* Upd README.md

README.md

@@ -1,29 +1,38 @@
 spaCy
 =====
 
-http://spacy.io
+spaCy is a library for industrial-strength NLP in Python and Cython.
 
-The fastest natural language understanding pipeline available.  Focus on good API, easy installation, and documentation.
+Documentation and details: http://spacy.io/
 
-Commercial licenses available, otherwise under AGPL.
+spaCy is built on the very latest research, but it isn't researchware.  It was
+designed from day 1 to be used in real products.
+
+I left academia to make spaCy my full-time job. You can buy a commercial
+license, or you can use it under the AGPL.
 
 
-2015-06-24 v0.86
-----------------
+Features
+--------
 
-* Improvements in parser accuracy
+* Labelled dependency parsing (91.8% accuracy on OntoNotes 5)
+* Named entity recognition (82.6% accuracy on OntoNotes 5)
+* Part-of-speech tagging (97.1% accuracy on OntoNotes 5)
+* Easy to use word vectors
+* All strings mapped to integer IDs
+* Export to numpy data arrays
+* Alignment maintained to original string, ensuring easy mark up calculation
+* Range of easy-to-use orthographic features.
+* No pre-processing required. spaCy takes raw text as input, warts and newlines and all.
 
-2015-06-08 v0.85
-----------------
-
-* Improvements in parser accuracy
-
-2015-05-12 v0.84
-----------------
-
-* Bug fixes for parsing
-* Bug fixes for named entity recognition
+Top Pefomance
+-------------
 
+* Fastest in the world: <50ms per document.  No faster system has ever been
+  announced.
+* Accuracy within 1% of the current state of the art on all tasks performed
+  (parsing, named entity recognition, part-of-speech tagging).  The only more
+  accurate systems are an order of magnitude slower or more.
 
 Supports
 --------