| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Concept Unlearning | Ring-A-Bell | Ring-A-Bell Score0.83 | 20 | |
| Adversarial Robustness in Concept Erasing | Ring-A-Bell K-16, K-38, K-77 | K-16 Score0.9579 | 14 | |
| Safety Evaluation | Ring-A-Bell | Ring-16 Score4.93 | 13 | |
| Safe Text-to-Image Generation | Ring-A-Bell | ASR83.1 | 13 | |
| Nudity Concept Erasure | Ring-a-bell Adversarial Prompts | Erase Rate (%)100 | 13 | |
| Concept Erasure | Ring-A-Bell (Ring77) | ASR95.8 | 5 | |
| Concept Erasure | Ring-A-Bell Ring38 | ASR94.7 | 5 | |
| Concept Erasure | Ring-A-Bell Ring16 | ASR97.9 | 5 | |
| NSFW Removal | Ring-a-Bell | Ring-a-Bell Score97.72 | 4 | |
| Text-to-image generation | RING-A-BELL | K77 Score50.53 | 2 |