Active Learning on AG News (test)
88AccuracyParBaLS EPIG
Evaluation Results
| Method | Links | |
|---|---|---|
| ParBaLS EPIGBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 88 | |
| SoftRankEPIGBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 87.57 | |
| EPIGBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 87.54 | |
| ParBaLS-MAP EPIGBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 87.47 | |
| SoftmaxBALDBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 85.29 | |
| PowerBALDBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 85.17 | |
| SoftmaxEPIGBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 84.81 | |
| PowerEPIGBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 84.51 | |
| SoftRankBALDBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 84.47 | |
| BALDBudget=100+10x20, Encoder=bert_base_uncased, PCA Dimensions=2102025.10 | 80.19 |