Gaze-Based Self-Confidence Estimation on Multiple-Choice Questions and Its Feedback

Shoya Ishimaru, Takanori Maruichi, K. Kise, A. Dengel
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Abstract

Self-confidence - an assurance of one's personal decision and ability - is one of the most important factors in learning. When there is a gap between a learner's confidence and comprehension, the learner loses a chance to review a learning subject correctly. To solve this problem, we propose a system which estimates self-confidence while solving multiple-choice questions by eye tracking and gives feedback about which question should be reviewed carefully. The system was evaluated in our experiment involving 20 participants. We observed that correct answer rates of questions were increased by 14% and 17% by giving feedback about correct answers without confidence and incorrect answers with confidence, respectively.
基于注视的选择题自信心估计及其反馈
自信——对个人决定和能力的保证——是学习中最重要的因素之一。当学习者的信心和理解力之间存在差距时,学习者就失去了正确复习学习科目的机会。为了解决这一问题,我们提出了一个系统,该系统通过眼动追踪来估计在解决多项选择题时的自信心,并给出哪些问题应该仔细复习的反馈。我们在20名参与者的实验中对该系统进行了评估。我们观察到,通过对没有信心的正确答案和有信心的错误答案进行反馈,问题的正确率分别提高了14%和17%。
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