NLP常用工具
2014-09-06 00:00
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摘要: 自然语言处理?
NLP常用工具
各种工具包的有效利用可以使研究者事半功倍。
以下是NLP版版友们提供整理的NLP研究工具包。
同时欢迎大家提供更多更好用的工具包,造福国内的NLP研究。
*NLP Toolbox
CLT
http://complingone.georgetown.edu/~linguist/compling.html
GATE
http://gate.ac.uk/
Natural Language Toolkit(NLTK)
http://nltk.org
MALLET
http://mallet.cs.umass.edu/index.php/Main_Page
OpenNLP
http://opennlp.sourceforge.net/
*English Stemmer
Snowball
http://snowball.tartarus.org/
*English POS Tagger
Stanford POS Tagger
http://nlp.stanford.edu/software/tagger.shtml
TreeTagger
http://www.ims.uni-stuttgart.de/projekte/corplex/TreeTagger/
TnT
http://www.coli.uni-saarland.de/~thorsten/tnt/
*English&Chinese Parser
Stanford Parser
http://nlp.stanford.edu/software/lex-parser.shtml
Berkeley Parser
http://nlp.cs.berkeley.edu/Main.html#Parsing
*English Keyphrase Extractor
KEA
http://www.nzdl.org/Kea/index_old.html
*English Name Entity Recognizer
Stanford NER
http://nlp.stanford.edu/software/CRF-NER.shtml
*Chinese Word Segmentator
中科院ICTCLAS
http://www.nlp.org.cn/project/project.php?proj_id=6
Stanford Word Segmenter
http://nlp.stanford.edu/software/segmenter.shtml
*Topic Modeling Tools
Matlab
http://psiexp.ss.uci.edu/research/programs_data/toolbox.htm
GibbsLDA++
http://gibbslda.sourceforge.net/
GLDA
http://code.google.com/p/glda/
*Conditional Random Fields
FlexCRFs
http://flexcrfs.sourceforge.net/ 含有MPI并行版本。
CRF++
http://crfpp.sourFceforge.net/
CRF Package
http://crf.sourceforge.net/
CRF Matlab
http://www.cs.ubc.ca/~murphyk/Software/CRFall.zip
CRFSuit
http://www.chokkan.org/software/crfsuite/
SGD with CRF
http://leon.bottou.org/projects/sgd
HCRF
http://sourceforge.net/projects/hcrf/
*Support Vector Machine
LIBSVM
http://www.csie.ntu.edu.tw/~cjlin/libsvm/
LIBLINEAR
http://www.csie.ntu.edu.tw/~cjlin/liblinear/
Pegasos
http://www.cs.huji.ac.il/~shais/code/index.html
*Search Engines
Lucene
http://lucene.apache.org/
中科院FirteX
http://www.firtex.org/
*Machine Learning and Data Mining Toolbox
Weka
http://www.cs.waikato.ac.nz/ml/weka/
NLP常用工具
各种工具包的有效利用可以使研究者事半功倍。
以下是NLP版版友们提供整理的NLP研究工具包。
同时欢迎大家提供更多更好用的工具包,造福国内的NLP研究。
*NLP Toolbox
CLT
http://complingone.georgetown.edu/~linguist/compling.html
GATE
http://gate.ac.uk/
Natural Language Toolkit(NLTK)
http://nltk.org
MALLET
http://mallet.cs.umass.edu/index.php/Main_Page
OpenNLP
http://opennlp.sourceforge.net/
*English Stemmer
Snowball
http://snowball.tartarus.org/
*English POS Tagger
Stanford POS Tagger
http://nlp.stanford.edu/software/tagger.shtml
TreeTagger
http://www.ims.uni-stuttgart.de/projekte/corplex/TreeTagger/
TnT
http://www.coli.uni-saarland.de/~thorsten/tnt/
*English&Chinese Parser
Stanford Parser
http://nlp.stanford.edu/software/lex-parser.shtml
Berkeley Parser
http://nlp.cs.berkeley.edu/Main.html#Parsing
*English Keyphrase Extractor
KEA
http://www.nzdl.org/Kea/index_old.html
*English Name Entity Recognizer
Stanford NER
http://nlp.stanford.edu/software/CRF-NER.shtml
*Chinese Word Segmentator
中科院ICTCLAS
http://www.nlp.org.cn/project/project.php?proj_id=6
Stanford Word Segmenter
http://nlp.stanford.edu/software/segmenter.shtml
*Topic Modeling Tools
Matlab
http://psiexp.ss.uci.edu/research/programs_data/toolbox.htm
GibbsLDA++
http://gibbslda.sourceforge.net/
GLDA
http://code.google.com/p/glda/
*Conditional Random Fields
FlexCRFs
http://flexcrfs.sourceforge.net/ 含有MPI并行版本。
CRF++
http://crfpp.sourFceforge.net/
CRF Package
http://crf.sourceforge.net/
CRF Matlab
http://www.cs.ubc.ca/~murphyk/Software/CRFall.zip
CRFSuit
http://www.chokkan.org/software/crfsuite/
SGD with CRF
http://leon.bottou.org/projects/sgd
HCRF
http://sourceforge.net/projects/hcrf/
*Support Vector Machine
LIBSVM
http://www.csie.ntu.edu.tw/~cjlin/libsvm/
LIBLINEAR
http://www.csie.ntu.edu.tw/~cjlin/liblinear/
Pegasos
http://www.cs.huji.ac.il/~shais/code/index.html
*Search Engines
Lucene
http://lucene.apache.org/
中科院FirteX
http://www.firtex.org/
*Machine Learning and Data Mining Toolbox
Weka
http://www.cs.waikato.ac.nz/ml/weka/
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