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Papers Benchmarks Datasets Tasks

Topic Classification research benchmarks – Page 2 · SOTA2 Research

Topic Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LLM w/o cascade

78.5Performance Score

11

May 19, 2026

84Accuracy (Xho)

11

Mar 24, 2026

MasakhaNEWS isiXhosa

97.3Macro F1

11

Mar 24, 2026

MasakhaNEWS English

93.1Macro-F1

11

Mar 24, 2026

79.95Accuracy

11

Apr 14, 2026

97.8Accuracy

11

Feb 26, 2026

DBpedia original (test)

99.2Accuracy

11

Feb 26, 2026

AG News original (test)

95.5Accuracy

11

Feb 26, 2026

AGNews non-IID distribution, alpha=0.1

85.22Accuracy

10

Mar 24, 2026

80.87Accuracy

10

Feb 26, 2026

SIB-200 Kazakh (test)

28.4Accuracy

9

Mar 24, 2026

UIT-VSFC (test)

89.34Accuracy

9

Jul 3, 2026

95.23Accuracy

8

Jun 19, 2026

91.42Accuracy

8

Mar 20, 2026

78.9Accuracy

8

Feb 26, 2026

81.4Accuracy

8

Feb 26, 2026

95.2Clean Accuracy

8

Feb 26, 2026

20 Newsgroups (20n) original (test)

75.3Accuracy

8

Feb 26, 2026

AG's News (test)

100ASR (Badnet)

7

Feb 26, 2026

95.6Accuracy

6

Jun 4, 2026

Yorùbá Topic Classification (test)

82.5F1 Score

6

Apr 8, 2026

AG News 30% symmetric noise (test)

91.66Accuracy

6

Feb 26, 2026

StackExchange (test)

67.56Acc

6

Feb 26, 2026

0.842Accuracy

6

Feb 26, 2026

82.23Accuracy

6

Feb 26, 2026

Page 2 of 3

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AG News AGNews AG's News DBPedia SIB

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