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Papers Benchmarks Datasets Tasks

Model Calibration research benchmarks – Page 2 · SOTA2 Research

Model Calibration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

5.3MAE

10

Feb 26, 2026

Reference Masking Regularization

0.105Smoothed ECE

8

Feb 26, 2026

Multi-domain aggregate

agreement-based consistency

23.2Agreement

5

Feb 26, 2026

8.1RMS Error

5

Feb 26, 2026

ImageNet V2 (val)

RandAugment + Soft Augmentation

3.18ECE

4

Feb 26, 2026

ImageNet-1K ILSVRC 2012 (val)

RandAugment + Soft Augmentation

2.78ECE

4

Feb 26, 2026

AKI prediction few-shot

XGBoost + Platt scaling

71AUROC

3

Jun 19, 2026

Page 2 of 2

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