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<?xml version="1.0" standalone="yes"?> <Paper uid="M93-1006"> <Title>COMPARING HUMAN AND MACHINE PERFORMANCE FO R NATURAL LANGUAGE INFORMATION EXTRACTION : Results for English Microelectronics from the MUC-5 Evaluation</Title> <Section position="13" start_page="64" end_page="65" type="ackno"> <SectionTitle> ACKNOWLEDGEMENTS </SectionTitle> <Paragraph position="0"> The following persons contributed to the effort resulting in the human performance measurements reported here : Deborah Johnson, Catherine Steiner, Diane Heavener, and Mario Severino served as analysts for the English Microelectronics material, and Mary Ellen Okurowski made keys to allow comparison with all analysts . Susanne Smith served as a technica l consultant on microelectronics fabrication . Beth Sundheim, Nancy Chinchor, and Kathy Daley helped in various ways, particularly with respect to the scoring program used . Nancy also provided some statistical advice. Boyan Onyshkevych also helped in defining the problem and approaches to attacking it, and was a coauthor on some early presentations of pilot work on human analys t performance at the Tipster 12-month meeting in September, 1992 and the National Science Foundation Workshop on Machine Translation Evaluation on November 2-3, 1992, both in San Diego . Mary Ellen Okurowski provided valuable discussions about the human performance work and comments on this paper. Larry Reeker helped with project management of the overall templat e collection effort and made comments on the paper, and Al Brenner also provided comments on the paper .</Paragraph> </Section> class="xml-element"></Paper>