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<?xml version="1.0" standalone="yes"?> <Paper uid="W04-3243"> <Title>On Log-Likelihood-Ratios and the Significance of Rare Events</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We address the issue of judging the significance of rare events as it typically arises in statistical natural-language processing. We first define a general approach to the problem, and we empirically compare results obtained using log-likelihood-ratios and Fisher's exact test, applied to measuring strength of bilingual word associations.</Paragraph> </Section> class="xml-element"></Paper>