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<?xml version="1.0" standalone="yes"?> <Paper uid="P99-1014"> <Title>Detlef Prescher</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We present a technique for automatic induction of slot annotations for subcategorization frames, based on induction of hidden classes in the EM framework of statistical estimation. The models are empirically evalutated by a general decision test. Induction of slot labeling for subcategorization frames is accomplished by a further application of EM, and applied experimentally on frame observations derived from parsing large corpora.</Paragraph> <Paragraph position="1"> We outline an interpretation of the learned representations as theoretical-linguistic decompositional lexical entries.</Paragraph> </Section> class="xml-element"></Paper>