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LLM-generated text detection research benchmarks – Page 4 · SOTA2 Research

LLM-generated text detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MAGE News short text (<= 30 words)

93.48AUROC

8

Feb 26, 2026

MAGE DIPPER attack

77.44Human Score

8

Feb 26, 2026

Reddit GPT generation gpt-4o-mini (test)

99.36AUROC

7

Feb 26, 2026

Reddit Qwen generation (test)

0.986AUROC

7

Feb 26, 2026

Reddit Grok generation (test)

93.42AUROC

7

Feb 26, 2026

GB Creative Deepseek V3 (test)

0.996AUROC

5

Jul 7, 2026

GB Essay Deepseek V3 (test)

99.881AUROC

5

Jul 7, 2026

GB Essay Claude (test)

95.988AUROC

5

Jul 7, 2026

GB Creative Claude (test)

0.966AUROC

5

Jul 7, 2026

GB News Claude (test)

0.893AUROC

5

Jul 7, 2026

GB Creative GPT4o (test)

0.993AUROC

5

Jul 7, 2026

GB Essay GPT4o (test)

99.365AUROC

5

Jul 7, 2026

GB Creative ChatGPT (test)

0.994AUROC

5

Jul 7, 2026

GB News ChatGPT (test)

99.05AUROC

5

Jul 7, 2026

GB Essay ChatGPT (test)

99.81AUROC

5

Jul 7, 2026

ESL GPT4o Mini (test)

1AUROC

5

Jul 7, 2026

HC3 Plus (test)

0.985AUROC

5

Jul 7, 2026

0.995AUROC

5

Jul 7, 2026

AI vs Human (test)

95.143AUROC

5

Jul 7, 2026

Detect LLM Text (test)

99.219AUROC

5

Jul 7, 2026

99.69ChatGPT Score

5

Apr 24, 2026

DivScore (test)

98.03DeepSeek-R1 AUROC

5

Apr 24, 2026

XSum Fast-DetectGPT benchmark (300 samples)

0.958AUROC

5

Feb 26, 2026

WritingPrompts Fast-DetectGPT

98.8AUROC

5

Feb 26, 2026

HART (group-aware split)

98.39AUROC

4

Apr 7, 2026

Page 4 of 5

Popular datasets

Fast-DetectGPT RAID Xsum DetectRL HC3

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