Chinese Chunking Algorithm Based on Cascaded Conditional Random Fields

被引:0
|
作者
Sun, Guang-Lu [1 ]
Liu, Yuan-Chao [2 ]
Qiao, Pei-Li [1 ]
Lang, Fei [3 ]
机构
[1] Harbin Univ Sci & Technol, Sch Comp Sci & Technol, Harbin, Peoples R China
[2] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin, Peoples R China
[3] Harbin Sci & Technol, Dept Foreign Languages Teaching, Harbin, Peoples R China
关键词
Chinese chunking; part-of-speech tagging; cascaded conditional random fields;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a new Chinese chunking algorithm based on cascaded conditional random fields. Conditional random fields solve the tagging problems well, while the cascaded models restrain the affection of part-of-speech errors. The experimental results show that this approach achieves impressive accuracy in terms of the F-score: 85.06%.
引用
收藏
页数:5
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