Text Classification on SST-5 60% instance-dependent noise (test)
46.5Peak AccuracyCleaR-LoRA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CleaR-LoRAtuning_mode=PEFT, robustness_framework=CleaR2024.10 | 46.5 | 44.8 | |
| CleaR-Adaptertuning_mode=PEFT, robustness_framework=CleaR2024.10 | 45.7 | 43.4 | |
| CleaR-BitFittuning_mode=PEFT, robustness_framework=CleaR2024.10 | 45.2 | 42.6 | |
| Full Fine-tuningtuning_mode=full2024.10 | 44.8 | 38.9 | |
| BitFittuning_mode=PEFT2024.10 | 44.8 | 41.6 | |
| CleaR-Prompttuning_mode=PEFT, robustness_framework=CleaR2024.10 | 44.8 | 43.2 | |
| Adaptertuning_mode=PEFT2024.10 | 44.2 | 39.7 | |
| LoRAtuning_mode=PEFT2024.10 | 44.2 | 39.8 | |
| Prompttuning_mode=PEFT2024.10 | 42.8 | 38.8 |