Using Context to Predict the Purpose of Argumentative Writing Revisions

Using Context to Predict the Purpose of Argumentative Writing Revisions
复制标题

使用上下文来预测议论文修改的目的

DOI:
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发表时间:
2016
期刊:
North American Chapter of the Association for Computational Linguistics
影响因子:
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通讯作者:
D. Litman
D. Litman
中科院分区:
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文献类型:
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作者:
Fan Zhang;D. Litman

文献摘要

被引文献

相似文献

虽然人们越来越有兴趣自动承认案文的论证结构,但承认对这类案文的修订的论证目的的探讨较少。此外,现有的修订分类方法通常忽略上下文信息。我们提出了两种方法来利用上下文信息时,预测论证修改的目的:开发上下文功能,用于在以前的工作的分类范式,并将分类问题转化为序列标签任务。使用两个学生作文语料库的实验结果表明,预测议论文修改的目的,上下文信息的效用。
While there is increasing interest in automatically recognizing the argumentative structure of a text, recognizing the argumentative purpose of revisions to such texts has been less explored. Furthermore, existing revision clas-sification approaches typically ignore contextual information. We propose two approaches for utilizing contextual information when predicting argumentative revision purposes: developing contextual features for use in the classification paradigm of prior work, and transforming the classification problem to a sequence labeling task. Experimental results using two corpora of student essays demonstrate the utility of contextual information for predicting argumentative revision purposes.