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Papers Benchmarks Datasets Tasks

Accuracy Estimation research benchmarks – Page 2 · SOTA2 Research

Accuracy Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

3.14MAE (%)

11

Jun 5, 2026

3.18MAE (%)

11

Jun 5, 2026

3.44MAE

11

Jun 5, 2026

2.33MAE

11

Jun 5, 2026

3.5MAE (%)

11

Jun 5, 2026

3.02MAE (%)

11

Jun 5, 2026

1.15MAE (%)

11

Jun 5, 2026

2.14MAE (%)

11

Jun 5, 2026

11.42MAE (%)

11

Jun 5, 2026

4MAE

11

Jun 5, 2026

3.24MAE (%)

11

Jun 5, 2026

2.14MAE (%)

11

Jun 5, 2026

1.96MAE (%)

11

Jun 5, 2026

0.018Absolute Estimation Error

10

Feb 26, 2026

2.2Absolute Estimation Error

10

Feb 26, 2026

0.018Absolute Estimation Error

10

Feb 26, 2026

0.023Absolute Estimation Error

10

Feb 26, 2026

GTSD-D2 augmented dataset

84.71AUPR

8

Feb 26, 2026

Accuracy Monitor

0.894AUPR

4

Feb 26, 2026

Accuracy Monitor

79.66AUPR

4

Feb 26, 2026

CINIC-10 (test)

Accuracy Monitor

86.45AUPR

4

Feb 26, 2026

CIFAR-10 (test)

93.52AUPR

4

Feb 26, 2026

GTSD-OOD CIFAR-10 + GTSD-D2

Accuracy Monitor

0.909AUPR

4

Feb 26, 2026

Accuracy Monitor

65.85AUPR

4

Feb 26, 2026

2.7Mean Error (Mean)

3

Feb 26, 2026

Page 2 of 3

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