Federated Learning on NC (test)
85.8Test AccuracyFull Fine-tuning
Evaluation Results
| Method | Links | |
|---|---|---|
| Full Fine-tuningParams (%)=100%, Backbone=XLM-RoBERTa (278M)2024.11 | 85.8 | |
| C2AParams (%)=0.028%, Backbone=XLM-RoBERTa (278M)2024.11 | 84.6 | |
| AdapterParams (%)=0.217%, Backbone=XLM-RoBERTa (278M)2024.11 | 81.5 | |
| LoRAParams (%)=0.106%, Backbone=XLM-RoBERTa (278M)2024.11 | 80.7 | |
| BitFitParams (%)=0.037%, Backbone=XLM-RoBERTa (278M)2024.11 | 79.7 | |
| AdaMixParams (%)=0.165%, Backbone=XLM-RoBERTa (278M)2024.11 | 79.1 | |
| CompacterParams (%)=0.021%, Backbone=XLM-RoBERTa (278M)2024.11 | 77.7 | |
| Prompt-tuningParams (%)=0.008%, Backbone=XLM-RoBERTa (278M)2024.11 | 65.8 |