Chinese Chunking Algorithm Based on Cascaded Conditional Random Fields
Authors
Guanglu Sun1, Yuanchao Liu, Peili Qiao, Fei Lang
1School of Computer Science and Technology, Harbin University
Corresponding Author
Guanglu Sun
Available Online December 2008.
- DOI
- 10.2991/jcis.2008.100How to use a DOI?
- Keywords
- Chinese chunking, part-of-speech tagging, cascaded conditional random fields
- Abstract
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%.
- Copyright
- © 2008, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Guanglu Sun AU - Yuanchao Liu AU - Peili Qiao AU - Fei Lang PY - 2008/12 DA - 2008/12 TI - Chinese Chunking Algorithm Based on Cascaded Conditional Random Fields BT - Proceedings of the 11th Joint Conference on Information Sciences (JCIS 2008) PB - Atlantis Press SP - 595 EP - 599 SN - 1951-6851 UR - https://doi.org/10.2991/jcis.2008.100 DO - 10.2991/jcis.2008.100 ID - Sun2008/12 ER -