Argumentative Conversational Agents for Online Discussions.

IF 1.7 4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Rafik Hadfi, Jawad Haqbeen, Sofia Sahab, Takayuki Ito
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引用次数: 17

Abstract

Artificial Intelligence is revolutionising our communication practices and the ways in which we interact with each other. This revolution does not only impact how we communicate, but it affects the nature of the partners with whom we communicate. Online discussion platforms now allow humans to communicate with artificial agents in the form of socialbots. Such agents have the potential to moderate online discussions and even manipulate and alter public opinions. In this paper, we propose to study this phenomenon using a constructed large-scale agent platform. At the heart of the platform lies an artificial agent that can moderate online discussions using argumentative messages. We investigate the influence of the agent on the evolution of an online debate involving human participants. The agent will dynamically react to their messages by moderating, supporting, or attacking their stances. We conducted two experiments to evaluate the platform while looking at the effects of the conversational agent. The first experiment is a large-scale discussion with 1076 citizens from Afghanistan discussing urban policy-making in the city of Kabul. The goal of the experiment was to increase the citizen involvement in implementing Sustainable Development Goals. The second experiment is a small-scale debate between a group of 16 students about globalisation and taxation in Myanmar. In the first experiment, we found that the agent improved the responsiveness of the participants and increased the number of identified ideas and issues. In the second experiment, we found that the agent polarised the debate by reinforcing the initial stances of the participant.

在线讨论的辩论会话代理。
人工智能正在彻底改变我们的交流方式和我们彼此互动的方式。这场革命不仅影响了我们的沟通方式,还影响了与我们沟通的伙伴的本质。在线讨论平台现在允许人类以社交机器人的形式与人工代理进行交流。这些代理人有可能缓和网上讨论,甚至操纵和改变公众舆论。在本文中,我们建议使用一个已构建的大规模智能体平台来研究这一现象。该平台的核心是一个人工代理,它可以使用争议性信息来调节在线讨论。我们研究了代理人对涉及人类参与者的在线辩论演变的影响。代理将通过缓和、支持或攻击他们的立场来动态地对他们的消息做出反应。我们进行了两个实验来评估这个平台,同时观察会话代理的效果。第一个实验是与来自阿富汗的1076名市民进行大规模讨论,讨论喀布尔的城市政策制定。实验的目的是增加公民对实施可持续发展目标的参与。第二个实验是由16名学生组成的小组就全球化和缅甸的税收问题进行小规模辩论。在第一个实验中,我们发现代理提高了参与者的反应能力,并增加了识别想法和问题的数量。在第二个实验中,我们发现代理人通过强化参与者的初始立场使辩论两极分化。
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来源期刊
Journal of Systems Science and Systems Engineering
Journal of Systems Science and Systems Engineering 管理科学-运筹学与管理科学
CiteScore
2.70
自引率
16.70%
发文量
23
审稿时长
>12 weeks
期刊介绍: Journal of Systems Science and Systems Engineering is an international journal published bimonthly. It aims to foster new thinking and research, to help decision makers to understand the mechanism and complexity of economic, engineering, management, social and technological systems, and learn new developments in theory and practice that could help to improve the performance of systems. The Journal publishes papers that address the theory, methodology and applications relating to systems science and systems engineering; applications and practical experience of systems engineering in various fields of industry, agriculture, service sector, environment, finance, operating management, E-commerce, logistics, information systems. Technical notes solving practical problems and reviews are also welcome.
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