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Improving Pointer-Generator Network with Keywords Information for Chinese Abstractive Summarization

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成果类型:
期刊论文、会议论文
作者:
Jiang, Xiaoping;Hu, Po*;Hou, Liwei;Wang, Xia
通讯作者:
Hu, Po
作者机构:
[Hu, Po; Hou, Liwei; Wang, Xia; Jiang, Xiaoping] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
通讯机构:
[Hu, Po] C
Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Abstractive summarization;Sequence to sequence model;Pointer-generator network;Topical keywords;Attention mechanism
期刊:
Lecture Notes in Computer Science
ISSN:
0302-9743
年:
2018
卷:
11108
页码:
464-474
会议名称:
2018自然语言处理与中文计算国际会议(NLPCC2018)
会议论文集名称:
2018自然语言处理与中文计算国际会议(NLPCC2018)论文集
会议时间:
2018-08-26
会议地点:
呼和浩特
会议主办单位:
[Jiang, Xiaoping;Hu, Po;Hou, Liwei;Wang, Xia] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
会议赞助商:
中国计算机学会
主编:
Zhang, M Ng, V Zhao, D Li, S Zan, H
出版地:
GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND
出版者:
SPRINGER INTERNATIONAL PUBLISHING AG
ISBN:
978-3-319-99495-6; 978-3-319-99494-9
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61402191]; Self-determined Research Funds of CCNU from the Colleges' Basic Research and Operation of MOE [CCNU18TS044]; Thirteen Five-year Research Planning Project of National Language Committee [WT135-11]
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
摘要:
Recently sequence-to-sequence (Seq2Seq) model and its variants are widely used in multiple summarization tasks e.g., sentence compression, headline generation, single document summarization, and have achieved significant performance. However, most of the existing models for abstractive summarization suffer from some undesirable shortcomings such as generating inaccurate contents or insufficient summary. To alleviate the problem, we propose a novel approach to improve the summary’s informativeness by explicitly incorporating topical keywords in...

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