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Multi-class classification research benchmarks – Page 4 · SOTA2 Research

Multi-class classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

97.87Precision

10

May 19, 2026

BCIC 5-Class 2020-T3 (test)

0.513Cohen's Kappa

10

May 1, 2026

ISRUC S3 5-Class (test)

0.767Cohen's Kappa

10

May 1, 2026

SEED-V 5-Class (test)

0.274Cohen's Kappa

10

May 1, 2026

FACED 9-Class (test)

0.541Cohen's Kappa

10

May 1, 2026

Social VR harassment dataset

Transformer-based

70.57Accuracy

10

Apr 2, 2026

0.824Average G-mean

10

Feb 26, 2026

0.999Average G-mean

10

Feb 26, 2026

0.914Average G-mean

10

Feb 26, 2026

95.4Avg G-mean

10

Feb 26, 2026

0.954Average G-mean

10

Feb 26, 2026

0.992Average G-mean

10

Feb 26, 2026

0.992Average G-mean

10

Feb 26, 2026

99.4Average G-mean

10

Feb 26, 2026

0.956Avg G-mean

10

Feb 26, 2026

Amazon Review (AR)

44.06Accuracy

10

Feb 26, 2026

RL with rejection-based reward

0.324Loss

10

Feb 26, 2026

MecDDI (Scaffold Split)

21.97Accuracy

10

Feb 26, 2026

MecDDI (Cold Start Split)

44.39Accuracy

10

Feb 26, 2026

MecDDI (Random Split)

95.29Accuracy

10

Feb 26, 2026

54.8Accuracy

9

Jul 7, 2026

AICS Perturbation Dataset (5-fold cross-val)

45.6Accuracy

9

Jul 7, 2026

stomach infection (test)

0.975Accuracy

9

Feb 26, 2026

CIC MalMemAnalysis 2022 (test)

87.84Accuracy

9

Feb 26, 2026

SIXray + PIDray combined (test)

30.1mAP

9

Feb 26, 2026

Page 4 of 9

Popular datasets

CIFAR OpenML EBES ADNI CIFAR100

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