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Cool English: A Grammatical Error Correction System Based on Large Learner Corpora

机译:酷英语:基于大型学习者语料库的语法错误纠正系统

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This paper presents a grammatical error correction (GEC) system that provides corrective feedback for essays. We apply the neural sequence-to-sequence model, which is frequently used in machine translation and text summarization, to this GEC task. The model is trained on EF-Cambridge Open Language Database (EFCAMDAT), a large learner corpus annotated with grammatical errors and corrections. Evaluation shows that our system achieves competitive performance on a number of publicly available testsets.
机译:本文介绍了一种语法错误纠正(GEC)系统,该系统可为论文提供纠正反馈。我们将在机器翻译和文本摘要中经常使用的神经序列到序列模型应用于此GEC任务。该模型在EF剑桥开放语言数据库(EFCAMDAT)上进行了训练,EFCAMDAT是一个大型学习者语料库,带有语法错误和更正。评估表明,我们的系统在许多公开测试集上均具有竞争优势。

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