News Classification on XGLUE-NC (test)
87.8Accuracy (Non-Fed)LoRA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LoRAParams (%)=0.055%2024.11 | 87.8 | 80.4 | 78.4 | 74.6 | |
| Full Fine-tuningParams (%)=100%2024.11 | 87.6 | 84.5 | 83.7 | 80.7 | |
| AdaMixParams (%)=0.277%2024.11 | 87.6 | 79.6 | 79.1 | 76.6 | |
| AdapterParams (%)=0.225%2024.11 | 87.5 | 78.6 | 75 | 74.3 | |
| C2AParams (%)=0.049%2024.11 | 87.4 | 82.8 | 82.2 | 80.2 | |
| CompacterParams (%)=0.021%2024.11 | 87.3 | 75.9 | 73.4 | 71 | |
| BitFitParams (%)=0.038%2024.11 | 87.3 | 78.4 | 76.8 | 72.1 | |
| Prompt-tuningParams (%)=0.017%2024.11 | 85.6 | 61.2 | 60.6 | 58 |