Deep Pyramid Convolutional Neural Networks for Text Categorization

@inproceedings{Johnson2017DeepPC,
  title={Deep Pyramid Convolutional Neural Networks for Text Categorization},
  author={R. Johnson and Tong Zhang},
  booktitle={ACL},
  year={2017}
}
This paper proposes a low-complexity word-level deep convolutional neural network (CNN) architecture for text categorization that can efficiently represent longrange associations in text. [...] Key Result The proposed model with 15 weight layers outperforms the previous best models on six benchmark datasets for sentiment classification and topic categorization.Expand
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