Proceedings of the 11th Joint Conference on Information Sciences (JCIS 2008)

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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/).

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Volume Title
Proceedings of the 11th Joint Conference on Information Sciences (JCIS 2008)
Series
Advances in Intelligent Systems Research
Publication Date
December 2008
ISBN
10.2991/jcis.2008.100
ISSN
1951-6851
DOI
10.2991/jcis.2008.100How to use a DOI?
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

risenwbib
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  -