This repository implements Named Entity Recognition using BERT as a feature extractor combined with bidirectional LSTM and attention mechanisms, topped with a CRF layer for sequence labeling. It loads pre-trained TensorFlow BERT checkpoints and supports joint models for multilingual NER tasks. The system provides data loading, model training, and prediction pipelines tailored for NER applications.