Title
Do we need phrases?: challenging the conventional wisdom in statistical machine translation
Abstract
We begin by exploring theoretical and practical issues with phrasal SMT, several of which are addressed by syntax-based SMT. Next, to address problems not handled by syntax, we propose the concept of a Minimal Translation Unit (MTU) and develop MTU sequence models. Finally we incorporate these models into a syntax-based SMT system and demonstrate that it improves on the state of the art translation quality within a theoretically more desirable framework.
Year
DOI
Venue
2006
10.3115/1220835.1220837
HLT-NAACL
Keywords
Field
DocType
statistical machine translation,conventional wisdom,phrasal smt,practical issue,mtu sequence model,syntax-based smt,desirable framework,art translation quality,minimal translation unit,syntax-based smt system,mtu
Example-based machine translation,Computer science,Machine translation,Conventional wisdom,Transfer-based machine translation,Natural language processing,Artificial intelligence,Syntax,Translation unit (programming)
Conference
Citations 
PageRank 
References 
17
0.75
16
Authors
2
Name
Order
Citations
PageRank
Chris Quirk1136277.61
Arul Menezes247029.57