A systematic comparison of various statistical alignment models
Computational Linguistics
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An improved error model for noisy channel spelling correction
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A phrase-based statistical model for SMS text normalization
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HLT '02 Proceedings of the second international conference on Human Language Technology Research
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StatMT '07 Proceedings of the Second Workshop on Statistical Machine Translation
StatMT '09 Proceedings of the Fourth Workshop on Statistical Machine Translation
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HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
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WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
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WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
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We report results on translation of SMS messages from Haitian Creole to English. We show improvements by applying spell checking techniques to unknown words and creating a lattice with the best known spelling equivalents. We also used a small cleaned corpus to train a cleaning model that we applied to the noisy corpora.