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Papers Benchmarks Datasets Tasks

Misuse Detection research benchmarks · SOTA2 Research

Misuse Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Misuse Categories Aggregate Summary

99AUC

9

Feb 26, 2026

Misuse Categories Automation (e-commerce)

Activation Classifier

100AUC

9

Feb 26, 2026

Misuse Categories Scam (Romance)

Activation Classifier

100AUC

9

Feb 26, 2026

Misuse Categories Scam (Tax Authority)

Llama Guard 4 (Meta)

99AUC

9

Feb 26, 2026

Misuse Categories Scam (Racism)

1AUC

9

Feb 26, 2026

Misuse Categories Scam (Elections)

0.99AUC

9

Feb 26, 2026

Misuse Categories Psychological Harm (Anti-LGBTQ)

Moderator (OpenAI)

100AUC

9

Feb 26, 2026

Misuse Categories Psychological Harm (Delusional)

99AUC

9

Feb 26, 2026

Misuse Categories Cybercrime (SQL Injection)

Activation Classifier

99AUC

9

Feb 26, 2026

Misuse Categories Cybercrime (Phishing)

0.99AUC

9

Feb 26, 2026

ToxiGen Homophobia (external)

98TPR

1

Feb 26, 2026

ToxiGen Ethnoracial (external)

91TPR

1

Feb 26, 2026

Reasoning Shield Political Risk (external)

97TPR

1

Feb 26, 2026

PKU Phishing Guidance (external)

76TPR

1

Feb 26, 2026

Popular datasets

Misuse Categories ToxiGen PKU Reasoning Shield

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