Effective Use of Word Order for Text Categorization with Convolutional Neural Networks

HLT 2015 Rie JohnsonTong Zhang

Convolutional neural network (CNN) is a neural network that can make use of the internal structure of data such as the 2D structure of image data. This paper studies CNN on text categorization to exploit the 1D structure (namely, word order) of text data for accurate prediction... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Sentiment Analysis IMDb seq2-bown-CNN Accuracy 92.33 # 9