Machine Unlearning on CLEAR (test 2)
44Forget AccuracyVanilla
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 44 | 43 | 93 | 50 | |
| VanillaForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 35 | 42 | 92 | 49 | |
| NPOForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 28 | 43 | 95 | 50 | |
| MMUForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 26 | 44 | 95 | 50 | |
| GDForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 18 | 45 | 95 | 51 | |
| NPOForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 15 | 44 | 93 | 48 | |
| MMUForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 13 | 52 | 93 | 50 | |
| KLForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 4 | 50 | 95 | 49 | |
| GAForget Ratio=5, Backbone=Qwen2-VL-2B2026.01 | 3 | 34 | 91 | 45 | |
| KLForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 3 | 44 | 93 | 51 | |
| GDForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 1 | 44 | 93 | 49 | |
| 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 | |
| KVWForget Ratio=10, Backbone=Qwen2-VL-2B2026.01 | 0 | 40 | 89 | 47 |