Enhancing the Perceived Emotional Intelligence of Conversational Agents through Acoustic Cues

Jiaxiong Hu, Yun Huang, Xiaozhu Hu, Ying-Qing Xu
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引用次数: 10

Abstract

The perceived emotional intelligence of a conversational agent (CA) can significantly impact people’s interaction with the CA. Prior research applies text-based sentiment analysis and emotional response generation to improve CAs’ emotional intelligence. However, acoustic features in speech containing rich contexts are underexploited. In this work, we designed and implemented an emotionally aware CA, called HUE (Heard yoUr Emotion) that stylized responses with emotion regulation strategies and empathetic interjections. We conducted a user study with 75 participants to evaluate their perceived emotional intelligence (PEI) of HUE by having them observe conversations between people and HUE in different emotional scenarios. Our results show that participants’ PEI was significantly higher with the acoustic features than without.
通过声音提示提高会话主体的感知情绪智力
会话代理(CA)的情绪智力感知可以显著影响人们与CA的互动。先前的研究应用基于文本的情绪分析和情绪反应生成来提高CA的情绪智力。然而,包含丰富语境的语音的声学特征尚未得到充分利用。在这项工作中,我们设计并实现了一个情感感知CA,称为HUE(听到你的情绪),它通过情绪调节策略和移情感叹词来程式化反应。我们对75名参与者进行了一项用户研究,通过让他们观察不同情感场景下人们与HUE之间的对话,来评估他们对HUE的感知情商(PEI)。我们的研究结果表明,参与者的PEI显著高于没有声学特征的参与者。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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