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Developing an Unsupervised Grammar Checker for Filipino Using Hybrid N-grams as Grammar Rules

机译:使用混合N-GRAM为语法规则开发菲律宾人的无监督语法检查

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This study focuses on using hybrid n-grams as grammar rules for detecting grammatical errors and providing corrections in Filipino. These grammar rules are derived from grammatically-correct and tagged texts which are made up of part-of-speech (POS) tags, lemmas, and surface words sequences. Due to the structure of the rules used by this system, it presents an opportunity to have an unsupervised grammar checker for Filipino when coupled with existing POS taggers and morphological analyzers. The approach is also customized to cover different error types present in the Filipino language. The system achieved 82% accuracy when tested on checking erroneous and error-free texts.
机译:本研究重点介绍使用混合N-GRAM作为语法规则,用于检测语法错误并在菲律宾人提供校正。这些语法规则来自于语法正确和标记的文本,这些文本由语音部分(POS)标签,LEMMAS和表面单词序列组成。由于该系统使用的规则的结构,当与现有POS标记器和形态分析仪耦合时,它提供了有机会为菲律宾人进行无监督的语法检查器。该方法还定制以涵盖菲律宾语言中存在的不同错误类型。在检查错误和无错误的文本时,该系统在测试时获得了82%的精度。

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