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Papers Benchmarks Datasets Tasks

Machine Unlearning research benchmarks – Page 18 · SOTA2 Research

Machine Unlearning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Alpaca-57k (OOD)

41.4Delta ASR

6

Feb 26, 2026

Alpaca 57k (Seen)

96.7Delta ASR

6

Feb 26, 2026

14.3VerbMem

6

Feb 26, 2026

0.143VerbMem

6

Feb 26, 2026

14.3VerbMem

6

Feb 26, 2026

CIFAR-100 1.0 (test)

1ToW

6

Feb 26, 2026

CIFAR10 ResNet18 (test)

94.7Utility Before Unlearning

5

Jun 30, 2026

EUPG (ϵ=1, δ=0)

23.53Unlearning Runtime (s)

5

Jun 30, 2026

PathMNIST 50% removal binary (test)

99Specificity

5

Apr 28, 2026

PathMNIST 20% removal binary (test)

99Specificity

5

Apr 28, 2026

DermaMNIST 50% removal binary (test)

87Specificity

5

Apr 28, 2026

DermaMNIST 20% removal binary (test)

90Specificity

5

Apr 28, 2026

Adult Census Income Random Feature Forgetting (test)

84Overall Accuracy (OA)

5

Apr 14, 2026

1.422Unlearning Time (min)

5

Apr 7, 2026

CUB-200 KR 2011 (test)

86.81Df

5

Feb 26, 2026

CUB 200 2011 (test)

94.82Df (Forgetting)

5

Feb 26, 2026

Lacuna-10-KR (test)

100Df

5

Feb 26, 2026

Lacuna-10 (test)

100Df

5

Feb 26, 2026

Lacuna-100-KR (test)

95.48Df (Differential Forgetting)

5

Feb 26, 2026

Lacuna-100 (test)

94.58Df

5

Feb 26, 2026

MNIST Forget Set (class 7)

89.55Accuracy (Forget Set)

4

Jun 12, 2026

MNIST Retain Set (classes 1-6 and 8-9)

93.51Accuracy

4

Jun 12, 2026

CASIA-WebFace Forget 500 Class

99Accuracy (Forget)

4

Jun 1, 2026

Tiny-ImageNet Forget 10 Class

99.68Accuracy (Forgetting)

4

Jun 1, 2026

3.1Refusal Rate

4

May 27, 2026

Page 18 of 22

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