A C-LSTM Neural Network for Text Classification

Chunting Zhou

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Chonglin Sun

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Zhiyuan Liu (刘知远)

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Francis C. M. Lau

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

Cited by: 593|Views62

Keywords:

c lstmrecursive autoencoderstochastic gradient descentsentiment classificationStanford Sentiment TreebankMore(10+)

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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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