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<?xml version="1.0" standalone="yes"?> <Paper uid="N03-2030"> <Title>A Hybrid Approach to Content Analysis for Automatic Essay Grading</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We present CarmelTC, a novel hybrid text classification approach for automatic essay grading. Our evaluation demonstrates that the hybrid CarmelTC approach outperforms two &quot;bag of words&quot; approaches, namely LSA and a Naive Bayes, as well as a purely symbolic approach.</Paragraph> </Section> class="xml-element"></Paper>