Visual Question Answering on MMBench (Class Accuracy)
89.97Class AccuracyGA_diff
Evaluation Results
| Method | Links | |
|---|---|---|
| GA_diffBackbone=Qwen3-VL-8B, Forgetting Ratio=15%2026.05 | 89.97 | |
| BeforeBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 89.95 | |
| GA_diffBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 89.95 | |
| BeforeBackbone=Qwen3-VL-8B, Forgetting Ratio=15%2026.05 | 89.95 | |
| KL_MinBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 89.93 | |
| KL_MinBackbone=Qwen3-VL-8B, Forgetting Ratio=15%2026.05 | 89.92 | |
| GABackbone=Qwen3-VL-8B, Forgetting Ratio=15%2026.05 | 89.67 | |
| MMunlearnerBackbone=Qwen3-VL-8B, Forgetting Ratio=15%2026.05 | 89.6 | |
| MMunlearnerBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 89.37 | |
| GABackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 89.32 | |
| NPOBackbone=Qwen3-VL-8B, Forgetting Ratio=15%2026.05 | 89.3 | |
| NPOBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 88.47 | |
| MANUBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 75.79 | |
| MANUBackbone=Qwen3-VL-8B, Forgetting Ratio=15%2026.05 | 75.79 |