Inflection Generation as Discriminative String Transduction

@inproceedings{Nicolai2015InflectionGA,
  title={Inflection Generation as Discriminative String Transduction},
  author={Garrett Nicolai and Colin Cherry and Grzegorz Kondrak},
  booktitle={HLT-NAACL},
  year={2015}
}
We approach the task of morphological inflection generation as discriminative string transduction. Our supervised system learns to generate word-forms from lemmas accompanied by morphological tags, and refines them by referring to the other forms within a paradigm. Results of experiments on six diverse languages with varying amounts of training data demonstrate that our approach improves the state of the art in terms of predicting inflected word-forms. 
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