Natural Language Inference on MNLI (m/mm Accuracy)
79.15MNLI (m) AccuracyAS-LoRA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AS-LoRADP Budget (epsilon)=3, Time (s)=0.03 (1×)2026.05 | 79.15 | 80.03 | |
| FedSVD(1)DP Budget (epsilon)=3, Time (s)=5.44 (181×)2026.05 | 78.49 | 79.75 | |
| FedSVD(10)DP Budget (epsilon)=3, Time (s)=1.00 (33×)2026.05 | 78.16 | 79.43 | |
| FedSVD(5)DP Budget (epsilon)=3, Time (s)=1.80 (60×)2026.05 | 77.06 | 79.07 | |
| FedSVD(5)DP Budget (epsilon)=1, Time (s)=1.80 (60×)2026.05 | 76.97 | 78.16 | |
| AS-LoRADP Budget (epsilon)=1, Time (s)=0.03 (1×)2026.05 | 76.71 | 77.54 | |
| FedSVD(1)DP Budget (epsilon)=1, Time (s)=5.44 (181×)2026.05 | 76.62 | 77.79 | |
| FedSVD(10)DP Budget (epsilon)=1, Time (s)=1.00 (33×)2026.05 | 74.24 | 75.69 |