Compositional coding capsule network with k-means routing for text classification

22 Oct 2018Hao RenHong Lu

Text classification is a challenging problem which aims to identify the category of texts. Recently, Capsule Networks (CapsNets) are proposed for image classification... (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 CCCapsNet Error 7.61 # 13
Sentiment Analysis Amazon Review Full CCCapsNet Accuracy 60.95 # 7
Sentiment Analysis Amazon Review Polarity CCCapsNet Accuracy 94.96 # 7
Text Classification DBpedia CCCapsNet Error 1.28 # 13
Text Classification Sogou News CCCapsNet Accuracy 97.25 # 1
Text Classification Yahoo! Answers CCCapsNet Accuracy 73.85 # 4
Sentiment Analysis Yelp Binary classification CCCapsNet Error 3.52 # 8
Sentiment Analysis Yelp Fine-grained classification CCCapsNet Error 34.15 # 8