Machine-generated text detection on DetectRL Multi-Topic (in-domain) benchmark leaderboard · SOTA2 Research

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

1arXiv ScorekNNProxy

Evaluation Results

Method	Links
kNNProxy2026.04		1	0.997	0.998	1	0.999	14.83
kNNProxy2026.04		0.998	0.987	0.988	0.997	0.992	71.03
Likelihood2026.04		0.988	0.457	0.68	0.758	0.632	—
kNNProxy2026.04		0.986	0.966	0.982	0.997	0.983	55.54
Binoculars2026.04		0.84	0.774	0.944	0.9	0.87	—
LRR2026.04		0.705	0.501	0.647	0.766	0.655	—
Revise-Detect2026.04		0.704	0.503	0.732	0.75	0.678	—
DNA-GPT2026.04		0.674	0.642	0.69	0.782	0.697	—
LogRank2026.04		0.67	0.467	0.676	0.764	0.644	—
Rank2026.04		0.572	0.369	0.563	0.551	0.511	—
NPR2026.04		0.539	0.346	0.55	0.501	0.489	—
Entropy2026.04		0.484	0.678	0.391	0.288	0.465	—
Fast-DetectGPT2026.04		0.437	0.392	0.742	0.77	0.58	—
DetectGPT2026.04		0.222	0.122	0.59	0.444	0.344	—