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<?xml version="1.0" standalone="yes"?> <Paper uid="W03-1006"> <Title>Use of Deep Linguistic Features for the Recognition and Labeling of Semantic Arguments</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We use deep linguistic features to predict semantic roles on syntactic arguments, and show that these perform considerably better than surface-oriented features. We also show that predicting labels from a &quot;lightweight&quot; parser that generates deep syntactic features performs comparably to using a full parser that generates only surface syntactic features.</Paragraph> </Section> class="xml-element"></Paper>