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Context-Sensitive Spelling Error Correction Using Inter-Word Semantic Relation Analysis

机译:使用词语语义关系分析的上下文敏感拼写错误校正

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Error words that appear in Korean texts can be largely categorized into non-word spelling errors and context-sensitive spelling errors. Of the two, context-sensitive spelling errors are shown only when considering the meaning of the word in the given context and its syntactic relation, and they are the most difficult to correct among spelling errors. Context-sensitive spelling errors can be categorized into homophone errors, typographical errors, grammatical errors, and cross-word boundary errors. To correct context-sensitive spelling errors that occur due to typographical errors, this study proposes a statistical context-sensitive spelling check using inter-word semantic relation analysis. With confusion sets created in advance, we can find and correct context-sensitive spelling errors using reliability based on the conditional probability and chi-square statistics between each word of the confusion sets and the context as well as the typing error rate. As a result of applying the proposed method, all 5 confusion sets showed higher precision (92.68%) and recall (83.95%) than the baseline (precision 80%, recall 80%).
机译:韩语文本中出现的错误单词可以大大分为非单词拼写错误和上下文敏感的拼写错误。在两个中,仅在考虑给定上下文中的单词的含义及其语法关系时显示了上下文敏感的拼写错误,并且它们是最难纠正的拼写错误。上下文敏感的拼写错误可以分为同音错误错误,印刷错误,语法错误和跨字边界错误。为了纠正由于印刷错误而发生的上下文敏感的拼写错误,本研究提出了使用词语语义关系分析的统计上下文敏感拼写检查。通过提前创建的混淆集,我们可以使用基于混淆集的每个单词和上下文与上下文之间的条件概率和Chi-Square统计来找到和正确的上下文敏感拼写错误,以及上下文以及键入错误率。由于应用该方法的施加,所有5种混乱集显示出更高的精度(92.68%)并召回(83.95%)而不是基线(精度80%,召回80%)。

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