Incorporating Both Distributional and Relational Semantics in Word Representations

@article{Fried2014IncorporatingBD,
  title={Incorporating Both Distributional and Relational Semantics in Word Representations},
  author={Daniel Fried and Kevin Duh},
  journal={CoRR},
  year={2014},
  volume={abs/1412.4369}
}
We investigate the hypothesis that word representations ought to incorporate both distributional and relational semantics. To this end, we employ the Alternating Direction Method of Multipliers (ADMM), which flexibly optimizes a distributional objective on raw text and a relational objective on WordNet. Preliminary results on knowledge base completion… CONTINUE READING

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