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AI-generated text detection on Peer-Review Gemini generated

43.96TPR @ FPR=0.1%

Calibrated DMAP

Updated 26d ago

Evaluation Results

Method	Links
Calibrated DMAP 2026.05		43.96	71.25	0.9788
Calibrated Log-Surprisal 2026.05		38.08	67.73	0.9686
DALD 2026.05		12.08	33.75	0.8646
DMAP 2026.05		5.76	37.81	0.9523
Calibrated Token Fast-Detect 2026.05		2.73	24.4	0.8609
Calibrated Log-Rank 2026.05		0.92	18.5	0.8346
Calibrated Token NPR 2026.05		0.81	15.3	0.8129
Baseline Binoculars 2026.05		0.74	4.04	0.6255
Baseline Fast-DetectGPT 2026.05		0.23	1.89	0.6063
Token Fast-Detect 2026.05		0.22	1.86	0.6067
Token NPR 2026.05		0.18	1.52	0.5843
Baseline NPR 2026.05		0.11	1.28	0.5816
Baseline Log-Surprisal 2026.05		0	0.29	0.559
Baseline Log-Rank 2026.05		0	0.25	0.5269