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<?xml version="1.0" standalone="yes"?> <Paper uid="W02-1411"> <Title>Acquisition of Lexical Paraphrases from Texts</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> Automatic acquisition of paraphrase knowledge for content words is proposed. Using only a non-parallel text corpus, we compute the paraphrasability metrics between two words from their similarity in context. We then filter words such as proper nouns from external knowledge.</Paragraph> <Paragraph position="1"> Finally, we use a heuristic in further filtering to improve the accuracy of the automatic acquisition. In this paper, we report the results of acquisition experiments.</Paragraph> </Section> class="xml-element"></Paper>