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Short overview on the must popular models for Named Entity Recognition

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Named-Entity-Recognition

Short overview on the must popular models for Named Entity Recognition and including the most popular pre-trained libraries.

Experiments

  1. Simple memorization
  2. Random forest with a custom features
  3. Bi-directional LSTM network
  4. Bi-directional LSTM network with CRF
  5. Bi-directional LSTM network with character embeddings
  6. Two Bi-directional LSTM network with ELMo embedding
  7. BERT model for Named entity recognition

Pre-trained models using libraries:

  1. Spacy
  2. Polyglot
  3. Stanford NER
  4. AllenNLP
  5. DeepPavlov

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