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An Investigation into the Pedagogical Features of Documents

机译:文献教学特色研究

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摘要

Characterizing the content of a technical document in terms of its learningutility can be useful for applications related to education, such as generatingreading lists from large collections of documents. We refer to this learningutility as the "pedagogical value" of the document to the learner. Whilepedagogical value is an important concept that has been studied extensivelywithin the education domain, there has been little work exploring it from acomputational, i.e., natural language processing (NLP), perspective. To allow acomputational exploration of this concept, we introduce the notion of"pedagogical roles" of documents (e.g., Tutorial and Survey) as an intermediarycomponent for the study of pedagogical value. Given the lack of availablecorpora for our exploration, we create the first annotated corpus ofpedagogical roles and use it to test baseline techniques for automaticprediction of such roles.
机译:根据技术文档的学习效用来表征其内容对于与教育相关的应用很有用,例如从大量文档中生成阅读清单。我们将此学习功用称为文档对学习者的“教学价值”。尽管教学价值是在教育领域已被广泛研究的重要概念,但是从计算的角度,即自然语言处理(NLP)的角度来探讨它是很少的工作。为了对这一概念进行计算性探索,我们引入了文档(例如,教程和调查)的“教学作用”的概念,作为研究教学价值的中间成分。鉴于我们的探索缺乏可用语料库,我们创建了第一个带注释的教学角色语料库,并使用它来测试用于自动预测此类角色的基线技术。

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