Building the dream team: children's reactions to virtual agents that model collaborative talk

Joseph B. Wiggins, Toni V. Earle-Randell, Dolly Bounajim, Yingbo Ma, Julián Ruiz, Ruohan Liu, M. Celepkolu, Maya Israel, E. Wiebe, Collin Lynch, K. Boyer
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Abstract

Intelligent virtual agents have tremendous potential for facilitating collaborative learning by modeling and reinforcing desirable collaborative practices. Despite recent work in this area, the extent to which intelligent virtual agents can facilitate improvements in the collaborative behavior of children is largely unknown. This study employed a wizard-of-oz study design and investigated elementary children's collaborative behavior after interacting with virtual agents. These agents model exploratory talk for upper elementary school dyads, such as asking higher-order questions and listening to their partners. The findings uncover associations between elementary learner dyads' positive changes in collaboration after agent interventions, the dyads' affective reactions to interventions, and their attentiveness to the agents. Our results also reveal associations between positive changes in collaboration and the timing of interventions: for example, earlier interventions had a higher occurrence of positive changes, and positive changes in collaboration typically happened within five seconds of interventions. The results suggest ways in which intelligent virtual agents may be used to promote effective collaborative learning practices for children.
建立梦之队:儿童对模拟合作谈话的虚拟代理人的反应
智能虚拟代理通过建模和强化理想的协作实践,在促进协作学习方面具有巨大的潜力。尽管最近在这一领域进行了研究,但智能虚拟代理在多大程度上能够促进儿童合作行为的改善,在很大程度上是未知的。本研究采用wizard-of-oz研究设计,调查小学生与虚拟代理人互动后的合作行为。这些智能体为小学高年级的二人组模拟探索性谈话,比如问更高阶的问题和倾听他们的伙伴。研究结果揭示了在代理人干预后,初级学习者对合作的积极变化、对干预的情感反应和对代理人的关注之间的关联。我们的研究结果还揭示了合作中的积极变化与干预时间之间的关联:例如,早期干预有更高的积极变化发生,而合作中的积极变化通常发生在干预后的5秒钟内。研究结果表明,智能虚拟代理可以用来促进儿童有效的协作学习实践。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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