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Analyzing the Impact of Spelling Errors on POS-Tagging and Chunking in Learner English

机译:分析拼写错误对学习者英语中POS标记和分块的影响

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Part-of-speech (POS) tagging and chunking have been used in tasks targeting learner English; however, to the best our knowledge, few studies have evaluated their performance and no studies have revealed the causes of POS-tagging/chunking errors in detail. Therefore, we investigate performance and analyze the causes of failure. We focus on spelling errors that occur frequently in learner English. We demonstrate that spelling errors reduced POS-tagging performance by 0.23% owing to spelling errors, and that a spell checker is not necessary for POS-tagging/chunking of learner English.
机译:词性(POS)标记和分块已用于针对学习者英语的任务;但是,据我们所知,很少有研究评估其性能,也没有研究详细揭示POS标签/分块错误的原因。因此,我们调查性能并分析故障原因。我们专注于学习者英语中经常发生的拼写错误。我们证明,由于拼写错误,拼写错误使POS标记性能降低了0.23%,并且对于学习者英语的POS标记/分块,拼写检查器不是必需的。

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