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Harmful prompt detection research benchmarks · SOTA2 Research

Harmful prompt detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

81.3F1 Score

29

Jul 8, 2026

Ayub & Majumdar

100F1 Score

27

Jul 3, 2026

100F1 Score

27

Jul 3, 2026

97.44F1 Score

20

Jun 2, 2026

Combined Average

90.18F1 Score (Combined Average)

17

Jun 2, 2026

97.55F1 Score

17

Jun 2, 2026

88.52F1 Score

17

Jun 2, 2026

76.51F1 Score

17

Jun 2, 2026

Detoxify (Orig)

98Precision

11

Apr 9, 2026

Detoxify (Orig)

100Precision

6

Apr 9, 2026

100Precision

6

Apr 9, 2026

99Accuracy

6

Apr 9, 2026

66Accuracy

6

Apr 9, 2026

99Accuracy

6

Apr 9, 2026

Detoxify (Orig)

100Precision

6

Apr 9, 2026

98Precision

6

Apr 9, 2026

AdvBench & XSTest (held-out evaluation sets)

0.964AUROC (Harmful/Normal)

6

Mar 31, 2026

Detoxify (Orig)

97Precision

5

Apr 9, 2026

Detoxify (Orig)

99Precision

5

Apr 9, 2026

Detoxify (Orig)

96Precision

5

Apr 9, 2026

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