Machine Unlearning on CLEAR (test 1)
42Forget AccuracyVanilla
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 42 | 42 | 92 | 49 | |
| VanillaForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 41 | 43 | 93 | 50 | |
| MMUForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 29 | 47 | 93 | 49 | |
| NPOForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 21 | 43 | 95 | 50 | |
| GDForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 14 | 45 | 95 | 51 | |
| MMUForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 13 | 52 | 93 | 50 | |
| NPOForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 12 | 44 | 93 | 48 | |
| GAForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 9 | 34 | 91 | 45 | |
| KLForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 6 | 47 | 93 | 49 | |
| KLForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 4 | 44 | 93 | 51 | |
| GDForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 1 | 41 | 94 | 49 | |
| KVWForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 1 | 43 | 92 | 48 | |
| OracleForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 0 | 54 | 95 | 57 | |
| KVWForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 0 | 48 | 93 | 55 | |
| OracleForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 0 | 32 | 95 | 51 | |
| GAForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 0 | 0 | 0 | 0 |