MMA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Machine Unlearning | MMA (Target) | Nudity Generation Rate3.5 | 24 | |
| Text-to-Image Generation | MMA | ASR76 | 21 | |
| Defense against adversarial prompts | MMA (test) | Attack Success Rate0.4 | 15 | |
| Implicit Concept Erasure | MMA | MMA63 | 14 | |
| Concept Erasure | MMA | ASR (%)38 | 14 | |
| Machine Unlearning | MMA (Adversarial) | Nudity Generation Rate4.9 | 12 | |
| Common Robustness | MMA | ASR1.03 | 12 | |
| Nudity Unlearning | MMA | ESD75.78 | 10 | |
| Adversarial Robustness | MMA | Risk Ratio28.3 | 8 | |
| Nudity Erasure | MMA | Unsafe Rate1.7 | 7 | |
| Concept Erasure | MMA | Nudity Rate3.2 | 7 | |
| Harmful prompt detection | adv-MMA | Precision100 | 6 | |
| Harmful prompt detection | MMA | Precision98 | 6 | |
| Concept Unlearning | MMA | Score96.8 | 6 | |
| Nudity revival | MMA 1000 prompts | NSFW Image Count57 | 5 | |
| NSFW Removal | MMA | MMA94.12 | 4 | |
| Text-to-Image Jailbreak Attack | MMA | Attack Success Rate (Paper)54.2 | 1 |
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