convolution neural networks for sentence model (reading list)


  • [convnet for sentences, dynamic, k-max pooling, stacked ] Nal Kalchbrenner, Edward Grefenstette and Phil Blunsom. "A Convolutional Neural Network for Modelling Sentences" pdf ACL 2014.

  • [convnet for sentences] Kim, Yoon. "Convolutional Neural Networks for Sentence Classification. “ arxiv : 2014. [code -theano ,code - keras]

  • [sentence matching, ARC-I, ARC-II] Baotian Hu, Zhengdong Lu, Hang Li, etc. “Convolutional Neural Network Architectures for Matching Natural Language Sentences.” pdf NIPS 2014

  • [Relation Classification, word feature, Position feature ] Daojian Zeng, Kang Liu, Siwei Lai, Guangyou Zhou and Jun Zhao "Relation Classification via Convolutional Deep Neural Network" pdf COLING 2014

  • [Text categorization, Word Order,seq-CNN for text, bow-CNN for text, parallel CNN ] Rie Johnson, Tong Zhang . "Effective Use ofWord Order for Text Categorization with Convolutional Neural Networks" arXiv 2014

  • [] Rie Johnson, Tong Zhang "Semi-supervised Convolutional Neural Networks for Text Categorization via Region Embedding" pdf NIPS 2015

  • [Tree CNN ] Phong Le and Willem Zuidema. "The Forest Convolutional Network: Compositional Distributional Semantics with a Neural Chart and without Binarization" pdf EMNLP 2015

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