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Concept Erasure research benchmarks – Page 2 · SOTA2 Research

Concept Erasure

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

10-concept erasure workload

0Data Preparation Time

11

Jul 7, 2026

31.9CLIP Score

11

Apr 3, 2026

31.9CLIP Score

11

Apr 3, 2026

31.9CLIP Score

11

Apr 3, 2026

Nude Unsafe-1k I2P (test)

31.8CLIP Score

11

Apr 3, 2026

Stanford Dogs Bluetick

100Acc_t

11

Mar 30, 2026

Stanford Dogs Chesapeake Bay Retriever

100Accuracy (Test)

11

Mar 30, 2026

Oxford Flowers Camellia

100Accuracy (Target)

11

Mar 30, 2026

Oxford Flowers Alpine Sea Holly

100Accuracy (Test)

11

Mar 30, 2026

Abstraction Category color

30.5ACCe

10

Mar 27, 2026

Entity Category (e.g., church)

AC (Noise-Based)

25.5Accuracy

10

Mar 27, 2026

Mario erasure benchmark 1,000-image

Diversified-UCE

71.97CLIP-i Score

10

Mar 20, 2026

71.3ASR

10

Mar 10, 2026

NLP Concept Erasure DY ≤ 10pp

0Leakage

9

Jul 7, 2026

NLP Concept Erasure DY ≤ 5pp

0Leakage

9

Jul 7, 2026

NLP Concept Erasure DY ≤ 3pp

0Leakage

9

Jul 7, 2026

NLP Concept Erasure DY ≤ 1pp

1.4Leakage

9

Jul 7, 2026

Van Gogh Artistic Style

80Prompts (ASR)

9

Jun 19, 2026

77.5ASR

9

Mar 10, 2026

Concept Erasure Relationship

23.4ACCe

9

Mar 4, 2026

Concept Erasure Abstraction

26.1ACCe

9

Mar 4, 2026

Concept Erasure Entity

14.9ACCe

9

Mar 4, 2026

100ASR 1

9

Feb 26, 2026

SD Van Gogh v2.1

40ASR1

9

Feb 26, 2026

96.48ASR 1

9

Feb 26, 2026

Page 2 of 5

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