Synthesis Materials Recognizer (SMR) v3.3 for Materials Entity Recognition (MER)

Minor fix for version compatibility

Synthesis Materials Recognizer (SMR) v3.0 for Materials Entity Recognition (MER)

BERT and MatBERT models are used. v3.0 is more accurate than v2.0, though also slower due to the larger model size. However, it is easy to accelerate via multi-processing.

Synthesis Materials Recognizer (SMR) v2.1 for Materials Entity Recognition (MER)

There might be some warnings if using the latest tf version, which is newer than the lowest verion in requirement.txt. That's OK and the results are not affected.

Synthesis Materials Recognizer (SMR) v2.0 for Materials Entity Recognition (MER)

Model rewritten with TensorFlow.

Synthesis Materials Recognizer (SMR) v1 for Materials Entity Recognition (MER)

The v1 model is written with Theano because it was developed in an early time. Since TensorFlow and Torch are the main-stream ML framework nowadays, the model will be rewritten in TensorFlow in v2.