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Machine-Generated Text Detection on Essay (test)

99.91GPT4All Score

FourierGPT-Mult

Updated 16d ago

Evaluation Results

Method
FourierGPT-Mult 2026.05	99.91	-	-	99.64	98.62	99.96	1.82	-	67.47
AdaGPT-Mult 2026.05	99.09	-	-	97.87	93.46	99.64	36.53	-	84.11
FastGPT-Mult 2026.05	98.72	-	-	97.91	92.74	99.6	40.27	-	85.25
FourierGPT 2026.05	98.13	-	-	91.6	97.61	98.35	0	-	64.29
Binoculars-Mult 2026.05	98.09	-	-	96.62	83.77	99.11	38.13	-	84.47
DetectLLM-Mult 2026.05	98.04	-	-	95.64	82.15	98.97	33.91	-	82.32
Likelihood-Mult 2026.05	98	-	-	95.47	82.24	98.93	34.98	-	82.65
DetectGPT-Mult 2026.05	97.86	-	-	95.6	82.15	98.84	33.11	-	82.32
Binoculars-M 2026.05	97.72	-	-	97.38	80.24	99.38	59.51	-	88.95
Log-Rank-Mult 2026.05	96.49	-	-	93.29	75.89	98.44	30.62	-	79.51
FourierGPT-M 2026.05	95.03	-	-	96.8	98.52	99.69	0	-	65.01
Binoculars 2026.05	94.94	-	-	97.47	73.89	99.6	44.62	-	84.74
DNA-GPT-M 2026.02	93.85	-	-	88.44	56.42	96.83	33.33	86.22	75.85
Entropy-Mult 2026.05	91.89	-	-	81.91	91.55	97.46	9.78	-	64.6
Likelihood-M 2026.02	87.47	-	-	90.36	55.47	97.19	40.4	96.27	77.86
Likelihood-M 2026.05	87.47	-	-	90.36	55.47	97.19	40.44	-	77.87
Log-Rank-M 2026.02	87.38	-	-	88.89	52.12	98.04	31.69	94.22	75.39
Log-Rank-M 2026.05	87.38	-	-	88.89	52.12	98.04	31.69	-	75.39
Log-Rank 2026.02	62.69	-	-	79.07	25.11	95.71	19.2	80.89	60.44
Log-Rank 2026.05	62.69	-	-	79.07	25.11	95.71	19.2	-	60.44
DNA-GPT 2026.02	57.68	-	-	63.24	22.2	84.82	16.67	56.27	50.15
Likelihood 2026.02	46.33	-	-	68.62	20.67	92.86	12.31	73.6	52.4
Likelihood 2026.05	46.33	-	-	68.62	20.67	92.86	12.36	-	52.41
DetectGPT-M 2026.02	41.23	-	-	46.98	18.38	41.83	8.8	65.87	37.18
DetectGPT-M 2026.05	41.23	-	-	46.93	18.38	41.83	8.8	-	37.17
AdaGPT-M 2026.05	26.15	-	-	26.09	38.81	52.54	0.71	-	24.17
FastGPT-M 2026.02	23.92	-	-	30	32.89	55.54	0.67	16.44	26.58
FastGPT-M 2026.05	23.92	-	-	30	32.89	55.54	0.67	-	26.58
AdaGPT 2026.05	22.23	-	-	20.67	30.98	46.52	0.76	-	20.3
Entropy-M 2026.02	15.63	-	-	41.24	16.95	40.85	23.2	49.91	31.3
Entropy-M 2026.05	15.63	-	-	41.24	16.95	40.85	23.2	-	31.3
DetectLLM-M 2026.05	15.44	-	-	17.96	12.41	25.49	5.47	-	15.29
DetectLLM 2026.05	3.01	-	-	1.02	1.96	1.25	0.09	-	1.27
Entropy 2026.02	2.73	-	-	7.16	2.29	6.88	3.91	13.24	6.04
Entropy 2026.05	2.73	-	-	7.16	2.29	6.88	3.91	-	6.04
FastGPT 2026.02	1.59	-	-	1.64	0.29	2.72	3.47	16.89	4.43
FastGPT 2026.05	1.59	-	-	1.64	0.29	2.72	3.47	-	4.43
DetectGPT 2026.02	0	-	-	0	0	0	0.89	0	0.15
DetectGPT 2026.05	0	-	-	0	0	0	0.89	-	0.15
Likelihood 2026.02	-	46.24	96.16	-	-	-	-	-	-
Likelihood-M 2026.02	-	89.38	98.77	-	-	-	-	-	-
Log-Rank 2026.02	-	62.69	96.55	-	-	-	-	-	-
Log-Rank-M 2026.02	-	87.15	98.56	-	-	-	-	-	-
Entropy 2026.02	-	2.73	74.19	-	-	-	-	-	-
Entropy-M 2026.02	-	12.76	83.33	-	-	-	-	-	-
DetectGPT 2026.02	-	0	50.15	-	-	-	-	-	-
DetectGPT-M 2026.02	-	41.09	94.98	-	-	-	-	-	-
FastGPT 2026.02	-	1.59	64.63	-	-	-	-	-	-
FastGPT-M 2026.02	-	86.68	86.68	-	-	-	-	-	-
DNA-GPT 2026.02	-	40.77	96.28	-	-	-	-	-	-
DNA-GPT-M 2026.02	-	89.02	99.32	-	-	-	-	-	-
Likelihood-M 2026.02	-	92	99.58	-	-	-	-	-	-
Log-Rank-M 2026.02	-	88.8	99.4	-	-	-	-	-	-
DNA-GPT-M 2026.02	-	94.62	99.76	-	-	-	-	-	-
Likelihood-M 2026.02	-	97.1	99.56	-	-	-	-	-	-