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    <abstract>Many character-level tasks can be framed as sequence-to-sequence transduction, where the target is a word from a natural language. We show that leveraging target language models derived from unannotated target corpora, combined with a precise alignment of the training data, yields state-of-the art results on cognate projection, inflection generation, and phoneme-to-grapheme conversion.</abstract>
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%0 Conference Proceedings
%T String Transduction with Target Language Models and Insertion Handling
%A Nicolai, Garrett
%A Najafi, Saeed
%A Kondrak, Grzegorz
%Y Kuebler, Sandra
%Y Nicolai, Garrett
%S Proceedings of the Fifteenth Workshop on Computational Research in Phonetics, Phonology, and Morphology
%D 2018
%8 October
%I Association for Computational Linguistics
%C Brussels, Belgium
%F nicolai-etal-2018-string
%X Many character-level tasks can be framed as sequence-to-sequence transduction, where the target is a word from a natural language. We show that leveraging target language models derived from unannotated target corpora, combined with a precise alignment of the training data, yields state-of-the art results on cognate projection, inflection generation, and phoneme-to-grapheme conversion.
%R 10.18653/v1/W18-5805
%U https://aclanthology.org/W18-5805
%U https://doi.org/10.18653/v1/W18-5805
%P 43-53

Markdown (Informal)

[String Transduction with Target Language Models and Insertion Handling](https://aclanthology.org/W18-5805) (Nicolai et al., EMNLP 2018)

• String Transduction with Target Language Models and Insertion Handling (Nicolai et al., EMNLP 2018)

ACL

• Garrett Nicolai, Saeed Najafi, and Grzegorz Kondrak. 2018. String Transduction with Target Language Models and Insertion Handling. In Proceedings of the Fifteenth Workshop on Computational Research in Phonetics, Phonology, and Morphology, pages 43–53, Brussels, Belgium. Association for Computational Linguistics.