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Estimation of reading subjective understanding based on eye gaze analysis

机译:基于眼睛凝视分析的阅读主观理解估计

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摘要

The integration of ubiquitous technologies in the field of education has considerably enhanced our way of learning. Such technologies enable students to get a gradual feedback about their performance and to provide adapted learning materials. It is particularly important in the domain of foreign language learning which requires intense daily practice. One of the main inputs of adaptive learning systems is the user’s understanding of a reading material. The reader’s understanding can be divided into two parts: the objective understanding and the subjective understanding. The objective understanding can be measured by comprehension questions about the content of the text. The subjective understanding is the reader’s perception of his own understanding. The subjective understanding plays an important role in the reader’s motivation, self-esteem and confidence. However, its automatic estimation remains a challenging task. This paper is one of the first to propose a method to estimate the subjective understanding. We show that using the eye gaze to predict the subjective understanding improves the estimation by 13% as compared to using comprehension questions.
机译:在教育领域中无所不在的技术的整合极大地增强了我们的学习方式。此类技术使学生能够逐渐获得有关其表现的反馈,并提供经过改编的学习材料。在需要大量日常练习的外语学习领域,这一点尤其重要。自适应学习系统的主要输入之一是用户对阅读材料的理解。读者的理解可以分为两部分:客观理解和主观理解。客观理解可以通过对文本内容的理解问题来衡量。主观理解是读者对自己理解的理解。主观理解对读者的动机,自尊和自信起着重要作用。但是,其自动估计仍然是一项艰巨的任务。本文是最早提出一种估计主观理解的方法之一。我们表明,与使用理解性问题相比,使用眼睛凝视来预测主观理解可以使估计提高13%。

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