2015-10-15 20:53:47 +00:00
|
|
|
|
2015-10-15 21:01:03 +00:00
|
|
|
<img src="https://ci.appveyor.com/api/projects/status/aoe3dtkep36rdaqf?svg=true" />
|
2015-10-15 20:53:47 +00:00
|
|
|
|
2015-07-01 13:39:38 +00:00
|
|
|
spaCy: Industrial-strength NLP
|
|
|
|
==============================
|
2014-07-03 15:15:40 +00:00
|
|
|
|
2015-07-01 13:39:38 +00:00
|
|
|
spaCy is a library for advanced natural language processing in Python and Cython.
|
2015-02-01 03:47:18 +00:00
|
|
|
|
2015-07-01 13:27:37 +00:00
|
|
|
Documentation and details: http://spacy.io/
|
2015-06-24 03:05:33 +00:00
|
|
|
|
2015-07-01 13:27:37 +00:00
|
|
|
spaCy is built on the very latest research, but it isn't researchware. It was
|
2015-09-27 21:38:12 +00:00
|
|
|
designed from day 1 to be used in real products. It's commercial open-source
|
|
|
|
software, released under the MIT license.
|
2015-06-24 03:05:33 +00:00
|
|
|
|
|
|
|
|
2015-07-01 13:27:37 +00:00
|
|
|
Features
|
|
|
|
--------
|
2015-02-01 03:47:18 +00:00
|
|
|
|
2015-07-01 13:27:37 +00:00
|
|
|
* 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.
|
|
|
|
|
2015-09-29 13:02:08 +00:00
|
|
|
Top Peformance
|
2015-07-01 13:27:37 +00:00
|
|
|
-------------
|
|
|
|
|
|
|
|
* 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.
|
2015-01-27 10:55:36 +00:00
|
|
|
|
2015-05-12 01:32:53 +00:00
|
|
|
Supports
|
|
|
|
--------
|
2015-01-27 10:55:23 +00:00
|
|
|
|
|
|
|
* CPython 2.7
|
|
|
|
* CPython 3.4
|
|
|
|
* OSX
|
|
|
|
* Linux
|
2015-04-13 04:23:30 +00:00
|
|
|
* Cygwin
|
2015-01-27 10:55:23 +00:00
|
|
|
|
2015-02-01 03:47:18 +00:00
|
|
|
Want to support:
|
2015-01-27 10:55:23 +00:00
|
|
|
|
2015-04-13 04:23:30 +00:00
|
|
|
* Visual Studio
|
2015-01-27 10:55:23 +00:00
|
|
|
|
2015-02-01 03:47:18 +00:00
|
|
|
Difficult to support:
|
2015-01-27 10:55:23 +00:00
|
|
|
|
|
|
|
* PyPy 2.7
|
|
|
|
* PyPy 3.4
|
2015-10-15 20:52:20 +00:00
|
|
|
|
|
|
|
|
|
|
|
|