Domain Adaptation on Medical, Legal, and Code
65.3Domain ScoreStandard LoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| Standard LoRABackbone=Mistral-7B-Instruct2026.04 | 65.3 | |
| SafeAnchorBackbone=Mistral-7B-Instruct2026.04 | 63.8 | |
| Safety InterleavingBackbone=Mistral-7B-Instruct2026.04 | 63.1 | |
| EWC + LoRABackbone=Mistral-7B-Instruct2026.04 | 62.1 | |
| SafeGrad + LoRABackbone=Mistral-7B-Instruct2026.04 | 61.7 | |
| Safe LoRABackbone=Mistral-7B-Instruct2026.04 | 60.4 | |
| Base (no adapt.)Backbone=Mistral-7B-Instruct2026.04 | 40.5 |