Concept Unlearning on Celebrities
3.1FANPO
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NPOArchitecture=InternVL-8B, Source-Free=false2026.06 | 3.1 | 63.8 | 60.9 | |
| SPACEArchitecture=InternVL-8B, Source-Free=true2026.06 | 3.4 | 67.8 | 61.2 | |
| GA+KLArchitecture=InternVL-8B, Source-Free=false2026.06 | 4.6 | 65.2 | 60.8 | |
| SIUArchitecture=InternVL-8B, Source-Free=false2026.06 | 5.2 | 66.1 | 61.1 | |
| GAArchitecture=InternVL-8B, Source-Free=false2026.06 | 6.3 | 59.7 | 60.1 | |
| NPOArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 7 | 36.4 | 56.6 | |
| SPACEArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 7 | 62.1 | 59.9 | |
| SPACEArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 7.2 | 55.4 | 57.3 | |
| GA+KLArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 7.3 | 52.4 | 57.1 | |
| GAArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 7.3 | 57.9 | 59.5 | |
| SIUArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 7.9 | 52.4 | 56.9 | |
| GA+KLArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 8.3 | 59.4 | 59.6 | |
| NPOArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 8.6 | 51.9 | 59.5 | |
| SIUArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 8.7 | 60.2 | 59.7 | |
| GAArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 9.7 | 47.2 | 57 | |
| ISPFArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 25.5 | 42.1 | 54 | |
| ISPFArchitecture=InternVL-8B, Source-Free=true2026.06 | 27.9 | 47.7 | 59.9 | |
| ISPFArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 32.3 | 48.6 | 56.1 | |
| OriginalArchitecture=InternVL-8B2026.06 | 94.5 | 92.1 | 61.8 | |
| OriginalArchitecture=LLaVA-1.5-13B2026.06 | 95.3 | 79 | 61.2 | |
| OriginalArchitecture=LLaVA-1.5-7B2026.06 | 96.7 | 93.3 | 58.2 |