Paraphrase Detection on MRPC (Empirical Generalization Error G(W))
0.1Empirical Error G(W)c3LA
Evaluation Results
| Method | Links | |
|---|---|---|
| c3LABackbone=DeBERTa v3 Base [23]2026.06 | 0.1 | |
| LoRA+Backbone=DeBERTa v3 Base [23]2026.06 | 0.17 | |
| AsymmBackbone=RoBERTa-Base [42]2026.06 | 0.27 | |
| CoLABackbone=DeBERTa v3 Base [23]2026.06 | 0.29 | |
| cLABackbone=DeBERTa v3 Base [23]2026.06 | 0.29 | |
| r-c3LABackbone=DeBERTa v3 Base [23]2026.06 | 0.29 | |
| CoLABackbone=RoBERTa-Base [42]2026.06 | 0.34 | |
| RACBackbone=RoBERTa-Base [42]2026.06 | 0.37 | |
| r-c3LABackbone=RoBERTa-Base [42]2026.06 | 0.53 | |
| r-cLABackbone=RoBERTa-Base [42]2026.06 | 0.56 | |
| LoRA+Backbone=RoBERTa-Large [42]2026.06 | 0.57 | |
| RACBackbone=RoBERTa-Large [42]2026.06 | 0.58 | |
| AsymmBackbone=RoBERTa-Large [42]2026.06 | 0.6 | |
| c3LABackbone=RoBERTa-Base [42]2026.06 | 0.63 | |
| cLABackbone=RoBERTa-Base [42]2026.06 | 0.73 | |
| AsymmBackbone=DeBERTa v3 Base [23]2026.06 | 0.82 | |
| r-c3LABackbone=RoBERTa-Large [42]2026.06 | 0.83 | |
| LoRA+Backbone=RoBERTa-Base [42]2026.06 | 0.89 | |
| CoLABackbone=DeBERTa v2 XXL [24]2026.06 | 0.95 | |
| LoRABackbone=DeBERTa v2 XXL [24]2026.06 | 1 | |
| LoRABackbone=DeBERTa v3 Base [23]2026.06 | 1 | |
| LoRABackbone=RoBERTa-Base [42]2026.06 | 1 | |
| LoRABackbone=RoBERTa-Large [42]2026.06 | 1 | |
| CoLABackbone=RoBERTa-Large [42]2026.06 | 1.02 | |
| FFTModel=DeBERTa v3 Base2026.06 | 1.06 | |
| FFTModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 1.06 | |
| c3LAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.1 | |
| RACBackbone=DeBERTa v3 Base [23]2026.06 | 1.11 | |
| r-cLABackbone=RoBERTa-Large [42]2026.06 | 1.14 | |
| r-cLAModel=DeBERTa v3 Base2026.06 | 1.16 | |
| r-cLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 1.16 | |
| RACBackbone=DeBERTa v2 XXL [24]2026.06 | 1.16 | |
| AsymmBackbone=DeBERTa v2 XXL [24]2026.06 | 1.17 | |
| FFTBackbone=DeBERTa v2 XXL [24]2026.06 | 1.18 | |
| FFTBackbone=DeBERTa v3 Base [23]2026.06 | 1.19 | |
| c3LABackbone=RoBERTa-Large [42]2026.06 | 1.2 | |
| r-c3LAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 1.22 | |
| r-cLABackbone=DeBERTa v3 Base [23]2026.06 | 1.3 | |
| LoRA+Backbone=DeBERTa v2 XXL [24]2026.06 | 1.32 | |
| cLABackbone=DeBERTa v2 XXL [24]2026.06 | 1.35 | |
| r-cLABackbone=DeBERTa v2 XXL [24]2026.06 | 1.37 | |
| cLABackbone=RoBERTa-Large [42]2026.06 | 1.41 | |
| LoRA+Model=DeBERTa v3 Base2026.06 | 1.52 | |
| LoRA+Model (Backbone)=DeBERTa v3 Base [23]2026.06 | 1.52 | |
| FFTBackbone=RoBERTa-Large [42]2026.06 | 1.57 | |
| FFTBackbone=RoBERTa-Base [42]2026.06 | 1.58 | |
| c3LABackbone=DeBERTa v2 XXL [24]2026.06 | 1.6 | |
| AsymmModel (Backbone)=RoBERTa-Base [42]2026.06 | 1.64 | |
| r-c3LABackbone=DeBERTa v2 XXL [24]2026.06 | 1.77 | |
| CoLAModel (Backbone)=RoBERTa-Base [42]2026.06 | 2.05 | |
| RACModel (Backbone)=RoBERTa-Base [42]2026.06 | 2.2 | |
| r-c3LAModel=DeBERTa v3 Base2026.06 | 2.57 | |
| r-c3LAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.57 | |
| cLAModel=DeBERTa v3 Base2026.06 | 2.58 | |
| cLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.58 | |
| CoLAModel=DeBERTa v3 Base2026.06 | 2.59 | |
| CoLAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 2.59 | |
| LoRA+Model (Backbone)=RoBERTa-Large [42]2026.06 | 2.64 | |
| RACModel (Backbone)=RoBERTa-Large [42]2026.06 | 2.68 | |
| AsymmModel (Backbone)=RoBERTa-Large [42]2026.06 | 2.77 | |
| r-c3LAModel (Backbone)=RoBERTa-Base [42]2026.06 | 3.21 | |
| r-cLAModel (Backbone)=RoBERTa-Base [42]2026.06 | 3.35 | |
| c3LAModel (Backbone)=RoBERTa-Base [42]2026.06 | 3.78 | |
| r-c3LAModel (Backbone)=RoBERTa-Large [42]2026.06 | 3.84 | |
| cLAModel (Backbone)=RoBERTa-Base [42]2026.06 | 4.37 | |
| LoRAModel (Backbone)=RoBERTa-Large [42]2026.06 | 4.64 | |
| CoLAModel (Backbone)=RoBERTa-Large [42]2026.06 | 4.71 | |
| r-cLAModel (Backbone)=RoBERTa-Large [42]2026.06 | 5.27 | |
| LoRA+Model (Backbone)=RoBERTa-Base [42]2026.06 | 5.33 | |
| c3LAModel (Backbone)=RoBERTa-Large [42]2026.06 | 5.57 | |
| LoRAModel (Backbone)=RoBERTa-Base [42]2026.06 | 6.01 | |
| CoLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 6.53 | |
| cLAModel (Backbone)=RoBERTa-Large [42]2026.06 | 6.54 | |
| LoRAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 6.89 | |
| AsymModel=DeBERTa v3 Base2026.06 | 7.28 | |
| AsymmModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 7.28 | |
| FFTModel (Backbone)=RoBERTa-Large [42]2026.06 | 7.29 | |
| RACModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 8.02 | |
| AsymmModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 8.09 | |
| FFTModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 8.15 | |
| c3LAModel=DeBERTa v3 Base2026.06 | 8.52 | |
| c3LAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 8.52 | |
| LoRAModel=DeBERTa v3 Base2026.06 | 8.9 | |
| LoRAModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 8.9 | |
| LoRA+Model (Backbone)=DeBERTa v2 XXL [24]2026.06 | 9.08 | |
| cLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 9.31 | |
| r-cLAModel (Backbone)=DeBERTa v2 XXL [24]2026.06 | 9.47 | |
| FFTModel (Backbone)=RoBERTa-Base [42]2026.06 | 9.48 | |
| RACModel=DeBERTa v3 Base2026.06 | 9.86 | |
| RACModel (Backbone)=DeBERTa v3 Base [23]2026.06 | 9.86 |