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Classification research benchmarks – Page 183 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UCI bean (test)

90.3Accuracy

3

Feb 26, 2026

UCI htru (test)

0.978Accuracy

3

Feb 26, 2026

UR-FUNNY MultiBench (test)

0.81Gap

3

Feb 26, 2026

MOSI MultiBench (test)

0.24Gap

3

Feb 26, 2026

TRANSFUSION (test)

80.06Accuracy

3

Feb 26, 2026

Adult Census UCI (test)

17.3Error Rate

3

Feb 26, 2026

Covertype UCI (test)

0.288Error Rate

3

Feb 26, 2026

Soundscape OOD datasets (HSN, NES, SNE, UHH, PER, SSW) inat-sounds 2024 (test)

Text-observation hashing framework (128-bit)

23.17HSN Score

3

Feb 26, 2026

HeadCT240K prospective (test)

71.8Cystic

3

Feb 26, 2026

96Accuracy

3

Feb 26, 2026

3D-POP (Sequence 19)

97Accuracy

3

Feb 26, 2026

3D-POP (Sequence 11)

96Accuracy

3

Feb 26, 2026

nuScenes (train)

88Avg Accuracy

3

Feb 26, 2026

73Avg Accuracy

3

Feb 26, 2026

80Avg Accuracy

3

Feb 26, 2026

96.38Score

3

Feb 26, 2026

Turkish Classification Datasets 6 datasets average

74.8CLF Score

3

Feb 26, 2026

71.7F1

3

Feb 26, 2026

98.41Base Score

3

Feb 26, 2026

0.988Base Accuracy

3

Feb 26, 2026

83.17Base Accuracy

3

Feb 26, 2026

CIFAR-10 25 labels per class

95.7Accuracy (Seed 0)

3

Feb 26, 2026

65.5Accuracy

3

Feb 26, 2026

TractOracle-Net

97Accuracy

3

Feb 26, 2026

Oxford 102 Flowers

PoisonedEncoder

69.9BA

3

Feb 26, 2026

Page 183 of 202

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