publication . Preprint . 2018

Structure-Infused Copy Mechanisms for Abstractive Summarization

Song, Kaiqiang; Zhao, Lin; Liu, Fei;
Open Access English
  • Published: 14 Jun 2018
Abstract
Comment: 13 pages
Subjects
free text keywords: Computer Science - Computation and Language
Related Organizations
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Miguel B. Almeida and Andre F. T. Martins. 2013. Fast and robust compressive summarization with dual decomposition and multi-task learning. In Proceedings of ACL.

Taylor Berg-Kirkpatrick, Dan Gillick, and Dan Klein. 2011. Jointly learning to extract and compress. In Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL).

Ziqiang Cao, Furu Wei, Wenjie Li, and Sujian Li. 2018. Faithful to the original: Fact aware neural abstractive summarization. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI).

Giuseppe Carenini and Jackie Chi Kit Cheung. 2008. Extractive vs. NLG-based abstractive summarization of evaluative text: The effect of corpus controversiality. In Proceedings of the Fifth International Natural Language Generation Conference (INLG).

Danqi Chen and Christopher D. Manning. 2014. A fast and accurate dependency parser using neural networks. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP).

Qian Chen, Xiaodan Zhu, Zhen-Hua Ling, Si Wei, and Hui Jiang. 2016. Distraction-based neural networks for document summarization. In Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI).

Lu Wang, Hema Raghavan, Vittorio Castelli, Radu Florian, and Claire Cardie. 2013. A sentence compression based framework to query-focused multi-document summarization. In Proceedings of ACL.

David Zajic, Bonnie J. Dorr, Jimmy Lin, and Richard Schwartz. 2007. Multi-candidate reduction: Sentence compression as a tool for document summarization tasks. Information Processing and Management.

Wenyuan Zeng, Wenjie Luo, Sanja Fidler, and Raquel Urtasun. 2017. Efficient summarization with read-again and copy mechanism. In Proceedings of the International Conference on Learning Representations (ICLR).

Xingxing Zhang and Mirella Lapata. 2017. Sentence simplification with deep reinforcement learning. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP).

Qingyu Zhou, Nan Yang, Furu Wei, and Ming Zhou. 2017. Selective encoding for abstractive sentence summarization. In Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL).

Abstract
Comment: 13 pages
Subjects
free text keywords: Computer Science - Computation and Language
Related Organizations
Download from

Miguel B. Almeida and Andre F. T. Martins. 2013. Fast and robust compressive summarization with dual decomposition and multi-task learning. In Proceedings of ACL.

Taylor Berg-Kirkpatrick, Dan Gillick, and Dan Klein. 2011. Jointly learning to extract and compress. In Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL).

Ziqiang Cao, Furu Wei, Wenjie Li, and Sujian Li. 2018. Faithful to the original: Fact aware neural abstractive summarization. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI).

Giuseppe Carenini and Jackie Chi Kit Cheung. 2008. Extractive vs. NLG-based abstractive summarization of evaluative text: The effect of corpus controversiality. In Proceedings of the Fifth International Natural Language Generation Conference (INLG).

Danqi Chen and Christopher D. Manning. 2014. A fast and accurate dependency parser using neural networks. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP).

Qian Chen, Xiaodan Zhu, Zhen-Hua Ling, Si Wei, and Hui Jiang. 2016. Distraction-based neural networks for document summarization. In Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI).

Lu Wang, Hema Raghavan, Vittorio Castelli, Radu Florian, and Claire Cardie. 2013. A sentence compression based framework to query-focused multi-document summarization. In Proceedings of ACL.

David Zajic, Bonnie J. Dorr, Jimmy Lin, and Richard Schwartz. 2007. Multi-candidate reduction: Sentence compression as a tool for document summarization tasks. Information Processing and Management.

Wenyuan Zeng, Wenjie Luo, Sanja Fidler, and Raquel Urtasun. 2017. Efficient summarization with read-again and copy mechanism. In Proceedings of the International Conference on Learning Representations (ICLR).

Xingxing Zhang and Mirella Lapata. 2017. Sentence simplification with deep reinforcement learning. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP).

Qingyu Zhou, Nan Yang, Furu Wei, and Ming Zhou. 2017. Selective encoding for abstractive sentence summarization. In Proceedings of the Annual Meeting of the Association for Computational Linguistics (ACL).

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