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arXiv 2401.00609cs.CLcs.AI

对话智能体与聊天机器人中的个性、人设与画像综述

A Survey of Personality, Persona, and Profile in Conversational Agents and Chatbots

University of Essex(埃塞克斯大学)

Richard Sutcliffe

AI总结:

本文综述了神经对话智能体中的个性研究,定义了个性、人设与画像,梳理了相关方案、21个数据集、体现方法及模型,并指出了该新兴领域的研究挑战。

摘要:

我们回顾了神经对话智能体(CAs,也称为聊天机器人)中的个性。首先,我们定义了Personality、Persona和Profile。我们解释了CAs中使用的所有个性方案,并列出了各方案下的模型。其次,我们描述了近期CA个性研究中开发的21个数据集。第三,我们定义了在CA中体现个性的方法,并回顾了使用这些方法的近期模型。第四,我们调研了关于CAs、个性及相关主题的一些相关综述。最后,我们得出结论,并指出了这一重要新兴领域的研究挑战。

英文摘要:

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.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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