Conceptual multi-layer neural network model for headline generation

Yidi Guo*, Heyan Huang, Yang Gao, Chi Lu

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

3 引用 (Scopus)

摘要

Neural attention-based models have been widely used recently in headline generation by mapping source document to target headline. However, the traditional neural headline generation models utilize the first sentence of the document as the training input while ignoring the impact of the document concept information on headline generation. In this work, A new neural attention-based model called concept sensitive neural headline model is proposed, which connects the concept information of the document to input text for headline generation and achieves satisfactory results. Besides, we use a multi-layer Bi-LSTM in encoder instead of single layer. Experiments have shown that our model outperforms state-of-the-art systems on DUC-2004 and Gigaword test sets.

源语言英语
主期刊名Chinese Computational Linguistics and Natural Language Processing Based on Naturally Annotated Big Data - 16th China National Conference, CCL 2017 and 5th International Symposium, NLP-NABD 2017, Proceedings
编辑Maosong Sun, Baobao Chang, Xiaojie Wang, Deyi Xiong
出版商Springer Verlag
355-367
页数13
ISBN(印刷版)9783319690049
DOI
出版状态已出版 - 2017
活动16th China National Conference on Computational Linguistics, CCL 2017 and 5th International Symposium on Natural Language Processing Based on Naturally Annotated Big Data, NLP-NABD 2017 - Nanjing, 中国
期限: 13 10月 201715 10月 2017

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
10565 LNAI
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议16th China National Conference on Computational Linguistics, CCL 2017 and 5th International Symposium on Natural Language Processing Based on Naturally Annotated Big Data, NLP-NABD 2017
国家/地区中国
Nanjing
时期13/10/1715/10/17

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引用此

Guo, Y., Huang, H., Gao, Y., & Lu, C. (2017). Conceptual multi-layer neural network model for headline generation. 在 M. Sun, B. Chang, X. Wang, & D. Xiong (编辑), Chinese Computational Linguistics and Natural Language Processing Based on Naturally Annotated Big Data - 16th China National Conference, CCL 2017 and 5th International Symposium, NLP-NABD 2017, Proceedings (页码 355-367). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 10565 LNAI). Springer Verlag. https://doi.org/10.1007/978-3-319-69005-6_30