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<?xml version="1.0" standalone="yes"?> <Paper uid="W04-3238"> <Title>Spelling correction as an iterative process that exploits the collective knowledge of web users</Title> <Section position="11" start_page="0" end_page="0" type="concl"> <SectionTitle> 7 Conclusion </SectionTitle> <Paragraph position="0"> To our knowledge, this paper is the first to show a successful attempt of using the collective knowledge stored in search query logs for the spelling correction task. We presented a technique to mine this extremely informative but very noisy resource that actually exploits the errors made by people as a way to do effective query spelling correction. A direction that we plan to investigate is the adaptation of such a technique to the general purpose spelling correction, by using statistics from both query-logs and large office document collections.</Paragraph> </Section> class="xml-element"></Paper>