NER4Dummies

Named Entity Recognition algorithms and libraries simple examples

CONLL SHARED TASKS

https://www.clips.uantwerpen.be/conll2002/ner/

https://www.clips.uantwerpen.be/conll2003/ner/ https://www.clips.uantwerpen.be/conll2003/ner/etc/ https://www.clips.uantwerpen.be/conll2003/ner/lists/

MUC-6

https://cs.nyu.edu/cs/faculty/grishman/muc6.html

CRF

1- CRFSuite: sklearn-crfsuite (python) Manuals: https://sklearn-crfsuite.readthedocs.io/en/latest/tutorial.html#let-s-use-conll-2002-data-to-build-a-ner-system https://github.com/TeamHG-Memex/sklearn-crfsuite/blob/master/docs/CoNLL2002.ipynb

OTHER RESOURCES

• Pytorch Bi-LSTM CRF: http://pytorch.org/tutorials/beginner/nlp/advanced_tutorial.html
• LSTM tensorflow: https://github.com/monikkinom/ner-lstm
• CRF: https://github.com/aleju/ner-crf
• CRF+ LSTM https://github.com/guillaumegenthial/sequence_tagging
• lstm tensorflow : https://github.com/jiaqianghuai/tf-lstm-crf-batch
• NeuroNer : https://github.com/Franck-Dernoncourt/NeuroNER
• DeepCRF : https://github.com/aonotas/deep-crf

TUTORIAL

• Tensorflow LSTM https://guillaumegenthial.github.io/sequence-tagging-with-tensorflow.html
• Tensorflow example : https://github.com/tensorflow/tensorflow
• http://eli5.readthedocs.io/en/latest/tutorials/sklearn_crfsuite.html

STANFORD

https://nlp.stanford.edu/software/crf-faq.html#a

Apache OPENNLP

https://www.tutorialkart.com/static/opennlp/named-entity-extraction-example-opennlp.html