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Text Classification research benchmarks – Page 29 · SOTA2 Research

Text Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93.32Accuracy

2

Feb 26, 2026

Amazon-5 (3m examples) (test)

34.17Error Rate

2

Feb 26, 2026

Yelp-5 (650k examples) (test)

29.32Error Rate

2

Feb 26, 2026

62.3Exact Match

2

Feb 26, 2026

Composite Distance

46.7Performance Loss

1

Mar 24, 2026

Social Factors Plain-text OOD (test)

—

—Accuracy

0

Feb 26, 2026

Trustworthiness Plain-text OOD (test)

—

—Accuracy

0

Feb 26, 2026

Ideology Plain-text OOD (test)

—

—Accuracy

0

Feb 26, 2026

Misinformation Plain-text OOD (test)

—

—Accuracy

0

Feb 26, 2026

Figurative language Plain-text OOD (test)

—

—Accuracy

0

Feb 26, 2026

Humor Plain-text OOD (test)

—

—Accuracy

0

Feb 26, 2026

Emotion Plain-text OOD (test)

—

—Accuracy

0

Feb 26, 2026

—

—Delta ASR

0

Feb 26, 2026

—

—CACC

0

Feb 26, 2026

Page 29 of 29

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