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Sentiment Classification on IMDB-review heteroskedastic simulated 5%/40% noise (val)

94.3Accuracy (Negative Class)Unif-reg
91.38892.14492.993.656Jun 29, 2020

Evaluation results

MethodLinks
Unif-regReg Strength=λ = 0.01, Backbone=2-layer bidirectional LSTM2020.0694.351.973.1
HARReg Strength=Adaptive, Backbone=2-layer bidirectional LSTM, max enforced regularization strength=0.12020.0693.172.883
ERMReg Strength=0, Backbone=2-layer bidirectional LSTM2020.0691.950.971.4
Unif-regReg Strength=λ = 0.1, Backbone=2-layer bidirectional LSTM2020.0691.564.377.9