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Papers Benchmarks Datasets Tasks

Machine Unlearning research benchmarks – Page 16 · SOTA2 Research

Machine Unlearning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

44.69WMDP Accuracy

7

Jun 11, 2026

63.55WMDP Acc

7

Jun 11, 2026

54MIA (%)

7

May 25, 2026

CIFAR-10 class-wise 'truck' removal (test)

100Accuracy (Retain)

7

May 19, 2026

TinyImageNet 50% random data removal

99.99Retain Accuracy

7

May 19, 2026

CIFAR-10 50% random data removal

100Retain Accuracy

7

May 19, 2026

41.5Accuracy (Pre-Unlearning)

7

Apr 16, 2026

67.6Accuracy (Pre-Unlearning)

7

Apr 16, 2026

CIFAR-10 100 In-Class

3.44Delta False Acceptance (ΔFA)

7

Apr 14, 2026

CIFAR-10 10% Random

0.3Delta FA

7

Apr 14, 2026

UnlearnCanvas SD-V1.5

39Time (s)

7

Mar 17, 2026

14.04Forgetting Score (FS)

7

Mar 5, 2026

Sequential Retrain

91.33Forget Accuracy

7

Feb 26, 2026

CIFAR-100 class wolf (test)

76.38Accuracy Retention (Ar)

7

Feb 26, 2026

CIFAR-100 class DINO (test)

76.55Utility Ar

7

Feb 26, 2026

CIFAR-100 class sea (test)

76.35Utility (Ar)

7

Feb 26, 2026

CIFAR-100 class lamp (test)

76.5Ar (Accuracy Retention)

7

Feb 26, 2026

CIFAR-100 class baby (test)

76.7Utility (Ar)

7

Feb 26, 2026

RWKU Famous People Forget Set

52.2FB Score

7

Feb 26, 2026

TOFU 5% forget set

0FQ

7

Feb 26, 2026

Dolly-15k OOD triggers 1.0 (test)

47.2OOD ASR

7

Feb 26, 2026

Dolly-15k clean 1.0 (test)

Retrain (reference)

30.6Clean PPL

7

Feb 26, 2026

Dolly-15k Mistral-7B variant (OOD)

27.7OOD ASR

7

Feb 26, 2026

Dolly-15k Clean Mistral-7B variant (val)

Retrain (reference)

19.7Clean PPL

7

Feb 26, 2026

0.999ZRF Score

7

Feb 26, 2026

Page 16 of 22

Popular datasets

CIFAR TOFU ImageNet WMDP MUSE

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