Mathematical Reasoning on GSM8K (Acc, SR, JB, HB)
81.65AccuracySFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SFTBackbone=Qwen2.5-7B-Instruct, Harmful data proportion (P)=10.0%2026.03 | 81.65 | 71.25 | 52.5 | 94.5 | |
| PACTBackbone=Qwen2.5-7B-Instruct, Harmful data proportion (P)=10.0%2026.03 | 80.89 | 9.27 | 11 | 29.5 | |
| AsFTBackbone=Qwen2.5-7B-Instruct, Harmful data proportion (P)=10.0%2026.03 | 80.5 | 9.27 | 28 | 48 | |
| Safe LoRABackbone=Qwen2.5-7B-Instruct, Harmful data proportion (P)=10.0%2026.03 | 73.69 | 15.65 | 20 | 44.5 | |
| InitialBackbone=Qwen2.5-7B-Instruct, Harmful data proportion (P)=10.0%2026.03 | 56.56 | 1.6 | 3 | 7 | |
| Constrained SFTBackbone=Qwen2.5-7B-Instruct, Harmful data proportion (P)=10.0%2026.03 | 55.95 | 10.92 | 30.5 | 80 |