Logical Reasoning on LogiQA (Normalized generalization error approximation)
1Normalized Generalization Error ApproximationLoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| LoRABackbone=TinyLlama [71]2026.06 | 1 | |
| AsymmBackbone=TinyLlama [71]2026.06 | 1.9 | |
| r-c3LABackbone=TinyLlama [71]2026.06 | 10.21 | |
| r-cLABackbone=TinyLlama [71]2026.06 | 10.85 | |
| cLABackbone=TinyLlama [71]2026.06 | 14.05 | |
| c3LABackbone=TinyLlama [71]2026.06 | 17.97 | |
| CoLABackbone=TinyLlama [71]2026.06 | 23.69 | |
| RACBackbone=TinyLlama [71]2026.06 | 28.59 | |
| LoRA+Backbone=TinyLlama [71]2026.06 | 38.73 | |
| FFTBackbone=TinyLlama [71]2026.06 | 58.99 |