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<?xml version="1.0" standalone="yes"?> <Paper uid="W02-0909"> <Title>Acquiring Collocations for Lexical Choice between Near-Synonyms</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We extend a lexical knowledge-base of near-synonym differences with knowledge about their collocational behaviour. This type of knowledge is useful in the process of lexical choice between nearsynonyms. We acquire collocations for the near-synonyms of interest from a corpus (only collocations with the appropriate sense and part-of-speech). For each word that collocates with a near-synonym we use a differential test to learn whether the word forms a less-preferred collocation or an anti-collocation with other near-synonyms in the same cluster. For this task we use a much larger corpus (the Web). We also look at associations (longer-distance co-occurrences) as a possible source of learning more about nuances that the near-synonyms may carry.</Paragraph> </Section> class="xml-element"></Paper>