PEACE: A Model of Key Social and Emotional Qualities of Conversational Chatbots

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2022-11-04 DOI:https://dl.acm.org/doi/10.1145/3531064
Ekaterina Svikhnushina, Pearl Pu
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Abstract

Open-domain chatbots engage with users in natural conversations to socialize and establish bonds. However, designing and developing an effective open-domain chatbot is challenging. It is unclear what qualities of a chatbot most correspond to users’ expectations and preferences. Even though existing work has considered a wide range of aspects, some key components are still missing. For example, the role of chatbots’ ability to communicate with humans at the emotional level remains an open subject of study. Furthermore, these trait qualities are likely to cover several dimensions. It is crucial to understand how the different qualities relate and interact with each other and what the core aspects would be. For this purpose, we first designed an exploratory user study aimed at gaining a basic understanding of the desired qualities of chatbots with a special focus on their emotional intelligence. Using the findings from the first study, we constructed a model of the desired traits by carefully selecting a set of features. With the help of a large-scale survey and structural equation modeling, we further validated the model using data collected from the survey. The final outcome is called the PEACE model (Politeness, Entertainment, Attentive Curiosity, and Empathy). By analyzing the dependencies between the different PEACE constructs, we shed light on the importance of and interplay between the chatbots’ qualities and the effect of users’ attitudes and concerns on their expectations of the technology. Not only PEACE defines the key ingredients of the social qualities of a chatbot, it also helped us derive a set of design implications useful for the development of socially adequate and emotionally aware open-domain chatbots.

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和平:会话聊天机器人的关键社交和情感品质模型
开放域聊天机器人与用户进行自然对话,进行社交并建立联系。然而,设计和开发一个有效的开放域聊天机器人是具有挑战性的。目前还不清楚聊天机器人的哪些品质最符合用户的期望和偏好。尽管现有的工作已经考虑了广泛的方面,但仍然缺少一些关键的组成部分。例如,聊天机器人在情感层面与人类交流的能力所扮演的角色仍然是一个开放的研究课题。此外,这些特质可能涵盖几个方面。理解不同的品质是如何相互联系和互动的,以及核心方面是什么是至关重要的。为此,我们首先设计了一个探索性的用户研究,旨在对聊天机器人的期望品质有一个基本的了解,特别关注他们的情商。利用第一项研究的结果,我们通过仔细选择一组特征,构建了一个所需特征的模型。借助大规模调查和结构方程建模,我们利用调查收集的数据进一步验证了模型。最后的结果被称为PEACE模型(礼貌、娱乐、细心的好奇心和同理心)。通过分析不同PEACE结构之间的依赖关系,我们揭示了聊天机器人的质量与用户对技术期望的态度和关注的影响之间的重要性和相互作用。PEACE不仅定义了聊天机器人社交品质的关键要素,它还帮助我们获得了一组设计暗示,这些暗示对开发社交能力强、情感意识强的开放域聊天机器人很有用。
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CiteScore
7.20
自引率
4.30%
发文量
567
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