Multimodal Machine Unlearning on MLLMU-Bench LLaVA-1.5-7B (test 2)
62.8Forget RateKL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| KLForget ratio=10%, Backbone=LLaVA-1.5-7B2026.01 | 62.8 | 62.1 | 38.6 | |
| VanillaForget ratio=15%, Backbone=LLaVA-1.5-7B2026.01 | 62.2 | 60.4 | 38.9 | |
| KLForget ratio=15%, Backbone=LLaVA-1.5-7B2026.01 | 61.8 | 60.3 | 38.9 | |
| MMU*Forget ratio=15%, Backbone=LLaVA-1.5-7B2026.01 | 61.6 | 60.8 | 40.3 | |
| VanillaForget ratio=10%, Backbone=LLaVA-1.5-7B2026.01 | 61.5 | 61.9 | 38.9 | |
| GAForget ratio=15%, Backbone=LLaVA-1.5-7B2026.01 | 61.3 | 59.4 | 38.8 | |
| VanillaForget ratio=5%, Backbone=LLaVA-1.5-7B2026.01 | 61.1 | 62.1 | 38.9 | |
| GDForget ratio=10%, Backbone=LLaVA-1.5-7B2026.01 | 60.4 | 62.3 | 38.7 | |
| NPOForget ratio=10%, Backbone=LLaVA-1.5-7B2026.01 | 60.4 | 58.5 | 39.8 | |
| MMU*Forget ratio=10%, Backbone=LLaVA-1.5-7B2026.01 | 60.4 | 62 | 39.7 | |
| GDForget ratio=15%, Backbone=LLaVA-1.5-7B2026.01 | 59.1 | 60 | 40.3 | |
| GAForget ratio=10%, Backbone=LLaVA-1.5-7B2026.01 | 58.4 | 60 | 38.1 | |
| MMU*Forget ratio=5%, Backbone=LLaVA-1.5-7B2026.01 | 58.1 | 61.8 | 40.1 | |
| NPOForget ratio=15%, Backbone=LLaVA-1.5-7B2026.01 | 57.8 | 57.8 | 39.4 | |
| KVWForget ratio=10%, Backbone=LLaVA-1.5-7B2026.01 | 57.6 | 58.9 | 37.5 | |
| GAForget ratio=5%, Backbone=LLaVA-1.5-7B2026.01 | 57.5 | 59.9 | 38.7 | |
| OracleForget ratio=5%, Backbone=LLaVA-1.5-7B2026.01 | 56.7 | 61 | 41 | |
| GDForget ratio=5%, Backbone=LLaVA-1.5-7B2026.01 | 56.7 | 61.2 | 39.5 | |
| KVWForget ratio=5%, Backbone=LLaVA-1.5-7B2026.01 | 56.7 | 59.5 | 38.1 | |
| KLForget ratio=5%, Backbone=LLaVA-1.5-7B2026.01 | 56.4 | 60.1 | 38.6 | |
| KVWForget ratio=15%, Backbone=LLaVA-1.5-7B2026.01 | 56.2 | 58 | 38 | |
| OracleForget ratio=10%, Backbone=LLaVA-1.5-7B2026.01 | 55.3 | 61.7 | 40.8 | |
| OracleForget ratio=15%, Backbone=LLaVA-1.5-7B2026.01 | 54.3 | 58.2 | 40.9 | |
| NPOForget ratio=5%, Backbone=LLaVA-1.5-7B2026.01 | 53.8 | 59.7 | 38.8 |