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Machine-generated text detection on WritingPrompts

1AUROC

log p(x)

Updated 1mo ago

Evaluation Results

Method	Links
log p(x) 2025.01		1	-	-	-
log p(x) 2025.01		1	-	-	-
LogRank 2025.01		1	-	-	-
LogRank 2025.01		1	-	-	-
Ours 2025.01		1	-	-	-
Ours 2025.01		1	-	-	-
Ours 2025.01		1	-	-	-
Ours 2025.01		1	-	-	-
DetectGPT 2025.01		0.99	-	-	-
Binoculars 2025.01		0.99	-	-	-
Ours 2025.01		0.98	-	-	-
Ours 2025.01		0.98	-	-	-
LogRank 2025.01		0.97	-	-	-
DetectGPT 2025.01		0.97	-	-	-
Binoculars 2025.01		0.97	-	-	-
Roberta (base) 2025.01		0.97	-	-	-
Roberta (large) 2025.01		0.96	-	-	-
log p(x) 2025.01		0.95	-	-	-
Roberta (base) 2025.01		0.95	-	-	-
Roberta (large) 2025.01		0.93	-	-	-
Rank 2025.01		0.82	-	-	-
Rank 2025.01		0.81	-	-	-
Rank 2025.01		0.8	-	-	-
Roberta (base) 2025.01		0.74	-	-	-
DetectGPT 2025.01		0.68	-	-	-
Binoculars 2025.01		0.68	-	-	-
Roberta (large) 2025.01		0.65	-	-	-
Entropy 2025.01		0.36	-	-	-
Entropy 2025.01		0.04	-	-	-
Entropy 2025.01		0.02	-	-	-
Entropy 2026.04		-	0.8788	0.9039	0.9121
Likelihood 2026.04		-	0.8085	0.9523	0.8584
LogRank 2026.04		-	0.7892	0.9453	0.8412
DetectGPT 2026.04		-	0.5975	0.606	0.4732
Fast-DetectGPT 2026.04		-	0.9589	0.9801	0.9183
Lastde++ 2026.04		-	0.9185	0.9645	0.8441
Binoculars 2026.04		-	0.9779	0.9955	0.9736
DNA-DetectLLM 2026.04		-	0.9889	0.9973	0.9855
RAI 2026.04		-	0.945	0.9625	0.8785
LAPD 2026.04		-	0.9973	0.9977	0.9983