Mislabeled Data Detection on GLUE
85MRPC ScorePCA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCALoRA Rank=82025.09 | 85 | 84.1 | 83.2 | 82.7 | |
| GaussianLoRA Rank=82025.09 | 84.4 | 83.3 | 82.1 | 82.8 | |
| DropoutLoRA Rank=82025.09 | 84.2 | 83.6 | 82.5 | 83.8 | |
| PCALoRA Rank=22025.09 | 83.3 | 79.2 | 80.3 | 93.2 | |
| OrigLoRA Rank=22025.09 | 83.2 | 79.4 | 80.7 | 80.2 | |
| DropoutLoRA Rank=22025.09 | 82.5 | 79.1 | 79.1 | 93.5 | |
| GaussianLoRA Rank=22025.09 | 82.3 | 78.6 | 79.3 | 93.3 | |
| DataInfLoRA Rank=82025.09 | 79.4 | 79.3 | 78.5 | 82.1 | |
| DataInfLoRA Rank=22025.09 | 78.9 | 75.3 | 72.3 | 93.4 | |
| Hessian-freeLoRA Rank=82025.09 | 69.1 | 69.7 | 62.7 | 61 | |
| Hessian-freeLoRA Rank=22025.09 | 68.7 | 63.9 | 66.6 | 81.4 | |
| LiSSALoRA Rank=22025.09 | 66.5 | 49.8 | 57.8 | 50.9 | |
| LiSSALoRA Rank=82025.09 | 61.7 | 50 | 60.9 | 47.8 |