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Concept Attribution research benchmarks · SOTA2 Research

Concept Attribution

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

94Avg F1

258

Feb 26, 2026

55Average Attribution F1

178

Feb 26, 2026

Direct Alignment

0.85F1 Score

160

Feb 26, 2026

71F1 (Concept)

80

Feb 26, 2026

Sarcasm Dataset

0.74Average F1

40

Feb 26, 2026

GoEmotions v1.0 (test)

42Average F1

38

Feb 26, 2026

51Avg Attribution F1

18

Feb 26, 2026

iSarcasm (test)

94Attribution F1

18

Feb 26, 2026

43Attribution F1

18

Feb 26, 2026

23Average Attribution F1

18

Feb 26, 2026

42Avg Attribution F1

18

Feb 26, 2026

LG-CAV (GA + CE + DSR)

99.23TCAV Score

18

Feb 26, 2026

98Object Score

3

Mar 4, 2026

Popular datasets

COCO Clevr GoEmotions iSarcasm PASCAL

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