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Concept Erasure Robustness research benchmarks · SOTA2 Research

Concept Erasure Robustness

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Ring-A-Bell Union

24.77Nudity Rate

9

Mar 4, 2026

11.01Nudity Rate

9

Mar 4, 2026

Unlearn DiffAtk

EraseAnything++

68.8Nudity Rate

9

Mar 4, 2026

UnlearnDiff (UD)

30.28Attack Success Rate

7

Apr 21, 2026

Ring-A-Bell (RAB)

0Attack Success Rate

7

Apr 21, 2026

99.08Nudity Rate

7

Mar 4, 2026

Popular datasets

Ring-a-bell UnlearnDiff Unlearn DiffAtk ReFlux

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