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Active Learning research benchmarks – Page 3 · SOTA2 Research

Active Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

STL-10 Rotated (test)

62.6Overall Accuracy

7

Jul 2, 2026

63.3Overall Accuracy

7

Jul 2, 2026

Rotated CIFAR-10 (test)

79.7Overall Accuracy

7

Jul 2, 2026

Cifar100 LT r20

38.4AUBC

6

Apr 15, 2026

Cifar100 LT r10

43.2AUBC

6

Apr 15, 2026

0.44AUBC

6

Apr 15, 2026

51.2AUBC

6

Apr 15, 2026

1.784NLL

5

Jun 25, 2026

1.742NLL

5

Jun 25, 2026

WeChat (cold-start)

2.016NLL

5

Jun 25, 2026

2.021NLL

5

Jun 25, 2026

69.3yθ Accuracy

5

Jun 23, 2026

57Hit Rate (Initial)

4

Jun 9, 2026

Page 3 of 3

Popular datasets

CIFAR CIFAR10 CIFAR100 STL-10 MNIST

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