Lifelong Unlearning on MLUBench Task B v1.0 (test)
95Forget QualityLUMoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LUMoEBackbone=LLaVA-7B, Evaluation Stage=Sequential (B-UB, B-UD)2026.06 | 95 | 88 | |
| GABackbone=LLaVA-7B, Evaluation Stage=After Task B (B-UB)2026.06 | 10 | 3 | |
| GABackbone=LLaVA-7B, Evaluation Stage=After Task D (B-UD)2026.06 | 10 | 0.8 | |
| GDBackbone=LLaVA-7B, Evaluation Stage=After Task B (B-UB)2026.06 | 1.7 | 0 | |
| KLBackbone=LLaVA-7B, Evaluation Stage=After Task B (B-UB)2026.06 | 0.5 | 0 | |
| KLBackbone=LLaVA-7B, Evaluation Stage=After Task D (B-UD)2026.06 | 0 | 0 | |
| GDBackbone=LLaVA-7B, Evaluation Stage=After Task D (B-UD)2026.06 | 0 | 0 | |
| NPOBackbone=LLaVA-7B, Evaluation Stage=After Task B or D2026.06 | 0 | 0 |