Paraphrase Identification on PAWS (Generalization Error Approximation)
0.37G(W) Error ApproximationCoLA
Evaluation results
| Method | Links | |
|---|---|---|
| CoLABackbone=DeBERTa v3 Base [23]2026.06 | 0.37 | |
| FFTBackbone=DeBERTa v3 Base [23]2026.06 | 0.41 | |
| LoRA+Backbone=DeBERTa v3 Base [23]2026.06 | 0.86 | |
| c3LABackbone=DeBERTa v3 Base [23]2026.06 | 0.9 | |
| r-c3LABackbone=DeBERTa v3 Base [23]2026.06 | 0.91 | |
| AsymmBackbone=DeBERTa v3 Base [23]2026.06 | 0.98 | |
| r-cLABackbone=DeBERTa v2 XXL [24]2026.06 | 0.99 | |
| LoRABackbone=DeBERTa v2 XXL [24]2026.06 | 1 | |
| LoRABackbone=DeBERTa v3 Base [23]2026.06 | 1 | |
| r-cLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 1.01 | |
| cLABackbone=DeBERTa v3 Base [23]2026.06 | 1.15 | |
| RACBackbone=DeBERTa v3 Base [23]2026.06 | 1.27 | |
| r-cLABackbone=DeBERTa v3 Base [23]2026.06 | 1.57 | |
| AsymmBackbone=DeBERTa v2 XXL [24]2026.06 | 1.64 | |
| CoLABackbone=DeBERTa v2 XXL [24]2026.06 | 1.82 | |
| r-cLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.98 | |
| RACBackbone=DeBERTa v2 XXL [24]2026.06 | 1.98 | |
| LoRAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.99 | |
| CoLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.4 | |
| c3LABackbone=DeBERTa v2 XXL [24]2026.06 | 2.57 | |
| FFTModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.62 | |
| LoRA+Backbone=DeBERTa v2 XXL [24]2026.06 | 2.72 | |
| FFTBackbone=DeBERTa v2 XXL [24]2026.06 | 3.05 | |
| AsymmModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 3.26 | |
| cLABackbone=DeBERTa v2 XXL [24]2026.06 | 3.36 | |
| r-c3LABackbone=DeBERTa v2 XXL [24]2026.06 | 3.51 | |
| CoLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 3.63 | |
| RACModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 3.95 | |
| c3LAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 5.11 | |
| LoRA+Model (Backbone)=DeBERTa v2 XXL [24]2026.06 | 5.41 | |
| LoRA+Model (Backbone)=DeBERTa v3 Base [23]2026.06 | 5.55 | |
| c3LAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 5.77 | |
| r-c3LAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 5.82 | |
| FFTModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 6.07 | |
| AsymmModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 6.27 | |
| LoRAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 6.43 | |
| cLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 6.68 | |
| r-c3LAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 6.99 | |
| cLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 7.39 | |
| RACModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 8.17 |