Adaptive Language and Translation Models for Interactive Machine Translation

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Conference2004 Conference on Empirical Methods in Natural Language Processing (EMNLP 04), July 25-26, 2004., Barcelona, Spain
AbstractWe describe experiments carried out with adaptive language and translation models in the context of an interactive computer-assisted translation program. We developed cache-based language models which were then extended to the bilingual case for a cachebased translation model. We present the improvements we obtained in two contexts: in a theoretical setting, we achieved a drop in perplexity for the new models and, in a more practical situation simulating a user working with the system, we showed that fewer keystrokes would be needed to enter a translation.
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AffiliationNRC Institute for Information Technology; National Research Council Canada
Peer reviewedNo
NRC number48083
NPARC number5764887
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Record identifier5e268f8f-1983-4d29-8a92-74ec8f519922
Record created2009-03-29
Record modified2016-05-09
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