Disconnected Recurrent Neural Networks for Text Categorization

ACL 2018 Baoxin Wang

Recurrent neural network (RNN) has achieved remarkable performance in text categorization. RNN can model the entire sequence and capture long-term dependencies, but it does not do well in extracting key patterns... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Text Classification AG News DRNN Error 5.53 # 4
Sentiment Analysis Amazon Review Full DRNN Accuracy 64.43 # 3
Sentiment Analysis Amazon Review Polarity DRNN Accuracy 96.49 # 4
Text Classification DBpedia DRNN Error 0.81 # 5
Text Classification Yahoo! Answers DRNN Accuracy 76.26 # 1
Sentiment Analysis Yelp Binary classification DRNN Error 2.73 # 5
Sentiment Analysis Yelp Fine-grained classification DRNN Error 30.85 # 4