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text_gcn

The implementation of Text GCN in our paper:

Liang Yao, Chengsheng Mao, Yuan Luo. "Graph Convolutional Networks for Text Classification." In 33rd AAAI Conference on Artificial Intelligence (AAAI-19), 7370-7377

Require

Python3.6

Tensorflow >= 1.14.0, <1.15

Download data data_merger then rename to my_custom_data

Train custom data

  1. Run python build_graph.py my_custom_data

  2. Run python train.py my_custom_data

Inductive version

An inductive version of Text GCN is fast_text_gcn, where test documents are not included in training process.

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Graph Convolutional Networks for Text Classification. AAAI 2019

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