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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="8" start_page="119" end_page="120" type="concl"> <SectionTitle> 7. Conclusions </SectionTitle> <Paragraph position="0"> In two experiments we have seen how decision trees provide modest improvements over HMM's for the problem of labeling unrestricted text with parts-of-speech. In examining the errors made by the models which incorporate the decision tree marginals, we find that the errors may be attributed to two primary problems: bad ques-</Paragraph> </Section> class="xml-element"></Paper>