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<?xml version="1.0" standalone="yes"?> <Paper uid="W04-1806"> <Title>Automatically Inducing Ontologies from Corpora</Title> <Section position="2" start_page="37" end_page="37" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> The emergence of vast quantities of on-line information has raised the importance of methods for automatic cataloguing of information in a variety of domains, including electronic commerce and bioinformatics. Ontologies can play a critical role in such cataloguing. In this paper, we describe a system that automatically induces an ontology from any large on-line text collection in a specific domain. The ontology that is induced consists of domain concepts, related by kind-of and part-of links. To achieve domain-independence, we use a combination of relatively shallow methods along with any available repositories of applicable background knowledge. We describe our evaluation experiences using these methods, and provide examples of induced structures.</Paragraph> </Section> class="xml-element"></Paper>