Lifelong Unlearning on MLUBench Task C v1.0 (test)
97Forget QualityLUMoE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LUMoEBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=Sequential (C-UC, C-UA, C-UB, C-UD)2026.06 | 97 | 94 | |
| NPOBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task C (C-UC)2026.06 | 93.5 | 5 | |
| GABackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task C (C-UC)2026.06 | 93 | 6.9 | |
| KLBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task C (C-UC)2026.06 | 77 | 15.4 | |
| GDBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task C (C-UC)2026.06 | 70 | 21.5 | |
| GABackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task A (C-UA)2026.06 | 17.5 | 2.3 | |
| GDBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task A (C-UA)2026.06 | 17.5 | 3.8 | |
| KLBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task A (C-UA)2026.06 | 15.5 | 5 | |
| GABackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task B (C-UB)2026.06 | 10 | 0 | |
| GABackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task D (C-UD)2026.06 | 6 | 0 | |
| GDBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task B (C-UB)2026.06 | 0.5 | 0 | |
| KLBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task B (C-UB)2026.06 | 0 | 0 | |
| KLBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task D (C-UD)2026.06 | 0 | 0 | |
| GDBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task D (C-UD)2026.06 | 0 | 0 | |
| NPOBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task A (C-UA)2026.06 | 0 | 0 | |
| NPOBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task B (C-UB)2026.06 | 0 | 0 | |
| NPOBackbone=LLaVA-7B, Task Order=Task C -> Task A -> Task B -> Task D, Evaluation Stage=After unlearning Task D (C-UD)2026.06 | 0 | 0 |