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Watermark Detection research benchmarks – Page 6 · SOTA2 Research

Watermark Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1F1

6

Feb 26, 2026

C4 10% insertion attack

100TPR

5

Jun 24, 2026

C4 10% deletion attack

100True Positive Rate (TPR)

5

Jun 24, 2026

C4 10% substitution attack

100TPR

5

Jun 24, 2026

C4 clean setting T = 500

100TPR

5

Jun 24, 2026

Regenerated (attacked) images (test)

98Accuracy

5

May 20, 2026

LLM-generated text detection-side

1.06Detection GFLOPs

5

May 13, 2026

DIPPER Lex=60, Ord=80

89.56ROC-AUC

5

May 13, 2026

DIPPER Lex=60, Ord=20

0.899ROC AUC

5

May 13, 2026

DIPPER Lex=60, Ord=0

0.913ROC-AUC

5

May 13, 2026

100TPR

5

Apr 20, 2026

96.95True Positive Rate (TPR)

5

Apr 20, 2026

37.05PSNR

5

Apr 14, 2026

AI-generated text gpt-o3-mini (test)

100TPR @ 4% FPR

5

Apr 7, 2026

7.81Latency (s)

5

Feb 26, 2026

Alpaca instruction-following 52K

61.67TPR

5

Feb 26, 2026

WikiText, IMDB, AG News, Yelp Polarity mixed human-written corpus (test)

0.5FPR (%)

5

Feb 26, 2026

0.008P-Value

5

Feb 26, 2026

1F1 Score

5

Feb 26, 2026

ELI5 T5-Large Attack

0.998ROC-AUC

4

May 13, 2026

ELI5 Clean Text

1ROC-AUC

4

May 13, 2026

LLM-generated text WM-removal attack

99.72ROC-AUC

4

May 13, 2026

LLM-generated text OPT-2.7B paraphrasing attack

99.31ROC-AUC

4

May 13, 2026

LLM-generated text DIPPER attack

0.896ROC-AUC

4

May 13, 2026

LLM-generated text No attack

1ROC-AUC

4

May 13, 2026

Page 6 of 8

Popular datasets

C4 Llama Stable Diffusion human-authored texts ImageNet

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