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<Paper uid="W06-3124">
  <Title>Microsoft Research Treelet Translation System: NAACL 2006 Europarl Evaluation</Title>
  <Section position="1" start_page="0" end_page="0" type="abstr">
    <SectionTitle>
Abstract
</SectionTitle>
    <Paragraph position="0"> The Microsoft Research translation system is a syntactically informed phrasal SMT system that uses a phrase translation model based on dependency treelets and a global reordering model based on the source dependency tree. These models are combined with several other knowledge sources in a log-linear manner. The weights of the individual components in the log-linear model are set by an automatic parametertuning method. We give a brief overview of the components of the system and discuss our experience with the Europarl data translating from English to Spanish.</Paragraph>
  </Section>
class="xml-element"></Paper>