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Fast Chinese syntactic parsing method based on conditional random fields

Fast Chinese syntactic parsing method based on conditional random fields
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摘要 A fast method for phrase structure grammar analysis is proposed based on conditional ran- dom fields (CRF). The method trains several CRF classifiers for recognizing the phrase nodes at dif- ferent levels, and uses the bottom-up to connect the recognized phrase nodes to construct the syn- tactic tree. On the basis of Beijing forest studio Chinese tagged corpus, two experiments are de- signed to select the training parameters and verify the validity of the method. The result shows that the method costs 78. 98 ms and 4. 63 ms to train and test a Chinese sentence of 17. 9 words. The method is a new way to parse the phrase structure grammar for Chinese, and has good generalization ability and fast speed. A fast method for phrase structure grammar analysis is proposed based on conditional ran- dom fields (CRF). The method trains several CRF classifiers for recognizing the phrase nodes at dif- ferent levels, and uses the bottom-up to connect the recognized phrase nodes to construct the syn- tactic tree. On the basis of Beijing forest studio Chinese tagged corpus, two experiments are de- signed to select the training parameters and verify the validity of the method. The result shows that the method costs 78. 98 ms and 4. 63 ms to train and test a Chinese sentence of 17. 9 words. The method is a new way to parse the phrase structure grammar for Chinese, and has good generalization ability and fast speed.
出处 《Journal of Beijing Institute of Technology》 EI CAS 2015年第4期519-525,共7页 北京理工大学学报(英文版)
基金 Supported by the Science and Technology Innovation Plan of Beijing Institute of Technology(2013)
关键词 phrase structure grammar syntactic tree syntactic parsing conditional random field phrase structure grammar syntactic tree syntactic parsing conditional random field
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