Automatic text structuring and summarization

被引:229
作者
Salton, G [1 ]
Singhal, A [1 ]
Mitra, M [1 ]
Buckley, C [1 ]
机构
[1] CORNELL UNIV,DEPT COMP SCI,ITHACA,NY 14853
基金
美国国家科学基金会;
关键词
D O I
10.1016/S0306-4573(96)00062-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, information retrieval techniques have been used for automatic generation of semantic hypertext links. This study applies the ideas from the automatic link generation research to attack another important problem in text processing-automatic text summarization. An automatic ''general purpose'' text summarization tool would be of immense utility in this age of information overload. Using the techniques used (by most automatic hypertext link generation algorithms) for inter-document link generation, we generate intra-document links between passages of a document. Based on the intra-document linkage pattern of a text, we characterize the structure of the text. We apply the knowledge of text structure to do automatic text summarization by passage extraction. We evaluate a set of fifty summaries generated using our techniques by comparing them to paragraph extracts constructed by humans. The automatic summarization methods perform well, especially in view of the fact that the summaries generated by two humans for the same article are surprisingly dissimilar. (C) 1997 Elsevier Science Ltd.
引用
收藏
页码:193 / 207
页数:15
相关论文
共 20 条
[1]  
Allan J., 1996, Seventh ACM Conference on Hypertext. Hypertext '96, P42, DOI 10.1145/234828.234833
[2]  
ALLAN J, 1995, TR951484 CORN U COMP
[3]  
Bernstein M., 1990, Hypertext: Concepts, Systems and Applications. Proceedings of the First European Conference on Hypertext, P212
[4]   AUTOMATIC CONDENSATION OF ELECTRONIC PUBLICATIONS BY SENTENCE SELECTION [J].
BRANDOW, R ;
MITZE, K ;
RAU, LF .
INFORMATION PROCESSING & MANAGEMENT, 1995, 31 (05) :675-685
[5]   EXPERIMENTS IN AUTOMATIC EXTRACTING AND INDEXING [J].
EARL, LL .
INFORMATION STORAGE AND RETRIEVAL, 1970, 6 (04) :313-&
[6]  
FUNK, 1979, FUNK WAGNALLS NEW EN
[7]  
Furuta R., 1989, Hypermedia, V1, P179
[8]  
FURUTA R, 1989, COMPUT J, V32, P492
[9]  
Hearst M. A., 1993, P 16 ANN INT ACM SIG, P59
[10]  
Kupiec J., 1995, SIGIR FOR ACM SPEC I, P68, DOI DOI 10.1145/215206.215333