Representations of Words and Phrases and their Compositionality

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Representations of Words and Phrases and their Compositionality is a popular paper published by the Google team led by Tomas Mikolov in 2013. It is known for its impact in the field of Natural Language Processing and the techniques described below are till in practice today.

Presented by

  • F. Jiang
  • J. Hu
  • Y. Zhang


Introduction

Skip Gram Model

Hierarchical Softmax

Negative Sampling

Subsampling of Frequent Words

Empirical Results

References

[1] Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeffrey Dean (2013). Distributed Representations of Words and Phrases and their Compositionality. arXiv:1310.4546.

[2] McCormick, C. (2017, January 11). Word2Vec Tutorial Part 2 - Negative Sampling. Retrieved from http://www.mccormickml.com