Experimentally augmenting an intelligent tutoring system with human-supplied capabilities: adding human-provided emotional scaffolding to an automated reading tutor that listens

Gregory Aist, B. Kort, R. Reilly, Jack Mostow, Rosalind W. Picard
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引用次数: 78

Abstract

We present the first statistically reliable empirical evidence from a controlled study for the effect of human-provided emotional scaffolding on student persistence in an intelligent tutoring system. We describe an experiment that added human-provided emotional scaffolding to an automated Reading Tutor that listens, and discuss the methodology we developed to conduct this experiment. Each student participated in one (experimental) session with emotional scaffolding, and in one (control) session without emotional scaffolding, counterbalanced by order of session. Each session was divided into several portions. After each portion of the session was completed, the Reading Tutor gave the student a choice: continue, or quit. We measured persistence as the number of portions the student completed. Human-provided emotional scaffolding added to the automated Reading Tutor resulted in increased student persistence, compared to the Reading Tutor alone. Increased persistence means increased time on task, which ought lead to improved learning. If these results for reading turn out to hold for other domains too, the implication for intelligent tutoring systems is that they should respond with not just cognitive support-but emotional scaffolding as well. Furthermore, the general technique of adding human-supplied capabilities to an existing intelligent tutoring system should prove useful for studying other ITSs too.
实验性地增强具有人类提供能力的智能辅导系统:将人类提供的情感脚手架添加到聆听的自动阅读导师中
我们提出了第一个统计上可靠的经验证据,来自一项对照研究,研究人类提供的情感脚手架对智能辅导系统中学生持久性的影响。我们描述了一个实验,将人类提供的情感脚手架添加到一个自动阅读导师中,并讨论了我们开发的方法来进行这个实验。每个学生都参加了一个有情绪支撑的(实验)课程,和一个没有情绪支撑的(控制)课程,根据课程顺序进行平衡。每次会议分为几个部分。在阅读的每一部分完成后,阅读导师给学生一个选择:继续,或者退出。我们用学生完成的部分数来衡量坚持。与单独的阅读导师相比,人工提供的情感脚手架增加了自动阅读导师,提高了学生的持久性。更强的毅力意味着在任务上花更多的时间,这应该会导致更好的学习。如果阅读的这些结果也适用于其他领域,那么智能辅导系统的含义是,它们不仅应该提供认知支持,还应该提供情感支撑。此外,将人工提供的能力添加到现有智能辅导系统的一般技术也应该证明对研究其他信息技术系统是有用的。
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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