Multimodal Understanding on MM-Bench (Classification Score)
90.07Classification ScoreBefore
Evaluation results
| Method | Links | |
|---|---|---|
| BeforeBackbone=Qwen3-VL-8B, Unlearning Setting=Selective2026.05 | 90.07 | |
| BeforeBackbone=Qwen3-VL-8B, Unlearning Setting=Personalized2026.05 | 90.07 | |
| BeforeBackbone=Qwen3-VL-8B, Unlearning Setting=Complete2026.05 | 90.07 | |
| KL_MinBackbone=Qwen3-VL-8B, Unlearning Setting=Personalized2026.05 | 89.95 | |
| KL_MinBackbone=Qwen3-VL-8B, Unlearning Setting=Selective2026.05 | 89.81 | |
| GA_diffBackbone=Qwen3-VL-8B, Unlearning Setting=Personalized2026.05 | 89.65 | |
| MMunlearnerBackbone=Qwen3-VL-8B, Unlearning Setting=Personalized2026.05 | 89.65 | |
| GABackbone=Qwen3-VL-8B, Unlearning Setting=Personalized2026.05 | 89.62 | |
| NPOBackbone=Qwen3-VL-8B, Unlearning Setting=Complete2026.05 | 89.53 | |
| KL_MinBackbone=Qwen3-VL-8B, Unlearning Setting=Complete2026.05 | 89.51 | |
| GABackbone=Qwen3-VL-8B, Unlearning Setting=Selective2026.05 | 89.42 | |
| NPOBackbone=Qwen3-VL-8B, Unlearning Setting=Selective2026.05 | 88.84 | |
| NPOBackbone=Qwen3-VL-8B, Unlearning Setting=Personalized2026.05 | 88.72 | |
| MMunlearnerBackbone=Qwen3-VL-8B, Unlearning Setting=Complete2026.05 | 87.76 | |
| MANUBackbone=Qwen3-VL-8B, Unlearning Setting=Selective2026.05 | 87.24 | |
| GA_diffBackbone=Qwen3-VL-8B, Unlearning Setting=Complete2026.05 | 86.2 | |
| MMunlearnerBackbone=Qwen3-VL-8B, Unlearning Setting=Selective2026.05 | 85.37 | |
| GA_diffBackbone=Qwen3-VL-8B, Unlearning Setting=Selective2026.05 | 84.19 | |
| NPOBackbone=Gemma3-12B, Unlearning Setting=Personalized2026.05 | 82.97 | |
| NPOBackbone=Gemma3-12B, Unlearning Setting=Selective2026.05 | 82.76 | |
| MANUBackbone=Gemma3-12B, Unlearning Setting=Complete2026.05 | 82.76 | |
| KL_MinBackbone=Gemma3-12B, Unlearning Setting=Selective2026.05 | 82.72 | |
| GABackbone=Gemma3-12B, Unlearning Setting=Selective2026.05 | 82.69 | |
| GA_diffBackbone=Gemma3-12B, Unlearning Setting=Personalized2026.05 | 82.62 | |
| KL_MinBackbone=Gemma3-12B, Unlearning Setting=Personalized2026.05 | 82.62 | |
| GABackbone=Gemma3-12B, Unlearning Setting=Complete2026.05 | 82.55 | |
| GA_diffBackbone=Gemma3-12B, Unlearning Setting=Complete2026.05 | 82.55 | |
| BeforeBackbone=Gemma3-12B, Unlearning Setting=Selective2026.05 | 82.54 | |
| BeforeBackbone=Gemma3-12B, Unlearning Setting=Personalized2026.05 | 82.54 | |
| BeforeBackbone=Gemma3-12B, Unlearning Setting=Complete2026.05 | 82.54 | |
| MANUBackbone=Qwen3-VL-8B, Unlearning Setting=Complete2026.05 | 82.46 | |
| GABackbone=Gemma3-12B, Unlearning Setting=Personalized2026.05 | 82.16 | |
| MANUBackbone=Gemma3-12B, Unlearning Setting=Selective2026.05 | 81.79 | |
| NPOBackbone=Gemma3-12B, Unlearning Setting=Complete2026.05 | 81.05 | |
| MMunlearnerBackbone=Gemma3-12B, Unlearning Setting=Personalized2026.05 | 80.91 | |
| MANUBackbone=Gemma3-12B, Unlearning Setting=Personalized2026.05 | 80.01 | |
| MMunlearnerBackbone=Gemma3-12B, Unlearning Setting=Complete2026.05 | 75.3 | |
| MANUBackbone=Qwen3-VL-8B, Unlearning Setting=Personalized2026.05 | 75.09 | |
| KL_MinBackbone=Gemma3-12B, Unlearning Setting=Complete2026.05 | 73.2 | |
| MMunlearnerBackbone=Gemma3-12B, Unlearning Setting=Selective2026.05 | 72.07 | |
| GA_diffBackbone=Gemma3-12B, Unlearning Setting=Selective2026.05 | 62.39 | |
| GABackbone=Qwen3-VL-8B, Unlearning Setting=Complete2026.05 | 0.04 |