Text Classification on SST-5 40% instance-dependent noise (test)
51Peak AccuracyCleaR-BitFit
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CleaR-BitFittuning_mode=PEFT, robustness_framework=CleaR2024.10 | 51 | 46.5 | |
| CleaR-Adaptertuning_mode=PEFT, robustness_framework=CleaR2024.10 | 50.5 | 46.4 | |
| CleaR-Prompttuning_mode=PEFT, robustness_framework=CleaR2024.10 | 50.2 | 44.1 | |
| BitFittuning_mode=PEFT2024.10 | 50 | 45.4 | |
| CleaR-LoRAtuning_mode=PEFT, robustness_framework=CleaR2024.10 | 49.7 | 47.1 | |
| Prompttuning_mode=PEFT2024.10 | 49.5 | 46.2 | |
| LoRAtuning_mode=PEFT2024.10 | 49.1 | 46.9 | |
| Full Fine-tuningtuning_mode=full2024.10 | 49 | 43.9 | |
| Adaptertuning_mode=PEFT2024.10 | 48.8 | 44.1 |