Knowledge Retention on Complete 30% (retain)
64.64Class QA AccuracyGA_diff
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GA_diffBackbone=Qwen3-VL-8B2026.05 | 64.64 | 62.68 | 76.1 | 77.1 | 21.6 | 31 | |
| MMunlearnerBackbone=Qwen3-VL-8B2026.05 | 63.94 | 61.7 | 75.2 | 76.6 | 20.7 | 30.7 | |
| BeforeBackbone=Gemma3-12B2026.05 | 63.85 | 63.94 | 72 | 72.3 | 21.9 | 34.6 | |
| GA_diffBackbone=Gemma3-12B2026.05 | 63.75 | 62.46 | 64.7 | 73.2 | 23.7 | 35.2 | |
| KL_MinBackbone=Gemma3-12B2026.05 | 63.46 | 40.79 | 64.6 | 43.6 | 0.3 | 28.9 | |
| GABackbone=Gemma3-12B2026.05 | 63.01 | 61.45 | 65.2 | 72.8 | 21.6 | 34 | |
| MANUBackbone=Gemma3-12B2026.05 | 63 | 61.51 | 54.5 | 57.7 | 14.7 | 26.6 | |
| MANUBackbone=Qwen3-VL-8B2026.05 | 62.42 | 57.42 | 59 | 72.9 | 16.3 | 26.5 | |
| BeforeBackbone=Qwen3-VL-8B2026.05 | 62.33 | 62.11 | 71.4 | 75.5 | 20.8 | 30.1 | |
| NPOBackbone=Gemma3-12B2026.05 | 60.91 | 25.81 | 35.4 | 64 | 9.6 | 29 | |
| GABackbone=Qwen3-VL-8B2026.05 | 60.9 | — | — | 56.9 | 2.9 | 26.2 | |
| KL_MinBackbone=Qwen3-VL-8B2026.05 | 60.84 | 62.2 | 67.7 | 72.2 | 19.5 | 29.3 | |
| MMunlearnerBackbone=Gemma3-12B2026.05 | 60.69 | 53.65 | 65.8 | 73 | 28.3 | 31.6 | |
| NPOBackbone=Qwen3-VL-8B2026.05 | 56.15 | 52.58 | 24.2 | 62.7 | 16.1 | 27.6 |