@inproceedings{Sun2018AUM,
title={A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss},
author={Min Sun and Wan Ting Hsu and Chieh-Kai Lin and Ming-Ying Lee and Kerui Min and Jing Tang},
booktitle={ACL},
year={2018}
}
paperbot[bot]
commented
6 years ago
title
A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss
notes
用抽取式摘要辅助生成式摘要，最终给出生成式摘要的结果，打过了sota。 主要贡献点在于提出了一个inconsistency loss，用来衡量句子维度注意力和词维度注意力的不一致性。然后在loss里面惩罚这种关注度的不一致性。 方法是在解码第t个时刻时，选择这个时刻关注度最大的前k个词，将这k个词的每个词的关注度乘以这个词所在句子的关注度，然后求平均这K个乘积记为
。然后再解码的所有时刻的
求平均，去在loss中最大化这个值。
bibtex
@inproceedings{Sun2018AUM, title={A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss}, author={Min Sun and Wan Ting Hsu and Chieh-Kai Lin and Ming-Ying Lee and Kerui Min and Jing Tang}, booktitle={ACL}, year={2018} }
link
https://arxiv.org/abs/1805.06266
publication
ACL 2018 accept
open source
No
affiliated
National Tsing Hua University