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Papers Benchmarks Datasets Tasks

Unlearning research benchmarks – Page 2 · SOTA2 Research

Unlearning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

79.6Bio Accuracy

12

May 27, 2026

TOFU Llama 2 1.0 (forget 10%)

85.14UFE

12

May 22, 2026

TOFU Llama 2 1.0 (forget 5%)

88.11UFE Score

12

May 22, 2026

TOFU Llama 2 1.0 (forget 1%)

92.02UFE

12

May 22, 2026

TOFU Phi 1.5 1.0 (forget 10%)

66.88UFE

12

May 22, 2026

TOFU Phi 1.5 1.0 (forget 1%)

74.62UFE

12

May 22, 2026

80Accuracy

11

Apr 20, 2026

DomainNet Average

67.8A_Dr

11

Apr 10, 2026

DomainNet r → p

Original (SF(DA)2)

75A_Dr

11

Apr 10, 2026

DomainNet r → c

65.7A_Dr

11

Apr 10, 2026

DomainNet r → s

Original (SF(DA)2)

55.9A_Dr

11

Apr 10, 2026

DomainNet p → r

78.5A_Dr

11

Apr 10, 2026

5WBENCH Factify

99FSR (Who)

10

Jun 1, 2026

TOFU (forget05 retain95)

100FSR (%)

10

Jun 1, 2026

0.991Probability

10

Feb 26, 2026

TOFU (forget01)

92Forgetting Quality (F.Q.)

10

Feb 26, 2026

0.628WMDPbio Score

9

Mar 31, 2026

0.489WMDP Score

9

Mar 31, 2026

CIFAR-10 Random Forget (50%)

100Unlearn Acc

9

Feb 26, 2026

CIFAR-10 Random Forget (10%)

99.25Unlearn Accuracy

9

Feb 26, 2026

CIFAR-10 50% class-wise forgetting (train test)

99.9Utility Retention (Train, D^r)

8

Apr 13, 2026

CIFAR-10 30% class-wise forgetting (train test)

99.3Utility Retention D^train_r

8

Apr 13, 2026

Smooth Strongly Convex Stochastic Optimization (SCO)

1Excess Risk Rate

6

Jun 2, 2026

57Forget Rate

6

Apr 21, 2026

OfficeHome T1 1.0 (test)

Original (SF(DA)2)

63.6A -> C

6

Apr 10, 2026

Page 2 of 3

Popular datasets

TOFU DomainNet WMDP OfficeHome CIFAR

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