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

Country : Singapore
Department : Singapore Management University
Project Title : Emotion-aware chat machine: Automatic emotional response generation for human-like emotional interaction
Researcher : LIU, Jiayi , GUO, Guibing , MAO, Xianling , ZHOU, Pan , ZHU, Feida , WEI, Wei , HU, Yuchong
Keyword : Theory and Algorithms , Artificial Intelligence and Robotics
Publisher : Institutional Knowledge at Singapore Management University
Year End : 2019
Identifier : https://ink.library.smu.edu.sg/sis_research/4842
Source : Research Collection School Of Computing and Information Systems
Abstract / Description :

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.

References

LIU, Jiayi and others / et al. (2019). Emotion-aware chat machine: Automatic emotional response generation for human-like emotional interaction.  Singapore: Singapore Management University.
LIU, Jiayi and others / et al. 2019. "Emotion-aware chat machine: Automatic emotional response generation for human-like emotional interaction".  Singapore: Singapore Management University.
LIU, Jiayi and others / et al. "Emotion-aware chat machine: Automatic emotional response generation for human-like emotional interaction."  Singapore: Singapore Management University, 2019. Print.
LIU, Jiayi and others / et al. Emotion-aware chat machine: Automatic emotional response generation for human-like emotional interaction. Singapore: Singapore Management University; 2019.

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