1. PunctuatorAn LSTM RNN for restoring missing punctuation in unsegmented text.
2. Punctuator2A bidirectional recurrent neural network model with attention mechanism for restoring missing punctuation in unsegmented text
3. beam searchBeam search for neural network sequence to sequence (encoder-decoder) models.