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<?xml version="1.0" standalone="yes"?> <Paper uid="M93-1007"> <Title>MUC-5 EVALUATION METRIC S</Title> <Section position="1" start_page="0" end_page="0" type="intro"> <SectionTitle> INTRODUCTION </SectionTitle> <Paragraph position="0"> The metrics used for the Fifth Message Understanding Conference (MUC-5) evaluation are a major update to those used for MUC-4 in 1992. The official MUC-5 metrics express error rates while the official MUC-4 metric s express performance in terms of recall and precision (used for MUC-5 only as &quot;unofficial&quot; metrics) . This paper discusses the current metrics and the reasons for their adoption .</Paragraph> </Section> class="xml-element"></Paper>