Character-Based Parsing with Convolutional Neural Network

Zheng, Xiaoqing; Peng, Haoyuan; Chen, Yi; Zhang, Pengjing; Zhang, Wenqiang

Character-Based Parsing with Convolutional Neural Network

Xiaoqing Zheng, Haoyuan Peng, Yi Chen, Pengjing Zhang, Wenqiang Zhang

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Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence. Main Track. Pages 1054-1059.

Abstract

We describe a novel convolutional neural network architecture with k-max pooling layer that is able to successfully recover the structure of Chinese sentences. This network can capture active features for unseen segments of a sentence to measure how likely the segments are merged to be the constituents. Given an input sentence, after all the scores of possible segments are computed, an efficient dynamic programming parsing algorithm is used to find the globally optimal parse tree. A similar network is then applied to predict syntactic categories for every node in the parse tree. Our networks archived competitive performance to existing benchmark parsers on the CTB-5 dataset without any task-specific feature engineering.

Xiaoqing Zheng, Haoyuan Peng, Yi Chen, Pengjing Zhang, and Wenqiang Zhang. 2015. Character-Based Parsing with Convolutional Neural Network. In Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-15. IJCAI, 1054–1059. https://ijcai.org/proceedings/2015/153

@inproceedings{ijcai2015p153,
  title     = {Character-Based Parsing with Convolutional Neural Network},
  author    = {Zheng, Xiaoqing and Peng, Haoyuan and Chen, Yi and Zhang, Pengjing and Zhang, Wenqiang},
  booktitle = {Proceedings of the Twenty-Fourth International Joint Conference on
               Artificial Intelligence, {IJCAI-15}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {Qiang Yang and Michael Wooldridge},
  pages     = {1054--1059},
  year      = {2015},
  month     = {7},
  note      = {Main Track},
  url       = {https://ijcai.org/proceedings/2015/153},
}

TY  - CPAPER
TI  - Character-Based Parsing with Convolutional Neural Network
AU  - Zheng, Xiaoqing
AU  - Peng, Haoyuan
AU  - Chen, Yi
AU  - Zhang, Pengjing
AU  - Zhang, Wenqiang
T2  - Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI-15
PB  - International Joint Conferences on Artificial Intelligence
PY  - 2015
SP  - 1054
EP  - 1059
UR  - https://ijcai.org/proceedings/2015/153
ER  -