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

Machine-generated text detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WP Domain Generalization (DG-MGT)

93.35Accuracy

12

Jun 4, 2026

ELI5 Domain Generalization (DG-MGT)

91.79Accuracy

12

Jun 4, 2026

CMV Domain Generalization (DG-MGT)

92.13Accuracy

12

Jun 4, 2026

Sci In-Domain (IND-MGT)

92.9Accuracy

12

Jun 4, 2026

Yelp In-Domain (IND-MGT)

93.09Accuracy

12

Jun 4, 2026

SQuAD In-Domain (IND-MGT)

93.15Accuracy

12

Jun 4, 2026

HellaSwag In-Domain (IND-MGT)

96.3Accuracy

12

Jun 4, 2026

XSum In-Domain (IND-MGT)

91.7Accuracy

12

Jun 4, 2026

Average M4 benchmark (test)

100AUROC

12

May 6, 2026

WikiHow M4 benchmark (test)

100AUROC

12

May 6, 2026

Wikipedia M4 benchmark (test)

100AUROC

12

May 6, 2026

TravelTourism Llama-3-70B-Instruct (test)

Learn-to-Distance

0.996AUC

12

Feb 26, 2026

TechnicalWriting Llama-3-70B-Instruct (test)

Learn-to-Distance

99.8AUC

12

Feb 26, 2026

Sports Llama-3-70B-Instruct (test)

0.952AUC

12

Feb 26, 2026

Religious Llama-3-70B-Instruct (test)

0.995AUC

12

Feb 26, 2026

ProductReview Llama-3-70B-Instruct (test)

Learn-to-Distance

0.996AUC

12

Feb 26, 2026

PersonalCommunication Llama-3-70B-Instruct (test)

Learn-to-Distance

0.95AUC

12

Feb 26, 2026

OnlineContent Llama-3-70B-Instruct (test)

Learn-to-Distance

0.973AUC

12

Feb 26, 2026

NewsArticle Llama-3-70B-Instruct (test)

Learn-to-Distance

0.994AUC

12

Feb 26, 2026

MedicalText Llama-3-70B-Instruct (test)

Learn-to-Distance

0.937AUC

12

Feb 26, 2026

LiteratureCreativeWriting Llama-3-70B-Instruct (test)

Learn-to-Distance

0.992AUC

12

Feb 26, 2026

LegalDocument Llama-3-70B-Instruct (test)

0.99AUC

12

Feb 26, 2026

GovernmentPublic Llama-3-70B-Instruct (test)

Learn-to-Distance

97.2AUC

12

Feb 26, 2026

FoodCusine Llama-3-70B-Instruct (test)

Learn-to-Distance

0.999AUC

12

Feb 26, 2026

Finance Llama-3-70B-Instruct (test)

Learn-to-Distance

0.995AUC

12

Feb 26, 2026

Page 3 of 8

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