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AI-generated text detection on Peer-Review Claude generated

64.02TPR@FPR=0.1%

Calibrated DMAP

Updated 26d ago

Evaluation Results

Method	Links
Calibrated DMAP 2026.05		64.02	88.6	0.9943
Calibrated Log-Surprisal 2026.05		59.15	83.86	0.9897
DALD 2026.05		38.11	68.19	0.9646
Calibrated Token Fast-Detect 2026.05		11.02	46.25	0.9322
Calibrated Token NPR 2026.05		7.48	31.01	0.8996
Calibrated Log-Rank 2026.05		3.74	26.59	0.9104
DMAP 2026.05		0.87	13.52	0.8613
Baseline Binoculars 2026.05		0.25	1.66	0.5077
Baseline NPR 2026.05		0.11	0.96	0.4958
Token NPR 2026.05		0.07	0.63	0.5372
Baseline Fast-DetectGPT 2026.05		0.04	0.56	0.5433
Token Fast-Detect 2026.05		0.02	0.6	0.5453
Baseline Log-Surprisal 2026.05		0	0.02	0.5144
Baseline Log-Rank 2026.05		0	0.05	0.4791