Attention is not Explanation -- Results
Dataset:
SST
IMDB
20 NewsGroup
Adverse Drug Reaction (Twitter)
AG News
MIMICIII - Diabetes
MIMICIII - Anemia
SNLI
CNN
Babi 1
Babi 2
Babi 3
Readmission
Mortality 30 day
Phenotyping
Hip Surgery Complications
Knee Surgery Complications
Experiment:
Gradients (Kendall Tau)
Leave One Out (Kendall Tau)
Correlations (Kendall Tau)
Permutation Scatterplots
Adversarial Histogram
Adversarial Scatterplots
Submit
Average + Tanh Attention
CNN + Tanh Attention
LSTM + Tanh Attention
Average + Dot Attention
CNN + Dot Attention
LSTM + Dot Attention