Unlearning on Adult Census Dataset
79.3Task AccuracyFT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FTModel=Llama-3.1-8B2026.07 | 79.3 | 73.7 | 61.8 | 0.116 | |
| MPTuneModel=Llama-3.1-8B2026.07 | 78 | 59.2 | 61.9 | 0.074 | |
| MPSelectTuneModel=Llama-3.1-8B2026.07 | 77.7 | 56.9 | 62 | 0.079 | |
| AugModel=Llama-3.1-8B2026.07 | 75.9 | 64.3 | 60.3 | 0.185 | |
| FTModel=Llama-2-7B2026.07 | 75.6 | 71.2 | 36.8 | 0.121 | |
| MPTuneModel=Llama-2-7B2026.07 | 74.9 | 58.4 | 36.2 | 0.079 | |
| FTModel=Mistral-7B-Instruct-v0.32026.07 | 74.8 | 70.6 | 54 | 0.121 | |
| MPSelectTuneModel=Llama-2-7B2026.07 | 74.7 | 57.6 | 35.9 | 0.068 | |
| MPTuneModel=Mistral-7B-Instruct-v0.32026.07 | 73.6 | 59.2 | 52.8 | 0.079 | |
| MPSelectTuneModel=Mistral-7B-Instruct-v0.32026.07 | 73.4 | 57.8 | 53.1 | 0.068 | |
| ICULModel=Llama-3.1-8B2026.07 | 72.4 | 59.8 | 61.8 | 0.214 | |
| ICULModel=Llama-2-7B2026.07 | 70.9 | 61.4 | 36.8 | 0.151 | |
| SKUModel=Llama-3.1-8B2026.07 | 70.6 | 61.7 | 60.3 | 0.187 | |
| ICULModel=Mistral-7B-Instruct-v0.32026.07 | 70.1 | 60.8 | 54 | 0.151 | |
| SKUModel=Llama-2-7B2026.07 | 69.7 | 62.6 | 37 | 0.17 | |
| SKUModel=Mistral-7B-Instruct-v0.32026.07 | 68.9 | 61.9 | 52 | 0.17 | |
| BaseModel=Llama-3.1-8B2026.07 | 68.6 | 59.4 | 65 | 0.261 | |
| AugModel=Llama-2-7B2026.07 | 68.4 | 67.7 | 36.9 | 0.197 | |
| AugModel=Mistral-7B-Instruct-v0.32026.07 | 67.9 | 65.8 | 53.1 | 0.197 | |
| BaseModel=Llama-2-7B2026.07 | 62.2 | 57.6 | 43.9 | 0.26 | |
| BaseModel=Mistral-7B-Instruct-v0.32026.07 | 61.4 | 58.2 | 56.1 | 0.26 |