Future research should apply the work of Blunsom et al. ( 2008 ) and Blunsom and Osborne ( 2008 ) , who marginalize over derivations to find the most probable translation rather than the most probable derivation , to these multi-nonterminal grammars .
a discriminative latent variable model for statistical machine translation
Phil Blunsom Trevor Cohn Miles Osborne
This problem is exacerbated by syntax-augmented MT with its thousands of nonterminals , and made even worse by its joint source-and-target extension . Future research should apply the work of Blunsom et al. ( 2008 ) and Blunsom and Osborne ( 2008 ) , who marginalize over derivations to find the most probable translation rather than the most probable derivation , to these multi-nonterminal grammars . All source code underlying this work is available under the GNU Lesser General Public License as part of the ` SAMT ' system at : www.cs.cmu.edu/Ëzollmann/samt
Future research should apply the work of @@CITATION and Blunsom and Osborne ( 2008 ) , who marginalize over derivations to find the most probable translation rather than the most probable derivation , to these multi-nonterminal grammars .