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Neural Speech Recognizer: Acoustic-to-Word LSTM Model for Large Vocabulary Speech Recognition

Neural Speech Recognizer: Acoustic-to-Word LSTM Model for Large Vocabulary Speech Recognition

We present results that show it is possible to build a competitive, greatly simplified, large vocabulary continuous speech recognition system with whole words as acoustic units.We model the output vocabulary of about 100,000 words directly using deep bi-directional LSTM RNNs with CTC loss.The model is trained on 125,000 hours of …