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Test-driven summarization: combining formative assessment with teaching document summarization

机译:测试驱动的摘要:将形成性评估与教学文档摘要相结合

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摘要

The diffusion of learning technologies has fostered the use of mobile and Web-based applications to assess the knowledge level of learners. In parallel, an increasing research interest has been devoted to studying new learning analytics tools able to summarize the content of large sets of learning documents. To bridge the gap between formative assessment tools and document summarization systems, this paper addresses the problem of recommending short summaries of large sets of learning documents based on the outcomes of multiplechoice tests. Specifically, it presents a new methodology for integrating formative assessment through mobile applications and summarization of learning documents in textual form. The content of the multiple-choice tests is exploited to drive the generation of document summaries tailored to specific topics. Furthermore, the outcomes of the tests are used to automatically recommend the generated summaries to learners based on their actual needs. As a case study, we performed an evaluation experience of students' progresses, which was conducted in the context of a university-level course. The achieved results show the applicability of the proposed methodology.
机译:学习技术的传播促进了使用移动和基于Web的应用程序来评估学习者的知识水平。同时,越来越多的研究兴趣投入到研究能够总结大量学习文档内容的新的学习分析工具上。为了弥合形成性评估工具和文档摘要系统之间的差距,本文解决了根据多项选择测试的结果推荐大量学习文档的简短摘要的问题。具体而言,它提出了一种新方法,可通过移动应用程序整合形成性评估并以文本形式汇总学习文档。利用多项选择测试的内容来驱动针对特定主题的文档摘要的生成。此外,测试的结果用于根据学习者的实际需求自动将生成的摘要推荐给学习者。作为案例研究,我们对学生的进步进行了评估,这是在大学课程的背景下进行的。所取得的结果表明了所提出方法的适用性。

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