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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 85 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Yeast4 QP shift (test)

0.63F1 Score

9

Feb 26, 2026

Waterbirds (target domain)

93.13Avg Acc

9

Feb 26, 2026

1V Score

9

Feb 26, 2026

nuScenes (test)

97Avg Acc

9

Feb 26, 2026

64Average Accuracy

9

Feb 26, 2026

90Avg Accuracy

9

Feb 26, 2026

86.94Macro F1

9

Feb 26, 2026

91.53Macro-F1

9

Apr 21, 2026

JD.com Query-Product Relevance (test)

BERT-CoT (+RD&DS)

0.868Precision

9

Feb 26, 2026

61.5Accuracy

9

Feb 26, 2026

42.1Accuracy

9

Feb 26, 2026

MTBench Weather

55.7Accuracy

9

Feb 26, 2026

MTBench Finance

54.3Accuracy

9

Feb 26, 2026

93.92F1 Score

9

Feb 26, 2026

0.991Accuracy

9

Mar 18, 2026

91.79F1 Score

9

Feb 26, 2026

52.51-shot Accuracy

9

Feb 26, 2026

67.7Top-1 Acc

9

Feb 26, 2026

42.96Accuracy (Base)

9

Feb 26, 2026

94.8F1 Score

9

Jun 15, 2026

6 out-of-domain classification datasets (test)

65.2Accuracy

9

Feb 26, 2026

Academic (test)

13.74Test Error Rate

9

Feb 26, 2026

Clinical (test)

39.25Test Error Rate

9

Feb 26, 2026

25.72Test Error Rate

9

Feb 26, 2026

Flowers102 (test)

99.42Base Accuracy

9

Feb 26, 2026

Page 85 of 202

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