Concept Unlearning on WikiArt
86FAOriginal
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OriginalArchitecture=LLaVA-1.5-13B2026.06 | 86 | 49.1 | 61.2 | |
| OriginalArchitecture=InternVL-8B2026.06 | 71.8 | 48.1 | 61.8 | |
| OriginalArchitecture=LLaVA-1.5-7B2026.06 | 68.9 | 85.3 | 58.2 | |
| ISPFArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 28.2 | 31.6 | 58.8 | |
| ISPFArchitecture=InternVL-8B, Source-Free=true2026.06 | 23.8 | 28.7 | 60 | |
| ISPFArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 22.7 | 47.3 | 54.8 | |
| GA+KLArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 8.3 | 47.2 | 58.4 | |
| GAArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 7.6 | 47.7 | 58.3 | |
| NPOArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 7.1 | 45.9 | 58.3 | |
| GA+KLArchitecture=InternVL-8B, Source-Free=false2026.06 | 5.9 | 41.4 | 60.6 | |
| SIUArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 5.2 | 53.5 | 58.2 | |
| SPACEArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 4.2 | 36.9 | 61 | |
| SIUArchitecture=InternVL-8B, Source-Free=false2026.06 | 4.1 | 40.8 | 60.7 | |
| SPACEArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 3.6 | 59 | 58.2 | |
| SPACEArchitecture=InternVL-8B, Source-Free=true2026.06 | 3.6 | 45.1 | 60.7 | |
| GA+KLArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.4 | 37.1 | 60.8 | |
| GAArchitecture=InternVL-8B, Source-Free=false2026.06 | 3.4 | 36.6 | 60.2 | |
| GAArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.3 | 34.7 | 60.5 | |
| SIUArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.3 | 36.4 | 61 | |
| NPOArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.1 | 35.6 | 60.6 | |
| NPOArchitecture=InternVL-8B, Source-Free=false2026.06 | 2.2 | 39.7 | 60.8 |