/CNN_BILSTM_CRF

BiLSTM-CNN-CRF Model For Named Entity Recognition

Primary LanguagePython

CNN_BILSTM_CRF - tensorflow

the program implement this paper: https://arxiv.org/pdf/1603.01354.pdf

the pretraining word embedding can download at https://nlp.stanford.edu/projects/glove/, the pretrainng embedding matrix is 100 dimension vectors in glove.6B.zip

the dataset is CoNLL2003 and the dataset path in this project is ./CoNLL2003

Prerequisites

python 3.5
tensorflow 0.12.1
gpu or cpu

Usage

To train a model 

$ python main.py --train True <br>

To test a model 

$ python main.py --train False <br>