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A Long Short-Term Memory(LSTM) Recurrent Neural Network (RNN)has driven tremendous improvements on anacoustic model based on Gaussian MixtureModel (GMM). However, these models basedon a hybrid method require a forced alignedHidden Markov Model (HMM) state