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<?xml version="1.0" standalone="yes"?> <Paper uid="W06-2402"> <Title>Grouping Multi-word Expressions According to Part-Of-Speech in Statistical Machine Translation</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> This paper studies a strategy for identifying and using multi-word expressions in Statistical Machine Translation. The performance of the proposed strategy for various types of multi-word expressions (like nouns or verbs) is evaluated in terms of alignment quality as well as translation accuracy. Evaluations are performed by using real-life data, namely the European Parliament corpus. Results from translation tasks from English-to-Spanish and from Spanish-to-English are presented and discussed.</Paragraph> </Section> class="xml-element"></Paper>