Language Modeling with Highway LSTM

19 Sep 2017Gakuto KurataBhuvana RamabhadranGeorge SaonAbhinav Sethy

Language models (LMs) based on Long Short Term Memory (LSTM) have shown good gains in many automatic speech recognition tasks. In this paper, we extend an LSTM by adding highway networks inside an LSTM and use the resulting Highway LSTM (HW-LSTM) model for language modeling... (read more)

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