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Benchmarks
Concept Erasure on Adversarial Prompts (Ring-A-Bell)
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97
Success Rate (Sexually)
SDv1.0
-3.88
22.31
48.5
74.69
Apr 13, 2026
Success Rate (Sexually)
Success Rate (Ugly face)
Success Rate (Car)
Success Rate (Van Gogh)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Success Rate (Sexually)
Success Rate (Ugly face)
Success Rate (Car)
Success Rate (Van Gogh)
SDv1.0
Base Model=SDv1.0
2026.04
97
75
98
100
SDv2.1
Base Model=SDv2.1
2026.04
92
83
100
100
CA
Base Model=SDv1.0
2026.04
85
42
88
93
AdaVD
Base Model=SDv1.0
2026.04
34
70
46
60
SLD
Base Model=SDv1.0
2026.04
25.5
16.5
93
27
Prompt Guard
Base Model=SDv1.0, Abb...
2026.04
17.5
66
88.5
95
ESD
Base Model=SDv1.0
2026.04
11
9.5
90
10
MACE
Base Model=SDv1.0
2026.04
3
51
46
28.5
Co-Erasing
Base Model=SDv1.0, Abb...
2026.04
3
32
43
26
DSS
Base Model=SDv1.0
2026.04
2.5
8
3.5
10
DSSv2
Base Model=SDv2.1
2026.04
0
4.5
7
9
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