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Group Robustness research benchmarks · SOTA2 Research

Group Robustness

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CivilComments-WILDS (test)

67WG Accuracy

40

Feb 26, 2026

CheXpert (test)

73.4WGA

22

Feb 26, 2026

UrbanCars-B (test)

84.27WGA

13

Jun 4, 2026

MetaShift (test)

79.4WGA

13

Jun 4, 2026

83.37Worst Group Accuracy (WGA)

13

Jun 4, 2026

Waterbirds (test)

92.67WGA

13

Jun 4, 2026

Waterbirds 100%

79.7Worst Group Accuracy

11

Mar 23, 2026

89.7Worst Group Accuracy

11

Mar 23, 2026

Amazon-WILDS (test)

Contrast. Adapter

87.9WG Accuracy

7

Feb 26, 2026

Popular datasets

Waterbirds CheXpert CivilComments-WILDS AMAZON-WILDS CMNIST

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