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ResearchFormerly WizWand

Sentiment Classification on Yelp 2014

69.2AccuracyCHIM
60.46462.7326567.268Aug 26, 2019
Updated 8mo ago

Evaluation results

MethodLinks
CHIMBase Model=BiLSTM, Injection=embedding2019.0869.20.629
CHIMBase Model=BiLSTM, Injection=classifier2019.0868.90.622
CHIMBase Model=BiLSTM, Injection=attention2019.0868.50.634
CHIMBase Model=BiLSTM, Injection=encoder2019.0868.40.631
DUPMNBase Model=HierLSTM, Injection=memory networks2019.0867.60.639
CMABase Model=LSTM+HierAtt, Injection=attention, separate bias-attention for user and product=true2019.0867.60.637
PMABase Model=HierLSTM, Injection=attention, uses additional external features=true2019.0867.50.641
NSCBase Model=HierLSTM, Injection=attention2019.0866.70.654
UPDMNBase Model=LSTM, Injection=memory networks2019.0861.30.72
UPNNBase Model=CNN, Injection=embedding, classifier2019.0860.80.764