Logical Reasoning on FOLIO (Empirical Generalization Error G(W))
1.05G(W) Errorr-cLA
Evaluation Results
| Method | Links | |
|---|---|---|
| r-cLAModel=TinyLlama2026.06 | 1.05 | |
| r-cLAModel (Backbone)=TinyLlama [71]2026.06 | 1.05 | |
| AsymModel=TinyLlama2026.06 | 1.75 | |
| AsymmModel (Backbone)=TinyLlama [71]2026.06 | 1.75 | |
| FFTModel=TinyLlama2026.06 | 1.82 | |
| FFTModel (Backbone)=TinyLlama [71]2026.06 | 1.82 | |
| c3LAModel=TinyLlama2026.06 | 1.91 | |
| c3LAModel (Backbone)=TinyLlama [71]2026.06 | 1.91 | |
| RACModel=TinyLlama2026.06 | 1.93 | |
| RACModel (Backbone)=TinyLlama [71]2026.06 | 1.93 | |
| CoLAModel=TinyLlama2026.06 | 2.17 | |
| CoLAModel (Backbone)=TinyLlama [71]2026.06 | 2.17 | |
| cLAModel=TinyLlama2026.06 | 2.35 | |
| cLAModel (Backbone)=TinyLlama [71]2026.06 | 2.35 | |
| LoRAModel=TinyLlama2026.06 | 2.37 | |
| LoRAModel (Backbone)=TinyLlama [71]2026.06 | 2.37 | |
| r-c3LAModel=TinyLlama2026.06 | 2.49 | |
| r-c3LAModel (Backbone)=TinyLlama [71]2026.06 | 2.49 | |
| LoRA+Model=TinyLlama2026.06 | 5.11 | |
| LoRA+Model (Backbone)=TinyLlama [71]2026.06 | 5.11 |