Knowledge Forgetting on Complete Forget-Set 30% (forget)
62.94Class. QA AccuracyGA_diff
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GA_diffBackbone=Gemma3-12B2026.05 | 62.94 | 10.65 | 10.1 | 71.9 | 4.8 | 32.7 | |
| KL_MinBackbone=Gemma3-12B2026.05 | 62.86 | 38.4 | 61.6 | 39.7 | 0 | 27.5 | |
| BeforeBackbone=Gemma3-12B2026.05 | 62.48 | 62.67 | 63.9 | 72.1 | 20 | 33 | |
| MMunlearnerBackbone=Qwen3-VL-8B2026.05 | 62.37 | 14.11 | 16.3 | 75.6 | 5.1 | 75.6 | |
| GA_diffBackbone=Qwen3-VL-8B2026.05 | 62.28 | 13.98 | 14.9 | 76 | 5.4 | 27.8 | |
| GABackbone=Gemma3-12B2026.05 | 61.68 | 60.22 | 63.3 | 72 | 19.9 | 32.7 | |
| MANUBackbone=Gemma3-12B2026.05 | 61.4 | 60.06 | 54.4 | 58.3 | 14.8 | 26.5 | |
| GABackbone=Qwen3-VL-8B2026.05 | 60.36 | — | — | 55 | — | 24.5 | |
| MANUBackbone=Qwen3-VL-8B2026.05 | 60.19 | 56.15 | 58.4 | 72.3 | 16 | 25.1 | |
| NPOBackbone=Gemma3-12B2026.05 | 60.19 | 23.08 | 35.2 | 62.7 | 8.4 | 27.5 | |
| BeforeBackbone=Qwen3-VL-8B2026.05 | 59.97 | 60.44 | 70.7 | 74.8 | 19.4 | 28.4 | |
| MMunlearnerBackbone=Gemma3-12B2026.05 | 59.2 | 46.46 | 60.2 | 70.4 | 13.7 | 24.1 | |
| KL_MinBackbone=Qwen3-VL-8B2026.05 | 59.06 | 59.01 | 57.3 | 71.4 | 18.4 | 27.3 | |
| NPOBackbone=Qwen3-VL-8B2026.05 | 53.89 | 50.67 | 23.8 | 61.3 | 15.9 | 25.7 |