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Papers Benchmarks Datasets Tasks

Conformal Prediction research benchmarks – Page 9 · SOTA2 Research

Conformal Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CALCE US06 45°C real shift (out-of-distribution)

72.418Coverage

2

Jul 7, 2026

CALCE FUDS (in-distribution)

Unweighted EnbPI

94.998Coverage

2

Jul 7, 2026

Synthetic setups beyond XNOR

90.1Group Coverage

2

May 13, 2026

Long-form QA events

Adaptive Conformal Prediction

82.62Coverage

2

Apr 16, 2026

Long-form QA landmarks

80.39Coverage

2

Apr 16, 2026

Long-form QA movies

87.71Coverage

2

Apr 16, 2026

Long-form QA cities

86.35Coverage

2

Apr 16, 2026

Long-form QA books

85.73Coverage

2

Apr 16, 2026

Long-form QA artworks

Adaptive Conformal Prediction

76.9Coverage

2

Apr 16, 2026

Long-form QA persons

Adaptive Conformal Prediction

79.82Coverage

2

Apr 16, 2026

Long-form QA inventions

85.12Coverage

2

Apr 16, 2026

90Empirical Coverage

2

Feb 26, 2026

90Empirical Coverage

2

Feb 26, 2026

90Empirical Coverage

2

Feb 26, 2026

S-Curve synthetic (test)

90Coverage

2

Feb 26, 2026

Circle synthetic (test)

91Coverage

2

Feb 26, 2026

Moon synthetic (test)

90Coverage

2

Feb 26, 2026

WikiText-103 (test)

Vocabulary-Aware Conformal Prediction (VACP)

90.1Coverage

2

Feb 26, 2026

SQuAD (held-out samples)

Vocabulary-Aware Conformal Prediction (VACP)

89.7Coverage

1

Feb 26, 2026

Contaminated regression data Score-visible regime, ε=0.2, m=320 synthetic (test)

—

—Primary metric

0

May 8, 2026

Seattle house price dataset (test)

—

—Primary metric

0

Apr 9, 2026

Synthetic Dataset Random Attack (test)

—

—Primary metric

0

Feb 26, 2026

Synthetic Dataset Coverage Attack (test)

—

—Primary metric

0

Feb 26, 2026

Synthetic Dataset Efficiency Attack (test)

—

—Primary metric

0

Feb 26, 2026

Changepoint (test)

—

—Primary metric

0

Feb 26, 2026

Page 9 of 9

Popular datasets

Synthetic Data CIFAR ImageNet Long-form QA Synthetic

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