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Automated Grammatical Error Correction for Language Learners

机译:语言学习者自动语法纠错

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A fast growing area in Natural Language Processing is the use of automated tools for identifying and correcting grammatical errors made by language learners. This growth, in part, has been fueled by the needs of a large number of people in the world who are learning and using a second or foreign language. For example, it is estimated that there are currently over one billion people who are non-native writers of English. These numbers drive the demand for accurate tools that can help learners to write and speak proficiently in another language. Such demand also makes this an exciting time for those in the NLP community who are developing automated methods for grammatical error correction (GEC). Our motivation for the COLING tutorial is to make others more aware of this field and its particular set of challenges. For these reasons, we believe that the tutorial will potentially benefit a broad range of conference attendees.
机译:自然语言处理中的快速增长区域是使用自动化工具来识别和纠正语言学习者所做的语法错误。 部分增长,部分是通过在学习和使用第二种或外语的世界中大量人群的需求来推动。 例如,据估计,目前有超过10亿人的英语非本土作家。 这些数字推动了对准确工具的需求,可以帮助学习者以另一种语言熟练地写作和说话。 这些需求也为NLP社区中的那些令人兴奋的时间,他们正在开发语法纠错(GEC)的自动化方法。 我们对Coling Tutorial的动机是让别人更加了解这个领域及其特定的挑战。 由于这些原因,我们认为,教程可能会使广泛的会议与会者受益。

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