ML Anthology

Efficient Estimation of Word Representations in Vector Space

Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean
Notable Works 2013
doi:10.48550/arXiv.1301.3781 /misc/2013/mikolov2013misc-efficient/

Abstract

We propose two novel model architectures for computing continuous vector representations of words from very large data sets. The quality of these representations is measured in a word similarity task, and the results are compared to the previously best performing techniques based on different types of neural networks.

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Text

Mikolov et al. "Efficient Estimation of Word Representations in Vector Space." arXiv, 2013. doi:10.48550/arXiv.1301.3781

Markdown

[Mikolov et al. "Efficient Estimation of Word Representations in Vector Space." arXiv, 2013.](https://mlanthology.org/misc/2013/mikolov2013misc-efficient/) doi:10.48550/arXiv.1301.3781

BibTeX

@misc{mikolov2013misc-efficient,
  title     = {{Efficient Estimation of Word Representations in Vector Space}},
  author    = {Mikolov, Tomas and Chen, Kai and Corrado, Greg and Dean, Jeffrey},
  howpublished = {arXiv},
  year      = {2013},
  doi       = {10.48550/arXiv.1301.3781},
  url       = {https://mlanthology.org/misc/2013/mikolov2013misc-efficient/}
}