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Sentiment and topic classification research benchmarks · SOTA2 Research

Sentiment and topic classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

74.1Macro F1

18

Mar 5, 2026

89.3Macro-F1

13

Feb 26, 2026

96.4Macro F1

9

Feb 26, 2026

76.9Macro-F1

6

Feb 26, 2026

86Macro F1

6

Feb 26, 2026

Financial phrasebank

69.5Macro-F1

6

Feb 26, 2026

42.4Macro-F1

6

Feb 26, 2026

92.4Macro F1

3

Feb 26, 2026

31.4Macro F1

3

Feb 26, 2026

GPT-J (Original)

93.1Macro F1

3

Feb 26, 2026

87Macro F1

3

Feb 26, 2026

RoBERTa-large (Domain-context Calibration)

2.26Macro F1

3

Feb 26, 2026

DBpedia (DB) (test)

RoBERTa-large (Domain-context Calibration)

74.2Macro F1

3

Feb 26, 2026

Poem sentiment (PS) (test)

RoBERTa-large (Domain-context Calibration)

26.2Macro F1

3

Feb 26, 2026

Financial phrasebank (FP) (test)

RoBERTa-large (Domain-context Calibration)

43.3Macro F1

3

Feb 26, 2026

RoBERTa-large (Domain-context Calibration)

35.1Macro F1

3

Feb 26, 2026

RoBERTa-large (Domain-context Calibration)

82.5Macro F1

3

Feb 26, 2026

RoBERTa-large (Original)

82.3Macro F1

3

Feb 26, 2026

Popular datasets

SST Subj Trec MR CR

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