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Chinese-English quasi-equivalent noun phrase definition and automatic identification

机译:汉英准等价名词短语定义与自动识别

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摘要

After an examination of a Chinese-English bilingual corpus with 2239 sentence pairs, a new definition of Chinese noun phrase (NP), quasi-equivalent noun phrase (equNP), is proposed with a goal of translation from Chinese NPs to English NPs. Firstly, all the equNPs in the corpus are tagged manually according to the definition in this paper. A set of part of speech (POS) templates for equNP is automatically acquired. Secondly, all the possible equNPs in a sentence are identified using the templates. These equNPs are the candidates for equNP identification. Finally, a classification process and a chunking process are carried out. In classification process, the correct equNPs are chosen from the candidates set using a maximum entropy classifier which combined POS, syntactic and semantic information. In chunking process, the equNPs in the sentence are finally chosen. On open test set, the precision is 83.75% and recall is 86.50%.
机译:在对具有2239个句子对的汉英双语语料库进行检查之后,提出了新的中文名词短语(NP)的定义,即准等价名词短语(equNP),目的是将中文NP转换为英语NP。首先,根据本文的定义对语料库中的所有equNP进行人工标记。会自动获取equNP的一组词性(POS)模板。其次,使用模板识别句子中所有可能的equNP。这些equNPs是equNP鉴定的候选物。最后,执行分类过程和分块过程。在分类过程中,使用结合了POS,句法和语义信息的最大熵分类器,从候选集中选择正确的equNP。在分块过程中,最终选择句子中的equNP。在开放式测试仪上,精度为83.75%,召回率为86.50%。

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