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<?xml version="1.0" standalone="yes"?> <Paper uid="H92-1023"> <Title>Decision Tree Models Applied to the Labeling of Text with Parts-of-Speech</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> ABSTRACT </SectionTitle> <Paragraph position="0"> We describe work which uses decision trees to estimate marginal probabilities in a maximum entropy model for predicting the part-of-speech of a word given the context in which it appears. Two experiments are presented which exhibit improvements over the usual hidden Markov model approach. null</Paragraph> </Section> class="xml-element"></Paper>