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篇名
A Class-based Language Model Approach to Chinese Named Entity Identification
作者 Sun,Jian (Sun,Jian)Zhou, Ming (Zhou, Ming)Gao, Jianfeng (Gao, Jianfeng)
中文摘要
This paper presents a method of Chinese named entity (NE) identification using a class-based language model (LM). Our NE identification concentrates on three types of NEs, namely, personal names (PERs), location names (LOCs) and organization names (ORGs). Each type of NE is defined as a class. Our language model consists of two sub-models: (1) a set of entity models, each of which estimates the generative probability of a Chinese character string given an NE class; and (2) a contextual model, which estimates the generative probability of a class sequence. The class-based LM thus provides a statistical framework for incorporating Chinese word segmentation and NE identification in a unified way. This paper also describes methods for identifying nested NEs and NE abbreviations. Evaluation based on a test data with broad coverage shows that the proposed model achieves the performance of state-of-the-art Chinese NE identification systems.
起訖頁 1-27
關鍵詞 Named entity identificationClass-based language modelContextual modelEntity model
刊名 中文計算語言學期刊  
期數 200308 (8:2期)
出版單位 中華民國計算語言學學會
該期刊-下一篇 Chinese Named Entity Recognition Using Role Model
 

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