Challenges of using auto-correction tools for language learning

Sylvio Rüdian, Moritz Dittmeyer, Niels Pinkwart
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引用次数: 2

Abstract

In language learning, getting corrective feedback for writing tasks is an essential didactical concept to improve learners' language skills. Although various tools for automatic correction do exist, open writing texts still need to be corrected manually by teachers to provide helpful feedback to learners. In this paper, we explore the usefulness of an auto-correction tool in the context of language learning. In the first step, we compare the corrections of 100 learner texts suggested by a correction tool with those done by human teachers and examine the differences. In a second step, we do a qualitative analysis, where we investigate the requirements that need to be tackled to make existing proofreading tools useful for language learning. The results reveal that the aim of enhancing texts by proofreading, in general, is quite different from the purpose of providing corrective feedback in language learning. Only one of four relevant errors (recall=.26) marked by human teachers is recorded correctly by the tool, whereas many expressions thought to be faulty by the tool are sometimes no errors at all (precision=.33). We provide and discuss the challenges that need to be addressed to adjust those tools for language learning.
使用自动纠错工具进行语言学习的挑战
在语言学习中,获得写作任务的纠正反馈是提高学习者语言技能的重要教学概念。虽然存在各种自动批改工具,但开放式写作文本仍然需要教师手工批改,为学习者提供有益的反馈。在本文中,我们探讨了自动纠错工具在语言学习中的实用性。在第一步中,我们比较了100个由纠正工具建议的学习者文本与由人类教师完成的文本的纠正,并检查了差异。第二步,我们进行定性分析,调查需要解决的要求,使现有的校对工具对语言学习有用。研究结果表明,一般来说,通过校对来增强文本的目的与语言学习中提供纠正反馈的目的有很大的不同。由真人教师标记的四个相关错误中,只有一个(召回率=.26)被该工具正确记录下来,而许多被该工具认为是错误的表达有时根本没有错误(精确度=.33)。我们提供并讨论了调整这些语言学习工具需要解决的挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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