English

Emotion-aware Chat Machine: Automatic Emotional Response Generation for Human-like Emotional Interaction

Computation and Language 2021-06-08 v1 Artificial Intelligence

Abstract

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 unifed 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.

Keywords

Cite

@article{arxiv.2106.03044,
  title  = {Emotion-aware Chat Machine: Automatic Emotional Response Generation for Human-like Emotional Interaction},
  author = {Wei Wei and Jiayi Liu and Xianling Mao and Guibing Guo and Feida Zhu and Pan Zhou and Yuchong Hu},
  journal= {arXiv preprint arXiv:2106.03044},
  year   = {2021}
}

Comments

Accepted at CIKM 2019. arXiv admin note: substantial text overlap with arXiv:2011.07432

R2 v1 2026-06-24T02:52:40.084Z