Publication | Open Access
Towards a simple and accurate statistical approach to learning translation relationships among words
32
Citations
10
References
2001
Year
Unknown Venue
EngineeringCross-lingual RepresentationTranslation RelationshipsMultilingual PretrainingCorpus LinguisticsText MiningAccurate Statistical ApproachApplied LinguisticsNatural Language ProcessingData ScienceParallel CorporaComputational LinguisticsTranslation EffortLanguage StudiesMachine TranslationComputer-assisted TranslationLinguisticsNeural Machine TranslationWord Translation RelationshipsSpeech Translation
We report on a project to derive word translation relationships automatically from parallel corpora. Our effort is distinguished by the use of simpler, faster models than those used in previous high-accuracy approaches. Our methods achieve accuracy on single-word translations that seems comparable to any work previously reported, up to nearly 60% coverage of word types, and they perform particularly well on a class of multi-word compounds of special interest to our translation effort.
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