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<?xml version="1.0" standalone="yes"?> <Paper uid="W05-1507"> <Title>Machine Translation as Lexicalized Parsing with Hooks</Title> <Section position="2" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We adapt the &quot;hook&quot; trick for speeding up bilexical parsing to the decoding problem for machine translation models that are based on combining a synchronous context free grammar as the translation model with an n-gram language model. This dynamic programming technique yields lower complexity algorithms than have previously been described for an important class of translation models.</Paragraph> </Section> class="xml-element"></Paper>