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Papers Benchmarks Datasets Tasks

Pre-training Data Detection research benchmarks · SOTA2 Research

Pre-training Data Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ArXivTection (test)

99.1Power

72

May 22, 2026

0.99AUROC

30

Mar 6, 2026

BookTection (test)

0.98AUROC

30

Mar 6, 2026

96AUROC

30

Mar 6, 2026

0.69AUROC (Wikipedia)

30

Mar 6, 2026

WikiMIA Original Length 32

85.9AUROC

21

Feb 26, 2026

Probe w. Synthetic Data

67.3AUC

16

Feb 26, 2026

Probe w. Synthetic Data

57.4AUC

15

Feb 26, 2026

Probe w. Synthetic Data

0.603AUC

14

Feb 26, 2026

WikiMIA Paraphrased Length 128

73.3AUROC

2

Feb 26, 2026

WikiMIA Original Length 128

75.9AUROC

2

Feb 26, 2026

WikiMIA Paraphrased Length 64

0.706AUROC

2

Feb 26, 2026

WikiMIA Original Length 64

74.8AUROC

2

Feb 26, 2026

WikiMIA Paraphrased Length 32

70.9AUROC

2

Feb 26, 2026

Popular datasets

WikiMIA ArxivMIA MIMIR BookMIA ArXivTection

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