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<?xml version="1.0" standalone="yes"?> <Paper uid="W04-2417"> <Title>A transformation-based approach to argument labeling</Title> <Section position="3" start_page="0" end_page="0" type="intro"> <SectionTitle> 2 Transformation-based learning </SectionTitle> <Paragraph position="0"> TBL is a general machine learning tool for assigning classes to a sequence of observations. TBL induces a set of transformational rules, which apply in sequence to change the class assigned to observations which meet the rules' conditions.</Paragraph> <Paragraph position="1"> We use the software package fnTBL to design the model described here. This package, and the TBL framework itself, are described in detail by Ngai and Florian (2001).</Paragraph> </Section> class="xml-element"></Paper>