Title
A correction model for word alignments
Abstract
Models of word alignment built as sequences of links have limited expressive power, but are easy to decode. Word aligners that model the alignment matrix can express arbitrary alignments, but are difficult to decode. We propose an alignment matrix model as a correction algorithm to an underlying sequence-based aligner. Then a greedy decoding algorithm enables the full expressive power of the alignment matrix formulation. Improved alignment performance is shown for all nine language pairs tested. The improved alignments also improved translation quality from Chinese to English and English to Italian.
Year
Venue
Keywords
2011
EMNLP
full expressive power,alignment matrix formulation,improved alignment,correction algorithm,correction model,expressive power,alignment matrix,arbitrary alignment,alignment matrix model,improved alignment performance,word alignment
Field
DocType
Volume
Matrix model,Correction algorithm,Computer science,Matrix (mathematics),Speech recognition,Artificial intelligence,Natural language processing,Decoding methods,Expressive power
Conference
D11-1
Citations 
PageRank 
References 
5
0.42
25
Authors
5
Name
Order
Citations
PageRank
J. Scott Mccarley121421.36
Abraham Ittycheriah253461.23
Salim Roukos36248845.50
Bing Xiang4140978.56
Jian-ming Xu5193.10