SOTA Training data detection on S1 and PapersWithCode

47TPR@1%FPR

Token Probability Deviation

Updated 23d ago

Evaluation Results

Method	Links
Token Probability Deviation 2025.10		47
Token Probability Deviation 2025.10		37.5
Generated Perplexity 2025.10		35
Generated MIN-K% 2025.10		35
Token Probability Deviation 2025.10		34.5
Generated Perplexity 2025.10		23.5
Generated MIN-K% 2025.10		23.5
Generated Perplexity 2025.10		16
Generated MIN-K% 2025.10		16
Entropy-Temp 2025.10		13
Entropy-Temp 2025.10		12.5
Entropy-Temp 2025.10		6
Perplexity 2025.10		4
MIN-K% 2025.10		4
MIN-K%++ 2025.10		4
Neighbor 2025.10		3
Entropy-Noise 2025.10		3
Zlib 2025.10		2.5
Neighbor 2025.10		2.5
Neighbor 2025.10		2.5
MIN-K%++ 2025.10		2.5
Infilling Score 2025.10		2.5
Entropy-Noise 2025.10		2.5
Lowercase 2025.10		2
Infilling Score 2025.10		2
Perplexity 2025.10		1.5
Perplexity 2025.10		1.5
Lowercase 2025.10		1.5
Zlib 2025.10		1.5
MIN-K% 2025.10		1.5
Self-Critique 2025.10		1.5
MIN-K% 2025.10		1
Infilling Score 2025.10		1
Entropy-Noise 2025.10		1
Zlib 2025.10		0.5
Self-Critique 2025.10		0.5
Self-Critique 2025.10		0.5
Lowercase 2025.10		0
MIN-K%++ 2025.10		0