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Papers Benchmarks Datasets Tasks

Machine Unlearning research benchmarks – Page 7 · SOTA2 Research

Machine Unlearning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

76.1Unlearn Score

16

Mar 31, 2026

CIFAR-10 Random Forget (10%)

100Unlearn Accuracy

16

Feb 26, 2026

44Forget Accuracy

16

Feb 26, 2026

42Forget Accuracy

16

Feb 26, 2026

0VerbMem on DF

16

Feb 26, 2026

MLP Breaking + CIR

75.4MMLU

15

May 13, 2026

MLP Breaking + CIR + MCU

75.1MMLU

15

May 13, 2026

TOFU 20% known forget set (DFuk)

17.35Recovery Rate

15

Apr 27, 2026

99.8VerbMem (No Q)

15

Apr 21, 2026

MUSE-Books RELEARN-25%

98.425Forgetting Rate (VerbMem)

15

Mar 31, 2026

MUSE-Books Relearn 50%

90.974Forgetting Score (No VerbMem)

15

Mar 31, 2026

MUSE (forget set (Df) and retain set (Dr))

58.4VerbMem (Df)

15

Apr 16, 2026

SalUn (Quan. 4 bit)

58.91Forget Accuracy

15

Mar 17, 2026

Sequential Unlearning Concepts (T1-T6) Stable Diffusion XL, SD v1.5, SANA

100UA (T1)

15

Mar 4, 2026

CIFAR-10 Random Forget 50% (train)

100Unlearn Acc

15

Apr 13, 2026

Original (Zephyr-7B)

64.7Bio Score

15

Mar 16, 2026

RWKU Llama 3.1 8B (Neighbor Set)

95.6FB

15

Feb 26, 2026

0.011ES Unlearning

14

Jun 18, 2026

Fully Fine-tuned

92ES Un.

14

Jun 18, 2026

42.43Accuracy (Cyber)

14

Jun 11, 2026

Sports & Outdoors

19.1Unlearning Time (minutes)

14

Jun 9, 2026

Industrial & Scientific

20.3Unlearning Time (minutes)

14

Jun 9, 2026

TOFU finetuned Llama-2-7b-chat (forget set)

99.51Probability

14

Apr 16, 2026

CIFAR-100 Non-IID (1% forget data)

52Test Accuracy

14

Apr 14, 2026

TOFU Llama3.1-8B (forget10)

98Forgetting Quality (FQ)

14

Jun 5, 2026

Page 7 of 22

Popular datasets

CIFAR TOFU ImageNet WMDP MUSE

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