A C-LSTM Neural Network for Text Classification

arXiv: Computation and Language, Volume abs/1511.08630, 2015.

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We show that the combination of convolutional neural network and long short-term memory recurrent neural network outperforms individual multi-layer convolutional neural network models and recurrent neural network models, which indicates that long short-term memory recurrent neura...

Abstract:

Neural network models have been demonstrated to be capable of achieving remarkable performance in sentence and document modeling. Convolutional neural network (CNN) and recurrent neural network (RNN) are two mainstream architectures for such modeling tasks, which adopt totally different ways of understanding natural languages. In this wor...More

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