Question Classification on TREC50 (Normalized generalization error approximation)
0.1Normalized Generalization ErrorLoRA+
Evaluation results
| Method | Links | |
|---|---|---|
| LoRA+Backbone=DeBERTa v3 Base [23]2026.06 | 0.1 | |
| r-c3LABackbone=DeBERTa v3 Base [23]2026.06 | 0.1 | |
| CoLABackbone=DeBERTa v2 XXL [24]2026.06 | 0.3 | |
| LoRA+Backbone=DeBERTa v2 XXL [24]2026.06 | 0.58 | |
| AsymmBackbone=DeBERTa v2 XXL [24]2026.06 | 0.65 | |
| cLABackbone=DeBERTa v2 XXL [24]2026.06 | 0.78 | |
| AsymmBackbone=DeBERTa v3 Base [23]2026.06 | 0.79 | |
| r-c3LABackbone=DeBERTa v2 XXL [24]2026.06 | 0.81 | |
| r-cLABackbone=DeBERTa v2 XXL [24]2026.06 | 0.82 | |
| cLABackbone=DeBERTa v3 Base [23]2026.06 | 0.82 | |
| c3LABackbone=DeBERTa v2 XXL [24]2026.06 | 0.94 | |
| RACBackbone=DeBERTa v2 XXL [24]2026.06 | 0.95 | |
| RACBackbone=DeBERTa v3 Base [23]2026.06 | 0.98 | |
| LoRABackbone=DeBERTa v2 XXL [24]2026.06 | 1 | |
| LoRABackbone=DeBERTa v3 Base [23]2026.06 | 1 | |
| r-cLABackbone=DeBERTa v3 Base [23]2026.06 | 1.23 | |
| c3LABackbone=DeBERTa v3 Base [23]2026.06 | 1.36 | |
| FFTBackbone=DeBERTa v2 XXL [24]2026.06 | 1.43 | |
| CoLABackbone=DeBERTa v3 Base [23]2026.06 | 1.46 | |
| FFTBackbone=DeBERTa v3 Base [23]2026.06 | 1.67 |