Text Classification on Yelp Review Full (YRF)
70AccuracyULMFIT
Evaluation Results
| Method | Links | |
|---|---|---|
| ULMFIT2019.09 | 70 | |
| DPCNN2019.09 | 69.4 | |
| DRNN2019.09 | 69.1 | |
| ULMFiT (Small data)Training data percentage=20%2019.09 | 67.6 | |
| ULMFIT (Tiny data)Training data percentage=8%2019.09 | 66.3 | |
| DC+MFA2019.09 | 66 | |
| WC-Reg2019.09 | 64.9 | |
| VDCNN2019.09 | 64.7 | |
| Sinkhorn teacher (S = 10)Sequence length=128, Sinkhorn teacher iterations (S)=102026.05 | 54.54 | |
| ASAP-LSSequence length=128, Sinkhorn teacher iterations (S)=10, Number of unlabeled training examples for compilation=40962026.05 | 54.51 | |
| ASAP-KLSequence length=128, Sinkhorn teacher iterations (S)=10, Number of unlabeled training examples for compilation=40962026.05 | 54.46 | |
| TransformerSequence length=1282026.05 | 54.4 | |
| DiffTransformerSequence length=1282026.05 | 54.3 | |
| ASAP-LS-0Sequence length=128, Sinkhorn teacher iterations (S)=10, Number of unlabeled training examples for compilation=40962026.05 | 53.87 | |
| ASAP-KL-0Sequence length=128, Sinkhorn teacher iterations (S)=10, Number of unlabeled training examples for compilation=40962026.05 | 53.83 | |
| ESPFormerSequence length=1282026.05 | 49.49 |