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Papers Benchmarks Datasets Tasks

Tabular Classification research benchmarks – Page 6 · SOTA2 Research

Tabular Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

67.4Macro F1

9

Feb 26, 2026

80.1Macro F1

9

Feb 26, 2026

83.3Clean Accuracy

9

Jun 11, 2026

visualizing-hamster 708 (test)

Summary Boosting

0.207Test Error

9

Feb 26, 2026

haberman-survival (test)

Summary Boosting

0.25Error Rate

9

Feb 26, 2026

ecoli 1011 (test)

0.036Test Error

9

Feb 26, 2026

vertebra-column 1524 (test)

0.135Test Error

9

Feb 26, 2026

statlog-heart (test)

0.122Test Error

9

Feb 26, 2026

vehicle 54 (test)

11.1Test Error (%)

9

Feb 26, 2026

somerville-happiness-survey (test)

0.326Test Error

9

Feb 26, 2026

blood-transfusion-center (1464) (test)

20.9Test Error

9

Feb 26, 2026

wine 43571 (test)

4Test Error

9

Feb 26, 2026

45Error Rate

9

Feb 26, 2026

iris (61) (test)

2.7Test Error Rate

9

Feb 26, 2026

caesarian 42901 (test)

Summary Boosting

30Test Error

9

Feb 26, 2026

93.4Accuracy

9

Feb 26, 2026

89.7Accuracy

9

Feb 26, 2026

91.2Accuracy

9

Feb 26, 2026

TALENT large-N subset (>20,000 samples)

9.31Average Rank

8

Jun 8, 2026

16-dataset benchmark expanded

11.9Delta Accuracy (pp)

8

Jun 5, 2026

expanded 16-dataset benchmark

11.9Delta Accuracy (pp)

8

Jun 5, 2026

100F1 Score

8

May 18, 2026

tic-tac-toe (test)

100F1 Score

8

May 18, 2026

100F1 Score

8

May 18, 2026

mushroom (test)

100F1 Score

8

May 18, 2026

Page 6 of 15

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