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<?xml version="1.0" standalone="yes"?> <Paper uid="N06-1031"> <Title>Relabeling Syntax Trees to Improve Syntax-Based Machine Translation Quality</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We identify problems with the Penn Tree-bank that render it imperfect for syntax-based machine translation and propose methods of relabeling the syntax trees to improve translation quality. We develop a system incorporating a handful of relabeling strategies that yields a statistically signi cant improvement of 2.3 BLEU points over a baseline syntax-based system.</Paragraph> </Section> class="xml-element"></Paper>