2003 · 315 citations · 9 references
ComputingComputer ScienceComputational LinguisticsNatural Language ProcessingText AnalyticsLanguage ModelingMachine TranslationMultilingual Natural Language ProcessingParallel CorporaParallel Corpus AnalysisBilingual Parallel CorporaDiachronic Parallel CorporaGold Standard AssessmentParallel Text CorporaStatistical Machine Translation
Compounded words are a challenge for NLP applications such as machine translation (MT). We introduce methods to learn splitting rules from monolingual and parallel corpora. We evaluate them against a gold standard and measure their impact on performance of statistical MT systems. Results show accuracy of 99.1% and performance gains for MT of 0.039 BLEU on a German-English noun phrase translation task.
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