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<?xml version="1.0" standalone="yes"?> <Paper uid="H91-1010"> <Title>New Results with the Lincoln Tied-Mixture HMM CSR System 1</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> ABSTRACT </SectionTitle> <Paragraph position="0"> The following describes recent work on the Lincoln CSR system. Some new variations in semiphone modeling have been tested. A very simple improved duration model has reduced the error rate by about 10~ in both triphone and semiphone systems. A new training strategy has been tested which, by itself, did not provide useful improvements but suggests that improvements can be obtained by a related rapid adaptation technique. Finally, the recognizer has been modified to use bigram back-off language models. The system was then transferred from the RM task to the ATIS CSR task and a limited number of development tests performed. Evaluation test results are presented for both the</Paragraph> </Section> class="xml-element"></Paper>