基于从tweet中提取情感的移情对话系统

Shunichi Tahara, K. Ikeda, K. Hoashi
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引用次数: 10

摘要

移情对话在对话系统中越来越重要,它可以改善用户体验,增加用户对系统的参与度,这对于许多现有的单调系统来说是很困难的。现有的移情对话系统是为有限领域的对话而设计的。它们对观察到的用户情绪做出固定的反应。然而,在开放领域的对话中,需要对各种各样的话题产生移情反应。在本文中,我们借鉴了关于共情的心理学研究,提出了一个开放领域对话中的共情对话系统。该系统基于观察到的用户话语中的情绪产生共情话语,从而能够与用户建立共情。我们的实验已经证明,用户能够从拟议的系统中感受到更多的同理心,特别是当他们的情绪在他们的话语中被明确表达出来时。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Empathic dialogue system based on emotions extracted from tweets
Empathic conversations have increasingly been important for dialogue systems to improve the users' experience, and increase their engagement with the system, which is difficult for many existing monotonous systems. Existing empathic dialogue systems are designed for limited domain dialogues. They respond fixed phrases toward observed user emotions. In open domain conversations, however, generating empathic responses for a wide variety of topics is required. In this paper, we draw on psychological studies about empathy, and propose an empathic dialogue system in open domain conversations. The proposed system generates empathic utterances based on observed emotions in user utterances, thus is able to build empathy with users. Our experiments have proven that users were able to feel more empathy from the proposed system, especially when their emotions were explicitly expressed in their utterances.
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