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LLM-generated text detection research benchmarks – Page 3 · SOTA2 Research

LLM-generated text detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Fast-DetectGPT Claude3 Sonnet, XSum

98.7AUROC

9

Feb 26, 2026

Fast-DetectGPT Claude3 Sonnet PubMed

0.964AUROC

9

Feb 26, 2026

Fast-DetectGPT Claude3 Haiku WP-s

99.8AUROC

9

Feb 26, 2026

Fast-DetectGPT Claude3 Haiku XSum

99.8AUROC

9

Feb 26, 2026

Fast-DetectGPT Claude3 Haiku PubMed

0.963AUROC

9

Feb 26, 2026

RAID Wikipedia-related samples

99.35GPT-4 Performance Score

8

Feb 26, 2026

RAID Wikipedia Paraphrased Phi-4

0.868ROC AUC

8

Feb 26, 2026

RAID Wikipedia Paraphrased Grok-3-mini

0.891ROC AUC

8

Feb 26, 2026

RAID Wikipedia Paraphrased DeepSeek-V3-0324

0.893ROC AUC

8

Feb 26, 2026

RAID Wikipedia Paraphrased GPT-4.1

0.917ROC AUC

8

Feb 26, 2026

RAID Wikipedia Paraphrased GPT-4o-mini

0.907ROC AUC

8

Feb 26, 2026

RAID Wikipedia-related (all)

89.12GPT-4 Score

8

Feb 26, 2026

RAID Wikipedia-related

99.94GPT-4 Score

8

Feb 26, 2026

1ROC AUC

8

Feb 26, 2026

99.92ROC AUC

8

Feb 26, 2026

1ROC AUC

8

Feb 26, 2026

100ROC AUC

8

Feb 26, 2026

100ROC AUC

8

Feb 26, 2026

100ROC AUC

8

Feb 26, 2026

100ROC AUC

8

Feb 26, 2026

XSum Polish 4o-mini short text

0.746AUROC

8

Feb 26, 2026

XSum Revise 4o-mini short text

0.805AUROC

8

Feb 26, 2026

XSum Paraphrase 4o short text

0.823AUROC

8

Feb 26, 2026

XSum Paraphrase 4o-mini short text

80.99AUROC

8

Feb 26, 2026

MAGE QA short text (<= 30 words)

0.975AUROC

8

Feb 26, 2026

Page 3 of 5

Popular datasets

Fast-DetectGPT RAID Xsum DetectRL HC3

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