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Assessing sentence scoring techniques for extractive text summarization

delete2013-10-01
delete193
PRE
AI
L
Luciano Cabral
R
Rafael Dueire Lins
F
Fred Freitas
G
George D. C. Cavalcanti
R
Rinaldo Lima
S
Steven J. Simske
DOI:10.1016/j.eswa.2013.04.023delete
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摘要

摘要

En 中文
Text summarization is the process of automatically creating a shorter version of one or more text documents. It is an important way of finding relevant information in large text libraries or in the Internet. Essentially, text summarization techniques are classified as Extractive and Abstractive. Extractive techniques perform text summarization by selecting sentences of documents according to some criteria. Abstractive summaries attempt to improve the coherence among sentences by eliminating redundancies and clarifying the contest of sentences. In terms of extractive summarization, sentence scoring is the technique most used for extractive text summarization. This paper describes and performs a quantitative and qualitative assessment of 15 algorithms for sentence scoring available in the literature. Three different datasets (News, Blogs and Article contexts) were evaluated. In addition, directions to improve the sentence extraction results obtained are suggested. (C) 2013 Elsevier Ltd. All rights reserved.
Keyword:
Extractive summarization
Sentence scoring methods
Summarization evaluation
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期刊

Expert Systems with Applications 封面图
Expert Systems with Applications
IF:
7.5
论文数:
3.0W
被引数:
10.2W

机构

U
Universidade Federal de Pernambuco
学者数:
1.3W
论文数: 7.3K
被引数: 5.3K
H
hewlett-packard
学者数:
834
论文数: 643
被引数: 1
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