用方式 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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