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<?xml version="1.0" standalone="yes"?> <Paper uid="W05-0624"> <Title>Sparse Bayesian Classification of Predicate Arguments</Title> <Section position="2" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We present an application of Sparse Bayesian Learning to the task of semantic role labeling, and we demonstrate that this method produces smaller classifiers than the popular Support Vector approach.</Paragraph> <Paragraph position="1"> We describe the classification strategy and the features used by the classifier. In particular, the contribution of six parse tree path features is investigated.</Paragraph> </Section> class="xml-element"></Paper>