====== Natural Language Processing from Scratch ====== [[http://ronan.collobert.com|Ronan]]'s masterpiece, [[papers:collobert-2011|"Natural Language Processing (Almost) from Scratch"]], has been published in [[http://jmlr.csail.mit.edu/papers/v12/collobert11a.html|JMLR]]. This paper describes how to use a unified neural network architecture to solve a collection of natural language processing tasks with near state-of-the-art accuracies and ridiculously fast processing speed. A couple thousand lines of C code processes english sentence at more than 10000 words per second and outputs part-of-speech tags, named entity tags, chunk boundaries, semantic role labeling tags, and, in the latest version, syntactic parse trees. Download [[http://ronan.collobert.com/senna|SENNA]]!