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Topic Classification research benchmarks – Page 3 · SOTA2 Research

Topic Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AG News adversarial (test)

94.2Accuracy

6

Feb 26, 2026

31.76Error Rate (%)

6

Feb 26, 2026

70.68AUROC

5

Jun 5, 2026

78.18Micro F1

5

May 1, 2026

AoE Topic Classification (test)

88.7Accuracy

5

Apr 24, 2026

SIB200 80 baseline-supported languages (common)

100.75CLT Ratio

5

Mar 18, 2026

SIB200 (199 languages (all))

99.41CLT Ratio

5

Mar 18, 2026

SIB 176 languages

63.4Score

5

Feb 26, 2026

DBpedia standard (test)

99.3Accuracy

5

Feb 26, 2026

AG's news standard (test)

94.4Accuracy

5

Feb 26, 2026

AGNews HiddenKiller attack

94.3Precision

4

Feb 26, 2026

98.5Accuracy

4

Feb 26, 2026

AG's News (test)

-14.96Delta PPL

4

Feb 26, 2026

AG News d=256 (test)

91.4Accuracy

3

Mar 9, 2026

90.97F1 Score

2

Jun 2, 2026

79.5Accuracy (ACC)

2

May 14, 2026

25.5Accuracy

2

Mar 31, 2026

AG News BERT-base width (test)

91.52Accuracy

2

Mar 9, 2026

Alchemist with GPT-3.5

96.8Accuracy

2

Feb 26, 2026

Alchemist with GPT-3.5

34.6Accuracy

2

Feb 26, 2026

Composite Distance

14.4Performance Loss

1

Mar 24, 2026

Page 3 of 3

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AG News AGNews AG's News DBPedia SIB

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