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Influence of Part-of-Speech and Phrasal Category Universal Tag-set in Tree-to-Tree Translation Models
Francisco Oliveira; Derek F. Wong; Lidia S. Chao; Liang Tian; Liangye He
2013
Conference NameInternational Joint Conference on Natural Language
Source PublicationInternational Joint Conference on Natural Language Processing
Pages907–911
Conference Date14-18 October 2013
Conference PlaceNagoya, Japan
Abstract

Tree-to-tree Statistical Machine Translation models require the use of syntactic tree structures of both the source and target side in learning rules to guide the translation process. In order to accomplish the task, available treebanks for different languages are used as the main resources to collect necessary information to handle the translation task. However, since each treebank has its own defined tags, a barrier is inherently created in highlighting alignment relationships at different syntactic levels for different tag-sets. Moreover, these models are typically over constrained. This paper presents a unified tagset for all languages at Part-of-Speech and Phrasal Category level in tree-to-tree models. Different experiments are conducted to study for its feasibility, efficiency, and translation quality

Indexed BySCIE
Language英語English
Document TypeConference paper
CollectionFaculty of Science and Technology
DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
AffiliationDepartment of Computer and Information Science, University of Macau, Macao SAR, China
First Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Francisco Oliveira,Derek F. Wong,Lidia S. Chao,et al. Influence of Part-of-Speech and Phrasal Category Universal Tag-set in Tree-to-Tree Translation Models[C], 2013, 907–911.
APA Francisco Oliveira., Derek F. Wong., Lidia S. Chao., Liang Tian., & Liangye He (2013). Influence of Part-of-Speech and Phrasal Category Universal Tag-set in Tree-to-Tree Translation Models. International Joint Conference on Natural Language Processing, 907–911.
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