Named Entity Recognition

Data

Using dataset to train NER model, which label is BIO tags

Model

Bert + BILSTM + CRF

Tensorboard

• Loss
• F1 Score

Evaluation Metrics

According to the loss and f1 score on validation dataset, I choose the model of the epoch 16 to evaluate the test dataset and the result is following the down below :

• F1 Score : 0.724
• Precision : 0.73
• Recall : 0.718

Inference