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Machine-Generated Text Detection on Essay (test)

97.1TPR @ FPR=1%

Likelihood-M

Updated 4d ago

Evaluation Results

Method	Links
Likelihood-M 2026.02		97.1	99.56	-	-	-	-	-	-	-
DNA-GPT-M 2026.02		94.62	99.76	-	-	-	-	-	-	-
Likelihood-M 2026.02		92	99.58	-	-	-	-	-	-	-
Likelihood-M 2026.02		89.38	98.77	-	-	-	-	-	-	-
DNA-GPT-M 2026.02		89.02	99.32	-	-	-	-	-	-	-
Log-Rank-M 2026.02		88.8	99.4	-	-	-	-	-	-	-
Log-Rank-M 2026.02		87.15	98.56	-	-	-	-	-	-	-
FastGPT-M 2026.02		86.68	86.68	-	-	-	-	-	-	-
Log-Rank 2026.02		62.69	96.55	-	-	-	-	-	-	-
Likelihood 2026.02		46.24	96.16	-	-	-	-	-	-	-
DetectGPT-M 2026.02		41.09	94.98	-	-	-	-	-	-	-
DNA-GPT 2026.02		40.77	96.28	-	-	-	-	-	-	-
Entropy-M 2026.02		12.76	83.33	-	-	-	-	-	-	-
Entropy 2026.02		2.73	74.19	-	-	-	-	-	-	-
FastGPT 2026.02		1.59	64.63	-	-	-	-	-	-	-
DetectGPT 2026.02		0	50.15	-	-	-	-	-	-	-
Likelihood 2026.02		-	-	46.33	68.62	20.67	92.86	12.31	73.6	52.4
Likelihood-M 2026.02		-	-	87.47	90.36	55.47	97.19	40.4	96.27	77.86
Log-Rank 2026.02		-	-	62.69	79.07	25.11	95.71	19.2	80.89	60.44
Log-Rank-M 2026.02		-	-	87.38	88.89	52.12	98.04	31.69	94.22	75.39
Entropy 2026.02		-	-	2.73	7.16	2.29	6.88	3.91	13.24	6.04
Entropy-M 2026.02		-	-	15.63	41.24	16.95	40.85	23.2	49.91	31.3
DetectGPT 2026.02		-	-	0	0	0	0	0.89	0	0.15
DetectGPT-M 2026.02		-	-	41.23	46.98	18.38	41.83	8.8	65.87	37.18
FastGPT 2026.02		-	-	1.59	1.64	0.29	2.72	3.47	16.89	4.43
FastGPT-M 2026.02		-	-	23.92	30	32.89	55.54	0.67	16.44	26.58
DNA-GPT 2026.02		-	-	57.68	63.24	22.2	84.82	16.67	56.27	50.15
DNA-GPT-M 2026.02		-	-	93.85	88.44	56.42	96.83	33.33	86.22	75.85