Knowledge Retention on Selective (retain)
64.39Class VQA AccuracyGA_diff
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GA_diffBackbone=Qwen3-VL-8B2026.05 | 64.39 | 65.41 | 77.9 | 78.9 | 26.3 | 36.5 | |
| KL_MinBackbone=Gemma3-12B2026.05 | 61.79 | 64.39 | 66.6 | 11.5 | 22.9 | 38.8 | |
| MMunlearnerBackbone=Qwen3-VL-8B2026.05 | 61.77 | 63.51 | 79.4 | 78.8 | 25.9 | 36.8 | |
| GA_diffBackbone=Gemma3-12B2026.05 | 61.67 | 64.21 | 67.6 | 75.4 | 28.2 | 39.8 | |
| BeforeBackbone=Gemma3-12B2026.05 | 60.71 | 63.59 | 67.9 | 75.3 | 24.3 | 40.5 | |
| MMunlearnerBackbone=Gemma3-12B2026.05 | 60.59 | 63.47 | 68 | 75.8 | 28.6 | 41 | |
| KL_MinBackbone=Qwen3-VL-8B2026.05 | 60.29 | 63.08 | 73.5 | 77.8 | 23.5 | 35.1 | |
| NPOBackbone=Gemma3-12B2026.05 | 60.02 | 63.78 | 67.7 | 75.7 | 24.2 | 41.1 | |
| BeforeBackbone=Qwen3-VL-8B2026.05 | 59.85 | 62.29 | 75 | 78 | 23.5 | 35.2 | |
| MANUBackbone=Qwen3-VL-8B2026.05 | 57.14 | 62.3 | 68.3 | 74.3 | 16.5 | 27.4 | |
| GABackbone=Gemma3-12B2026.05 | 55.39 | 62.22 | 62.6 | 76.2 | 20 | 38.8 | |
| MANUBackbone=Gemma3-12B2026.05 | 54.65 | 60.18 | 54.3 | 65.3 | 17.1 | 34.8 | |
| NPOBackbone=Qwen3-VL-8B2026.05 | 53.24 | 59.08 | 42.2 | 37.7 | 8 | 10.9 | |
| GABackbone=Qwen3-VL-8B2026.05 | 45.62 | 60.68 | 31.2 | 59.1 | 4.9 | 27.3 |