IMDb
Accuracy
BERT Finetune + UDA
Text Classification
95.8
Yelp-2
Accuracy
BERT Finetune + UDA
Text Classification
97.95
Yelp-5
Accuracy
BERT Finetune + UDA
Text Classification
67.92
Amazon-2
Error
BERT Finetune + UDA
Text Classification
3.5
Amazon-5
Error
BERT Finetune + UDA
Text Classification
37.12
CIFAR-10, 4000 Labels
Accuracy
UDA
Semi-Supervised Image Classification
94.73
SVHN, 1000 labels
Accuracy
UDA
Semi-Supervised Image Classification
97.54
ImageNet - 10% labeled data
Top 5 Accuracy
UDA
Semi-Supervised Image Classification
88.52
ImageNet
Top 1 Accuracy
ResNet-50 (UDA)
Image Classification
79.04