Text Classification on Yelp
94.21AccuracyGCP
Evaluation results
| Method | Links | |
|---|---|---|
| GCPannotation budget=20%2026.02 | 94.21 | |
| Regularized BNNorm Position=Post-Norm2022.10 | 93.6 | |
| Regularized BNNorm Position=Pre-Norm2022.10 | 93.5 | |
| LayerNormNorm Position=Post-Norm2022.10 | 93.3 | |
| BatchNormNorm Position=Post-Norm2022.10 | 93.3 | |
| LayerNormNorm Position=Pre-Norm2022.10 | 93.3 | |
| BatchNormNorm Position=Pre-Norm2022.10 | 93.3 | |
| CALannotation budget=20%2026.02 | 93.12 | |
| BADGEannotation budget=20%2026.02 | 92.62 | |
| Entropy Samplingannotation budget=20%2026.02 | 92.56 | |
| ALPSannotation budget=20%2026.02 | 92.48 | |
| Disagreement (Vote Entropy)annotation budget=20%2026.02 | 92.19 | |
| CoreSet (k-center)annotation budget=20%2026.02 | 92.03 | |
| Least Confidenceannotation budget=20%2026.02 | 91.84 | |
| Randomannotation budget=20%2026.02 | 89.19 | |
| RoBERTa_BASE + UniDropvariant=BASE, regularization=UniDrop2021.04 | 71.4 | |
| RoBERTa_BASEvariant=BASE2021.04 | 70.9 | |
| BERT_BASEvariant=BASE2021.04 | 69.94 | |
| DPCNN2021.04 | 69.42 | |
| VDCNN2021.04 | 64.72 | |
| Char-level CNN2021.04 | 62.05 |