Transliteration recognition of Tibetan person name based on Tibetan cultural knowledge

Zhijuan Wang, Wenguang Fang, Xiaobing Zhao, Wei Song, Yinghui Feng, Yining Chang
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引用次数: 1

Abstract

Institute of Computing Technology, Chinese Lexical Analysis System (ICTCLAS) is a common tool for Chinese word segmentation and named entity recognition. With this tool, the F1 value of person name recognition from Chinese texts in Tibetan culture is only 40%. We propose a method for transliteration recognition of Tibetan person name based on Tibetan cultural knowledge. Firstly, we leverage Tibetan cultural dictionary to improve the word segmentation performance of ICTCLAS. Then, special contextual features and naming rules of Tibetan person name in their culture are adopted to determine the boundary of Chinese transliteration of Tibetan person name. Finally, the transliteration candidates of Tibetan person name are filtered based on discrimination and reliability. Experiments on a 1.2 M Tibetan text in Tibetan culture show that the method can increase the F1 value of Chinese transliteration recognition of Tibetan person name from 40.08% to 87.92% in ICTCLAS.
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基于藏族文化知识的藏族人名音译识别
计算技术研究所的汉语词法分析系统(ICTCLAS)是一种常用的汉语分词和命名实体识别工具。使用该工具,西藏文化中汉语文本人名识别的F1值仅为40%。本文提出了一种基于藏族文化知识的藏族人名音译识别方法。首先,利用藏文文化词典提高ICTCLAS的分词性能。然后,利用藏族人名在其文化中的特殊语境特征和命名规则,确定藏族人名汉译的边界。最后,根据辨识度和信度对藏文人名音译候选词进行筛选。在西藏文化下的1.2 M藏文文本上的实验表明,该方法可以将ICTCLAS中藏文人名的汉语音译识别F1值从40.08%提高到87.92%。
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