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

机译:基于词间语义关系分析的上下文敏感拼写错误纠正

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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:韩国文字中出现的错误词可以大致分为非单词拼写错误和上下文相关的拼写错误。在这两种情况中,仅在考虑给定上下文中单词的含义及其句法关系时才会显示上下文相关的拼写错误,并且在拼写错误中,最难纠正的错误是拼写错误。上下文相关的拼写错误可分为同音异义词,印刷错误,语法错误和填字游戏边界错误。为了纠正由于印刷错误而导致的上下文敏感拼写错误,本研究提出了一种使用词间语义关系分析的统计上下文敏感拼写检查方法。借助预先创建的混淆集,我们可以基于混淆集每个单词与上下文之间的条件概率和卡方统计以及键入错误率,使用可靠性来查找和纠正上下文相关的拼写错误。应用该方法的结果是,所有5个混淆集都显示出比基线(精度80%,召回80%)更高的准确性(92.68%)和召回率(83.95%)。

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