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<?xml version="1.0" standalone="yes"?> <Paper uid="W99-0631"> <Title>An Iterative Approach to Estimating Frequencies over a Semantic Hierarchy</Title> <Section position="9" start_page="263" end_page="263" type="concl"> <SectionTitle> 7 Conclusions </SectionTitle> <Paragraph position="0"> We have shown that the standard technique for estimating frequencies over a semantic hierarchy can lead to inaccurate estimates.</Paragraph> <Paragraph position="1"> We have described a re-estimation procedure which uses an existing measure of selectional preference and which employs a novel way of selecting a hypernym of a concept. Our experiments indicate that the re-estimation procedure gives more accurate estimates than the standard technique, particularly for strongly selecting verbs. This could prove particularly useful when using selectional restrictions, for example in structural disambiguation.</Paragraph> </Section> class="xml-element"></Paper>