Preservation of General Capabilities on HellaSwag, WinoGrande, IFEval, MMLU
20.4HellaSwag DeltaWiSE-FT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| WiSE-FTModel=Llama-3-8B2026.05 | 20.4 | 3.4 | 50 | 7 | 20.2 | |
| WiSE-FTModel=Qwen3-4B2026.05 | 14.7 | 3.2 | 37.8 | 7.2 | 15.7 | |
| L2 RegModel=Llama-3-8B2026.05 | 10.8 | 0.8 | 11.8 | 3.9 | 6.4 | |
| SFTModel=Llama-3-8B2026.05 | 10.4 | 0.3 | 21.7 | 3.6 | 9 | |
| FLOWModel=Llama-3-8B2026.05 | 8.4 | 2.5 | 36.9 | 6 | 12.2 | |
| DFTModel=Llama-3-8B2026.05 | 7.8 | 2.4 | 9 | 2.2 | 4.2 | |
| SFTModel=Qwen3-4B2026.05 | 7.3 | 2 | 9.4 | 19.6 | 9.6 | |
| FLOWModel=Qwen3-4B2026.05 | 6.4 | 0.7 | 13.7 | 12.7 | 8 | |
| L2 RegModel=Qwen3-4B2026.05 | 5.5 | 0.2 | 1.9 | 14.3 | 5.4 | |
| TALRModel=Llama-3-8B2026.05 | 5.5 | 0.6 | 12.3 | 2 | 4.8 | |
| LoRAModel=Qwen3-4B2026.05 | 4.4 | 6.9 | 9.1 | 9.2 | 7.4 | |
| FINCHModel=Llama-3-8B2026.05 | 4.2 | 2.2 | 0 | 2.6 | 1.2 | |
| SFT (small lr)Model=Qwen3-4B2026.05 | 3.8 | 2.2 | 3.1 | 3.2 | 1.5 | |
| DFTModel=Qwen3-4B2026.05 | 2.7 | 2.7 | 3 | 1.9 | 1.1 | |
| DFTModel=Qwen3-4B2026.05 | 2.6 | -0.6 | 5.2 | 2.3 | 2.4 | |
| TALRModel=Qwen3-4B2026.05 | 1.3 | 1 | 4.5 | 5.2 | 2.5 | |
| STMModel=Qwen3-4B2026.05 | 1.2 | 1.1 | 1.4 | 0.9 | 0.6 | |
| LoRAModel=Llama-3-8B2026.05 | 0.9 | 0.6 | 15.7 | 3.8 | 5.3 | |
| SFT (small lr)Model=Llama-3-8B2026.05 | 0.7 | 0.5 | 6.2 | 0.9 | 1.4 | |
| FINCHModel=Qwen3-4B2026.05 | 0.6 | 1.4 | 0.5 | 0.8 | 0.1 | |
| STMModel=Llama-3-8B2026.05 | 0.4 | 0 | 12.3 | 0.7 | 3.4 | |
| TALRModel=Qwen3-4B2026.05 | 0.3 | 0.4 | -3.5 | -0.8 | -0.9 | |
| SFT (small lr)Model=Qwen3-4B2026.05 | 0.1 | -2.4 | -0.1 | -0.4 | -0.7 | |
| BaseModel=Qwen3-4B2026.05 | 0 | 0 | 0 | 0 | 0 | |
| BaseModel=Llama-3-8B2026.05 | 0 | 0 | 0 | 0 | 0 | |
| BaseModel=Qwen3-4B2026.05 | 0 | 0 | 0 | 0 | 0 | |
| BaseModel=Llama-3-8B2026.05 | 0 | 0 | 0 | 0 | 0 | |
| STMModel=Qwen3-4B2026.05 | -0.8 | 0.2 | -4.1 | 0.8 | -1 | |
| FINCHModel=Llama-3-8B2026.05 | -1.2 | -0.6 | 0 | 0 | -0.5 | |
| FINCHModel=Qwen3-4B2026.05 | -1.6 | -2.7 | 0 | -5.1 | -2.4 | |
| SFT (small lr)Model=Llama-3-8B2026.05 | -3.6 | 0.2 | -4.1 | 0.4 | -1.8 | |
| STMModel=Llama-3-8B2026.05 | -4.2 | -1.4 | -8.3 | -2 | -4 | |
| LoRAModel=Llama-3-8B2026.05 | -4.6 | -2.2 | -16.7 | -1 | -6.1 | |
| DFTModel=Llama-3-8B2026.05 | -5.1 | -3.4 | -20.8 | -5 | -8.6 | |
| TALRModel=Llama-3-8B2026.05 | -6.4 | -0.4 | -8.3 | 0 | -3.8 | |
| SFTModel=Qwen3-4B2026.05 | -10 | -11.6 | -25.1 | -10.4 | -14.3 | |
| LoRAModel=Qwen3-4B2026.05 | -10.8 | 5.1 | -45.6 | -2.1 | -13.4 | |
| SFTModel=Llama-3-8B2026.05 | -12.2 | -0.8 | -16.7 | -4.2 | -8.5 | |
| L2 RegModel=Llama-3-8B2026.05 | -12.2 | -1.8 | -16.7 | -4 | -8.7 | |
| L2 RegModel=Qwen3-4B2026.05 | -12.4 | -11.7 | -39.2 | -11.2 | -18.6 | |
| WiSE-FTModel=Llama-3-8B2026.05 | -12.6 | -2 | -16.7 | -5 | -9.1 | |
| FLOWModel=Qwen3-4B2026.05 | -15.5 | -8.7 | -15.6 | -9.4 | -12.3 | |
| WiSE-FTModel=Qwen3-4B2026.05 | -16.3 | -9.6 | -26.6 | -7.8 | -15.1 | |
| FLOWModel=Llama-3-8B2026.05 | -31.8 | -5.2 | -20.8 | -13.2 | -17.8 |