Linguistic Acceptability on CoLA (Generalization Error Approximation)
0.25Generalization Error Approximation (G(W))RAC
Evaluation results
| Method | Links | |
|---|---|---|
| RACBackbone=RoBERTa-Base [42]2026.06 | 0.25 | |
| AsymmBackbone=RoBERTa-Base [42]2026.06 | 0.29 | |
| RACBackbone=RoBERTa-Large [42]2026.06 | 0.41 | |
| CoLABackbone=RoBERTa-Base [42]2026.06 | 0.52 | |
| r-c3LABackbone=RoBERTa-Base [42]2026.06 | 0.52 | |
| LoRA+Backbone=RoBERTa-Large [42]2026.06 | 0.54 | |
| AsymmBackbone=RoBERTa-Large [42]2026.06 | 0.56 | |
| c3LABackbone=RoBERTa-Base [42]2026.06 | 0.57 | |
| r-cLABackbone=RoBERTa-Base [42]2026.06 | 0.57 | |
| cLABackbone=RoBERTa-Base [42]2026.06 | 0.61 | |
| r-c3LABackbone=RoBERTa-Large [42]2026.06 | 0.95 | |
| CoLABackbone=RoBERTa-Large [42]2026.06 | 0.98 | |
| LoRABackbone=RoBERTa-Base [42]2026.06 | 1 | |
| LoRABackbone=RoBERTa-Large [42]2026.06 | 1 | |
| LoRA+Backbone=RoBERTa-Base [42]2026.06 | 1.05 | |
| c3LABackbone=RoBERTa-Large [42]2026.06 | 1.07 | |
| cLABackbone=RoBERTa-Large [42]2026.06 | 1.17 | |
| FFTModel (Backbone)=RoBERTa-Base [42]2026.06 | 1.39 | |
| r-cLABackbone=RoBERTa-Large [42]2026.06 | 1.44 | |
| RACModel (Backbone)=RoBERTa-Large [42]2026.06 | 1.75 | |
| FFTBackbone=RoBERTa-Base [42]2026.06 | 1.8 | |
| FFTBackbone=RoBERTa-Large [42]2026.06 | 1.9 | |
| RACModel (Backbone)=RoBERTa-Base [42]2026.06 | 1.96 | |
| AsymmModel (Backbone)=RoBERTa-Base [42]2026.06 | 2.22 | |
| LoRA+Model (Backbone)=RoBERTa-Large [42]2026.06 | 2.28 | |
| AsymmModel (Backbone)=RoBERTa-Large [42]2026.06 | 2.36 | |
| r-c3LAModel (Backbone)=RoBERTa-Base [42]2026.06 | 4.01 | |
| CoLAModel (Backbone)=RoBERTa-Base [42]2026.06 | 4.04 | |
| r-c3LAModel (Backbone)=RoBERTa-Large [42]2026.06 | 4.05 | |
| CoLAModel (Backbone)=RoBERTa-Large [42]2026.06 | 4.18 | |
| LoRAModel (Backbone)=RoBERTa-Large [42]2026.06 | 4.25 | |
| r-cLAModel (Backbone)=RoBERTa-Base [42]2026.06 | 4.38 | |
| c3LAModel (Backbone)=RoBERTa-Base [42]2026.06 | 4.43 | |
| c3LAModel (Backbone)=RoBERTa-Large [42]2026.06 | 4.56 | |
| cLAModel (Backbone)=RoBERTa-Base [42]2026.06 | 4.7 | |
| cLAModel (Backbone)=RoBERTa-Large [42]2026.06 | 4.96 | |
| r-cLAModel (Backbone)=RoBERTa-Large [42]2026.06 | 6.14 | |
| LoRAModel (Backbone)=RoBERTa-Base [42]2026.06 | 7.74 | |
| FFTModel (Backbone)=RoBERTa-Large [42]2026.06 | 8.06 | |
| LoRA+Model (Backbone)=RoBERTa-Base [42]2026.06 | 8.1 |