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<?xml version="1.0" standalone="yes"?> <Paper uid="P04-1079"> <Title>Extending the BLEU MT Evaluation Method with Frequency Weightings</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We present the results of an experiment on extending the automatic method of</Paragraph> <Section position="1" start_page="0" end_page="0" type="sub_section"> <SectionTitle> Machine Translation evaluation BLUE </SectionTitle> <Paragraph position="0"> with statistical weights for lexical items, such as tf.idf scores. We show that this extension gives additional information about evaluated texts; in particular it allows us to measure translation Adequacy, which, for statistical MT systems, is often overestimated by the baseline BLEU method. The proposed model uses a single human reference translation, which increases the usability of the proposed method for practical purposes. The model suggests a linguistic interpretation which relates frequency weights and human intuition about translation Adequacy and Fluency.</Paragraph> </Section> </Section> class="xml-element"></Paper>