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Machine-generated text detection on DetectRL Multi-Topic (in-domain)

1arXiv Score

kNNProxy

Updated 15d ago

Evaluation Results

Method	Links
kNNProxy 2026.04		1	0.997	0.998	1	0.999	14.83
kNNProxy 2026.04		0.998	0.987	0.988	0.997	0.992	71.03
Likelihood 2026.04		0.988	0.457	0.68	0.758	0.632	-
kNNProxy 2026.04		0.986	0.966	0.982	0.997	0.983	55.54
Binoculars 2026.04		0.84	0.774	0.944	0.9	0.87	-
LRR 2026.04		0.705	0.501	0.647	0.766	0.655	-
Revise-Detect 2026.04		0.704	0.503	0.732	0.75	0.678	-
DNA-GPT 2026.04		0.674	0.642	0.69	0.782	0.697	-
LogRank 2026.04		0.67	0.467	0.676	0.764	0.644	-
Rank 2026.04		0.572	0.369	0.563	0.551	0.511	-
NPR 2026.04		0.539	0.346	0.55	0.501	0.489	-
Entropy 2026.04		0.484	0.678	0.391	0.288	0.465	-
Fast-DetectGPT 2026.04		0.437	0.392	0.742	0.77	0.58	-
DetectGPT 2026.04		0.222	0.122	0.59	0.444	0.344	-