Differences

This shows you the differences between two versions of the page.

--- papers:collobert-2011 [2011/10/08 23:01]
leonb created
+++ papers:collobert-2011 [2011/10/08 23:21] (current)
leonb [Senna]
@@ Line 21: / Line 21: @@
 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/pdf/jmlr-2011.pdf|jmlr-2011.pdf]]
@@ Line 36: / Line 38: @@
     url = {http://leon.bottou.org/papers/collobert-2011},
   }
+==== Senna ====
+The universal natural language tagger described in this paper
+is actively maintained by [[http://ronan.collobert.com|Ronan Collobert]].
+It can be downloaded from [[http://ronan.collobert.com/senna/|Senna]].
+Besides part-of-speech tagging, chunking, named entity extraction, and semantic role labelling,
+the latest version also outputs syntactic parse trees, still using the neural network architecture described in this paper.
+  * State-of-the-art or near-state-of-the-art tagging accuracies.
+  * Exceptional tagging speed (POS+NER+Chunk+SRL+Parse at more than 10000 words per second.)
+  * Small memory footprint (about 120MB.)
+  * Compact soure code (about 3000 lines of C.)