Emotion-aware chat machine: Automatic emotional response generation for human-like emotional interaction

Wei Wei, Jiayi Liu, Xianling Mao, Guibing Guo, Feida Zhu, Pan Zhou, Yuchong Hu

科研成果: 书/报告/会议事项章节会议稿件同行评审

57 引用 (Scopus)
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摘要

The consistency of a response to a given post at semantic-level and emotional-level is essential for a dialogue system to deliver human-like interactions. However, this challenge is not well addressed in the literature, since most of the approaches neglect the emotional information conveyed by a post while generating responses. This article addresses this problem by proposing a unified end-to-end neural architecture, which is capable of simultaneously encoding the semantics and the emotions in a post for generating more intelligent responses with appropriately expressed emotions. Extensive experiments on real-world data demonstrate that the proposed method outperforms the state-of-the-art methods in terms of both content coherence and emotion appropriateness.

源语言英语
主期刊名CIKM 2019 - Proceedings of the 28th ACM International Conference on Information and Knowledge Management
出版商Association for Computing Machinery
1401-1410
页数10
ISBN(电子版)9781450369763
DOI
出版状态已出版 - 3 11月 2019
活动28th ACM International Conference on Information and Knowledge Management, CIKM 2019 - Beijing, 中国
期限: 3 11月 20197 11月 2019

出版系列

姓名International Conference on Information and Knowledge Management, Proceedings

会议

会议28th ACM International Conference on Information and Knowledge Management, CIKM 2019
国家/地区中国
Beijing
时期3/11/197/11/19

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引用此

Wei, W., Liu, J., Mao, X., Guo, G., Zhu, F., Zhou, P., & Hu, Y. (2019). Emotion-aware chat machine: Automatic emotional response generation for human-like emotional interaction. 在 CIKM 2019 - Proceedings of the 28th ACM International Conference on Information and Knowledge Management (页码 1401-1410). (International Conference on Information and Knowledge Management, Proceedings). Association for Computing Machinery. https://doi.org/10.1145/3357384.3357937