Question Classification on TREC50 (Empirical generalization error G(W))
1.36Generalization Error G(W)LoRA+
Evaluation results
| Method | Links | |
|---|---|---|
| LoRA+Model (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.36 | |
| AsymmModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.53 | |
| cLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.85 | |
| r-c3LAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.92 | |
| r-cLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.93 | |
| AsymModel=DeBERTa v3 Base2026.06 | 2.16 | |
| AsymmModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.16 | |
| c3LAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 2.22 | |
| RACModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 2.24 | |
| cLAModel=DeBERTa v3 Base2026.06 | 2.25 | |
| cLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.25 | |
| LoRAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 2.36 | |
| LoRA+Model=DeBERTa v3 Base2026.06 | 2.61 | |
| LoRA+Model (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.61 | |
| r-c3LAModel=DeBERTa v3 Base2026.06 | 2.63 | |
| r-c3LAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.63 | |
| RACModel=DeBERTa v3 Base2026.06 | 2.67 | |
| RACModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.67 | |
| LoRAModel=DeBERTa v3 Base2026.06 | 2.73 | |
| LoRAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.73 | |
| r-cLAModel=DeBERTa v3 Base2026.06 | 3.36 | |
| r-cLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 3.36 | |
| FFTModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 3.38 | |
| c3LAModel=DeBERTa v3 Base2026.06 | 3.7 | |
| c3LAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 3.7 | |
| CoLAModel=DeBERTa v3 Base2026.06 | 3.99 | |
| CoLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 3.99 | |
| FFTModel=DeBERTa v3 Base2026.06 | 4.56 | |
| FFTModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 4.56 | |
| CoLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 7.04 |