Inducing Crosslingual Distributed Representations of Words

@inproceedings{Klementiev2012InducingCD,
  title={Inducing Crosslingual Distributed Representations of Words},
  author={Alexandre Klementiev and Ivan Titov and Binod Bhattarai},
  booktitle={COLING},
  year={2012}
}
Distributed representations of words have proven extremely useful in numerous natural language processing tasks. Their appeal is that they can help alleviate data sparsity problems common to supervised learning. Methods for inducing these representations require only unlabeled language data, which are plentiful for many natural languages. In this work, we induce distributed representations for a pair of languages jointly. We treat it as a multitask learning problem where each task corresponds… CONTINUE READING
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