Leveraging Monolingual Data for Crosslingual Compositional Word Representations

@article{Soyer2014LeveragingMD,
  title={Leveraging Monolingual Data for Crosslingual Compositional Word Representations},
  author={Hubert Soyer and Pontus Stenetorp and Akiko Aizawa},
  journal={CoRR},
  year={2014},
  volume={abs/1412.6334}
}
In this work, we present a novel neural network based architecture for inducing compositional crosslingual word representations. Unlike previously proposed methods, our method fulfills the following three criteria; it constrains the word-level representations to be compositional, it is capable of leveraging both bilingual and monolingual data, and it is scalable to large vocabularies and large quantities of data. The key component of our approach is what we refer to as a monolingual inclusion… CONTINUE READING
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