SOTA Training Data Detection on LIMO and PapersWithCode

33.5TPR@1%FPR

Token Probability Deviation

Updated 23d ago

Evaluation Results

Method	Links
Token Probability Deviation 2025.10		33.5
Token Probability Deviation 2025.10		25.6
Generated Perplexity 2025.10		22.6
Generated MIN-K% 2025.10		22.6
Token Probability Deviation 2025.10		22.6
Generated Perplexity 2025.10		17.1
Generated MIN-K% 2025.10		17.1
Generated Perplexity 2025.10		12.8
Generated MIN-K% 2025.10		12.8
Lowercase 2025.10		3.7
Entropy-Noise 2025.10		3.7
Entropy-Temp 2025.10		3
Self-Critique 2025.10		3
MIN-K%++ 2025.10		2.4
Neighbor 2025.10		1.8
MIN-K%++ 2025.10		1.8
Infilling Score 2025.10		1.8
Self-Critique 2025.10		1.8
Perplexity 2025.10		1.2
Neighbor 2025.10		1.2
MIN-K% 2025.10		1.2
Entropy-Temp 2025.10		1.2
Entropy-Temp 2025.10		1.2
Entropy-Noise 2025.10		1.2
Entropy-Noise 2025.10		1.2
Self-Critique 2025.10		1.2
Perplexity 2025.10		0.6
Lowercase 2025.10		0.6
Zlib 2025.10		0.6
Neighbor 2025.10		0.6
MIN-K% 2025.10		0.6
MIN-K%++ 2025.10		0.6
Infilling Score 2025.10		0.6
Perplexity 2025.10		0
Lowercase 2025.10		0
Zlib 2025.10		0
Zlib 2025.10		0
MIN-K% 2025.10		0
Infilling Score 2025.10		0