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papers:collobert-2011 [2011/10/08 23:13]
leonb
papers:collobert-2011 [2011/10/08 23:21] (current)
leonb [Senna]
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 Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu and Pavel Kuksa:  **Natural Language Processing (Almost) from Scratch**,  //Journal of Machine Learning Research//, 12:2493--2537, Aug 2011. Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu and Pavel Kuksa:  **Natural Language Processing (Almost) from Scratch**,  //Journal of Machine Learning Research//, 12:2493--2537, Aug 2011.
  
 +[[http://jmlr.csail.mit.edu/papers/v12/collobert11a.html|JMLR Link]]
 +<html>&nbsp;&nbsp;</html>
 [[http://leon.bottou.org/publications/djvu/jmlr-2011.djvu|jmlr-2011.djvu]] [[http://leon.bottou.org/publications/djvu/jmlr-2011.djvu|jmlr-2011.djvu]]
 [[http://leon.bottou.org/publications/pdf/jmlr-2011.pdf|jmlr-2011.pdf]] [[http://leon.bottou.org/publications/pdf/jmlr-2011.pdf|jmlr-2011.pdf]]
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   * State-of-the-art or near-state-of-the-art tagging accuracies.   * State-of-the-art or near-state-of-the-art tagging accuracies.
-  * Exceptional tagging speed (thousands of words per second.)+  * Exceptional tagging speed (POS+NER+Chunk+SRL+Parse at more than 10000 words per second.)
   * Small memory footprint (about 120MB.)   * Small memory footprint (about 120MB.)
   * Compact soure code (about 3000 lines of C.)   * Compact soure code (about 3000 lines of C.)
papers/collobert-2011.1318129995.txt.gz · Last modified: 2011/10/08 23:13 by leonb

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