Multimodal Knowledge Retention on Retain-Set 5% forgetting ratio experiment
61.56Accuracy (Class VQA)Before
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BeforeBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 61.56 | 61.52 | 71.4 | 75.4 | 20.4 | 29 | |
| MMunlearnerBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 61.44 | 59.9 | 74.3 | 75.8 | 22.4 | 30.2 | |
| KL_MinBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 61.25 | 61.27 | 71.8 | 75.6 | 20.4 | 29.7 | |
| GABackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 59.98 | 60.96 | 68.2 | 75.2 | 18.9 | 29.5 | |
| GA_diffBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 58.83 | 61.66 | 74.4 | 75.9 | 20.7 | 30.4 | |
| MANUBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 53.95 | 61.85 | 61.3 | 73.2 | 14.6 | 23.7 | |
| NPOBackbone=Qwen3-VL-8B, Forgetting Ratio=5%2026.05 | 41.09 | 51.49 | 20 | 37.4 | 8.6 | 14 |