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Papers Benchmarks Datasets Tasks

Concept Erasure research benchmarks – Page 5 · SOTA2 Research

Concept Erasure

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Picasso Artistic Style

70Prompts (ASR)

4

Jun 19, 2026

Illegal COCO-30K

37.76ASR (Natural Prompts)

4

Jun 19, 2026

31.34CLIP Score

4

Apr 21, 2026

Curated Abstraction

HunyuanImage-3.0

29.6ACCe

4

Mar 27, 2026

HunyuanImage-3.0

28.6Accuracy (e)

4

Mar 27, 2026

HunyuanImage-3.0

628Total Score

4

Mar 27, 2026

Celebrities 100 concepts

90.18Accuracy (Erasure)

4

Mar 4, 2026

Celebrities 50 concepts

0.931Acc_e

4

Mar 4, 2026

Celebrities 10 concepts

91.99Acc_e

4

Mar 4, 2026

Artistic style concepts To Retain (test)

30.89CLIP Similarity

4

Feb 26, 2026

Characters SDv3.5 (Target (114) Remain (80))

94.2CRSt

3

Apr 21, 2026

Artistic Style SDv3.5 (Target (151) Remain (59))

93.9Concept Erasure Score (Target)

3

Apr 21, 2026

Celebrities SDv3.5 (Target (250) / Remain (133))

94.8CRSt

3

Apr 21, 2026

0Data Prep Time (hrs)

3

Apr 21, 2026

0Data Preparation Time (hrs)

3

Apr 21, 2026

Snoopy, Mickey, and Spongebob concepts

98.93Concept Erasure Rate (Snoopy)

2

Mar 4, 2026

Page 5 of 5

Popular datasets

I2P Ring-a-bell Celebrities SD NLP Concept Erasure

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