We present a review of personality in neural conversational agents (CAs), also called chatbots. First, we define Personality, Persona, and Profile. We explain all personality schemes which have been used in CAs, and list models under the scheme(s) which they use. Second we describe 21 datasets which have been developed in recent CA personality research. Third, we define the methods used to embody personality in a CA, and review recent models using them. Fourth, we survey some relevant reviews on CAs, personality, and related topics. Finally, we draw conclusions and identify some research challenges for this important emerging field.
翻译:本文对神经对话代理(又称聊天机器人)中的个性研究进行了综述。首先,我们定义了"个性"、"人设"与"画像"三个概念,阐释了对话代理领域所有已使用的个性方案,并列举了采用各方案的系统模型。其次,我们介绍了近年来对话代理个性研究中开发的21个数据集。第三,我们明确了在对话代理中体现个性的方法体系,并对采用这些方法的近期模型进行了评述。第四,我们梳理了关于对话代理、个性及相关主题的若干代表性综述文献。最后,我们总结了研究发现,并指出了这一新兴重要领域面临的研究挑战。