Deductive Reasoning on FOLIO
0.22Normalized Generalization Error ApproximationLoRA+
Evaluation results
| Method | Links | |
|---|---|---|
| LoRA+Backbone=TinyLlama [71]2026.06 | 0.22 | |
| r-cLABackbone=TinyLlama [71]2026.06 | 0.44 | |
| AsymmBackbone=TinyLlama [71]2026.06 | 0.74 | |
| FFTBackbone=TinyLlama [71]2026.06 | 0.77 | |
| RACBackbone=TinyLlama [71]2026.06 | 0.81 | |
| c3LABackbone=TinyLlama [71]2026.06 | 0.81 | |
| CoLABackbone=TinyLlama [71]2026.06 | 0.92 | |
| cLABackbone=TinyLlama [71]2026.06 | 0.99 | |
| LoRABackbone=TinyLlama [71]2026.06 | 1 | |
| r-c3LABackbone=TinyLlama [71]2026.06 | 1.05 |