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Russell Stewart
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Merge pull request stanfordnlp#72 from Russell91/master
Fixed Readme for github updates
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README.md

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## GloVe: Global Vectors for Word Representation
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<em>frog</em> nearest neighbors | Litoria | Leptodactylidae | Rana | Eleutherodactylus
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-------------------------|:-------------------------:|:-------------------------:|:-------------------------:|:-------------------------:|
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<li> frogs <li> toad <li> litoria <li> leptodactylidae <li> rana <li> lizard <li> eleutherodactylus | ![](http://nlp.stanford.edu/projects/glove/images/litoria.jpg) | ![](http://nlp.stanford.edu/projects/glove/images/leptodactylidae.jpg) | ![](http://nlp.stanford.edu/projects/glove/images/rana.jpg) | ![](http://nlp.stanford.edu/projects/glove/images/eleutherodactylus.jpg)
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man -> woman | city -> zip | comparative -> superlative
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![](http://nlp.stanford.edu/projects/glove/images/man_woman_small.jpg) | ![](http://nlp.stanford.edu/projects/glove/images/city_zip_small.jpg) | ![](http://nlp.stanford.edu/projects/glove/images/comparative_superlative_small.jpg)
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| nearest neighbors of <br/> <em>frog</em> | Litoria | Leptodactylidae | Rana | Eleutherodactylus |
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| --- | ------------------------------- | ------------------- | ---------------- | ------------------- |
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| Pictures | <img src="http://nlp.stanford.edu/projects/glove/images/litoria.jpg"></img> | <img src="http://nlp.stanford.edu/projects/glove/images/leptodactylidae.jpg"></img> | <img src="http://nlp.stanford.edu/projects/glove/images/rana.jpg"></img> | <img src="http://nlp.stanford.edu/projects/glove/images/eleutherodactylus.jpg"></img> |
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| Comparisons | man -> woman | city -> zip | comparative -> superlative |
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| --- | ------------------------|-------------------------|-------------------------|
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| GloVe Geometry | <img src="http://nlp.stanford.edu/projects/glove/images/man_woman_small.jpg"></img> | <img src="http://nlp.stanford.edu/projects/glove/images/city_zip_small.jpg"></img> | <img src="http://nlp.stanford.edu/projects/glove/images/comparative_superlative_small.jpg"></img> |
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We provide an implementation of the GloVe model for learning word representations, and describe how to download web-dataset vectors or train your own. See the [project page](http://nlp.stanford.edu/projects/glove/) or the [paper](http://nlp.stanford.edu/pubs/glove.pdf) for more information on glove vectors.
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