A formal understanding of computational empathy in interactive agents
SSRN Electronic Journal(2023)
摘要
Rational software agents, embodied as conversational agents, such as chatbots, are progressively being used in the area of health and well-being. In such applications, where rational agents aim to engage users in interpersonal conversations for, e.g., coaching, comfort or behavior-change interventions, there is an increased need for understanding systems’ empathic capabilities. In the current state-of-the-art, there are no tools to do that. In order to understand empathic capabilities in rational software systems, we need a precise notion of empathy. The literature discusses a variety of definitions of empathy, but there is no consensus of a formal definition. Based on a systematic literature review and a qualitative analysis of recent approaches to empathy in conversational agents for health and well-being, a formal definition (in terms of an ontology) of empathy is developed. We present the potential of the formal definition in a controlled user-study by applying it as a tool for assessing empathy in two state-of-the-art health and well-being chatbots; Replika and Wysa. Our findings suggest that our definition of empathy identifies different necessary conditions for assessing empathy in interactive agents.
更多查看译文
关键词
Computational empathy,Conversational agents,Human-agent interaction,Knowledge engineering
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要