Knowledge Forgetting on Selective Forget-Set (forget)
71.37Accuracy (Class VQA)KL_Min
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KL_MinBackbone=Gemma3-12B2026.05 | 71.37 | 64.22 | 54.3 | 1.6 | 10 | 17.2 | |
| BeforeBackbone=Gemma3-12B2026.05 | 69.99 | 63.48 | 58.4 | 64.5 | 14.5 | 20.1 | |
| NPOBackbone=Gemma3-12B2026.05 | 69.75 | 64.2 | 57.5 | 57.5 | 14.7 | 20.4 | |
| BeforeBackbone=Qwen3-VL-8B2026.05 | 65.31 | 60.2 | 62.7 | 69.1 | 13.6 | 17 | |
| MANUBackbone=Qwen3-VL-8B2026.05 | 65.26 | 60.41 | 59.8 | 69.2 | 12.2 | 16 | |
| MANUBackbone=Gemma3-12B2026.05 | 62.9 | 57.61 | 46.3 | 53.8 | 11.3 | 16.2 | |
| NPOBackbone=Qwen3-VL-8B2026.05 | 57.77 | 55.39 | 31.5 | 41.1 | 5.7 | 6.8 | |
| GABackbone=Gemma3-12B2026.05 | 52.47 | 58.43 | 54.9 | 65.7 | 13.2 | 19.4 | |
| GABackbone=Qwen3-VL-8B2026.05 | 51.65 | 60.6 | 20.8 | 49.7 | 2.6 | 14.8 | |
| GA_diffBackbone=Gemma3-12B2026.05 | 37.34 | 37.34 | 26.2 | 31.3 | 11.6 | 15.2 | |
| KL_MinBackbone=Qwen3-VL-8B2026.05 | 35.35 | 45.3 | 30 | 64.3 | 12.6 | 16.6 | |
| MMunlearnerBackbone=Qwen3-VL-8B2026.05 | 35 | 31.01 | 37.5 | 50.5 | 9 | 12.5 | |
| GA_diffBackbone=Qwen3-VL-8B2026.05 | 34.8 | 31.2 | 44.8 | 39.1 | 10.2 | 12.8 | |
| MMunlearnerBackbone=Gemma3-12B2026.05 | 28.66 | 20.43 | 28.7 | 15.9 | 7.2 | 7.1 |