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<Paper uid="W04-3225">
  <Title>Adaptive Language and Translation Models for Interactive Machine Translation</Title>
  <Section position="10" start_page="0" end_page="0" type="concl">
    <SectionTitle>
7 Conclusion
</SectionTitle>
    <Paragraph position="0"> We have presented dynamic adaptive translation models using cache-based implementations. We have shown that monolingual dynamic adaptive models exhibit good theoretical performance in a bilingual translation context. We observed that these theoretical results carry over to practical gains in the context of an IMT application.</Paragraph>
    <Paragraph position="1"> We have developed bilingual dynamic adaptation through a cache-based translation model. Our results show the potential of bilingual dynamic adaptation. We have given explanations about why the results obtained are not as high as hoped and presented some key improvements that should be made to our model or should be taken into account in the development of a new model.</Paragraph>
    <Paragraph position="2"> We believe that this study reveals the potential for adaptive interactive machine translation system and we hope to read similar reports for other implementations of the same interactive scenario e.g. (Och et al., 2003).</Paragraph>
  </Section>
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