Text Classification on Civil Comments (test)
89.67AccuracyConfidence
Evaluation results
| Method | Links | |
|---|---|---|
| ConfidenceAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 89.67 | |
| ParBaLS EPIGAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 89.57 | |
| GALAXYAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 89.55 | |
| GALAXYAL Setup=20 + 10 x 202025.10 | 89.32 | |
| ParBaLS-MAP EPIGAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 88.8 | |
| ParBaLS EPIGAL Setup=20 + 10 x 202025.10 | 87.51 | |
| ParBaLS EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 87.51 | |
| ConfidenceAL Setup=20 + 10 x 202025.10 | 87.28 | |
| ParBaLS-MAP EPIGAL Setup=20 + 10 x 202025.10 | 86.93 | |
| ParBaLS-MAP EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 86.93 | |
| EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 86.37 | |
| SoftRankEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 85.74 | |
| ParBaLS-MAP EPIGAL setup=100 + 10 x 102025.10 | 85.67 | |
| ParBaLS EPIGAL setup=100 + 10 x 102025.10 | 85.59 | |
| BADGEAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 85.04 | |
| SoftRankEPIGAL setup=100 + 10 x 102025.10 | 85.03 | |
| RandomAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 84.8 | |
| GLISTERAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 84.13 | |
| EPIGAL setup=100 + 10 x 102025.10 | 84.08 | |
| SoftmaxEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 83.95 | |
| BADGEAL Setup=20 + 10 x 202025.10 | 83.07 | |
| SoftmaxBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 83.03 | |
| SoftRankBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 82.89 | |
| RandomAL Setup=20 + 10 x 202025.10 | 82.63 | |
| BatchBALDAL setup=100 + 10 x 102025.10 | 82.63 | |
| SoftRankBALDAL setup=100 + 10 x 102025.10 | 82.56 | |
| PowerBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 82.4 | |
| SoftmaxEPIGAL setup=100 + 10 x 102025.10 | 81.63 | |
| SoftmaxBALDAL setup=100 + 10 x 102025.10 | 81.47 | |
| PowerBALDAL setup=100 + 10 x 102025.10 | 81.18 | |
| PowerEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 81.03 | |
| PowerEPIGAL setup=100 + 10 x 102025.10 | 80.35 | |
| BALDAL setup=100 + 10 x 102025.10 | 79.63 | |
| GLISTERAL Setup=20 + 10 x 202025.10 | 72.36 | |
| CoreSetAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 71.58 | |
| BALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 70.83 | |
| CoreSetAL Setup=20 + 10 x 202025.10 | 57.48 |