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<?xml version="1.0" standalone="yes"?> <Paper uid="W01-1411"> <Title>Towards a Simple and Accurate Statistical Approach to Learning Translation Relationships among Words</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We report on a project to derive word translation relationships automatically from parallel corpora. Our effort is distinguished by the use of simpler, faster models than those used in previous high-accuracy approaches. Our methods achieve accuracy on single-word translations that seems comparable to any work previously reported, up to nearly 60% coverage of word types, and they perform particularly well on a class of multi-word compounds of special interest to our translation effort.</Paragraph> </Section> class="xml-element"></Paper>