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Machine-Generated Text Detection on TruthfulQA

98.38TPR@FPR-1% (ChatGLM)

FourierGPT-M

Updated 16d ago

Evaluation Results

Method
FourierGPT-M 2026.05	98.38	-	-	86.86	97.71	84.57	96.14	92.73
Binoculars-Mult 2026.05	98.34	-	-	87.35	97.38	86.88	96.5	93.29
FourierGPT-Mult 2026.05	98.28	-	-	86.52	97.56	85.46	96.48	92.86
DetectGPT-Mult 2026.05	98.23	-	-	87.48	97.49	85.32	96.43	92.99
FourierGPT 2026.05	98.15	-	-	86.75	97.79	84.39	96.3	92.68
AdaGPT-Mult 2026.05	98.05	-	-	85.6	96.92	82.24	95.3	91.62
Entropy-Mult 2026.05	97.96	-	-	85.84	97.5	86.65	96.32	92.86
DetectLLM-Mult 2026.05	97.79	-	-	86.55	97.17	84.59	95.43	92.3
Log-Rank-Mult 2026.05	97.74	-	-	84.18	96.88	84.92	95.72	91.89
Likelihood-Mult 2026.05	97.72	-	-	84.94	96.98	87.29	96.2	92.63
Log-Rank-M 2026.05	97.56	-	-	82.14	96.36	84.16	95.1	91.06
Entropy-M 2026.05	97.45	-	-	84.57	96.83	85.48	95.42	91.95
Likelihood-M 2026.05	97.14	-	-	83.7	94.2	86.61	94.37	91.2
Likelihood 2026.05	97.08	-	-	79.28	95.65	84.67	94.17	90.17
Log-Rank 2026.05	97.03	-	-	78.07	95.11	82.55	94.09	89.37
AdaGPT 2026.05	96.67	-	-	80.57	92.46	78.29	92.96	88.19
FastGPT-Mult 2026.05	96.65	-	-	82.38	96.97	85.38	94.72	91.22
FourierGPT-Mult 2026.05	96.56	-	-	69.51	93.14	56.79	89.52	81.1
FourierGPT-M 2026.05	96.45	-	-	70.1	92.69	56.28	89.18	80.94
FourierGPT 2026.05	96.28	-	-	69.51	92.24	56.33	89.12	80.7
FastGPT 2026.05	96.26	-	-	81.63	94.38	82.61	91.84	89.34
Entropy 2026.05	96.02	-	-	80.5	94.04	79.29	91.3	88.23
AdaGPT-M 2026.05	95.99	-	-	75.43	89.7	62.15	89.02	82.46
Entropy-Mult 2026.05	94.84	-	-	58.4	86.12	46.82	79.43	73.12
Binoculars 2026.05	93.93	-	-	75	90.4	85.19	90.35	86.97
FastGPT-M 2026.05	93.34	-	-	71.29	93.12	79.8	88.5	85.21
DetectGPT 2026.05	92.84	-	-	72.25	92.84	75.73	86.7	84.07
AdaGPT-Mult 2026.05	92.78	-	-	54.24	79.21	40.74	76.54	68.7
Likelihood-Mult 2026.05	90.61	-	-	57.47	77.62	45.1	75.69	69.3
Log-Rank-M 2026.05	90.61	-	-	44.48	83.57	47.74	79.26	69.13
Log-Rank-Mult 2026.05	89.46	-	-	53.65	84.53	46.48	81.47	71.12
FastGPT-Mult 2026.05	89.46	-	-	45.47	83.97	43.15	74.62	67.33
AdaGPT-M 2026.05	88.72	-	-	42.95	64.76	30.2	70.54	59.43
DetectGPT-Mult 2026.05	88.66	-	-	55.82	86.69	41.09	79.6	70.37
Binoculars-Mult 2026.05	87.8	-	-	53.89	70.99	44.7	74.79	66.43
DetectGPT-M 2026.05	87.21	-	-	80.43	81.58	75.07	82.52	81.36
Binoculars-M 2026.05	86.82	-	-	74.48	77.21	75.15	80.92	78.92
Entropy-M 2026.05	84.65	-	-	52.7	78.87	39.94	69.52	65.13
FastGPT-M 2026.05	83.27	-	-	30.31	73.94	35.76	63.46	57.35
Log-Rank 2026.05	83.22	-	-	16.45	54.5	40.17	59.26	50.72
Likelihood-M 2026.05	75.91	-	-	52.17	42.04	29.17	54.79	50.82
DetectLLM-Mult 2026.05	75.31	-	-	40.68	63.68	40.52	58.81	55.8
Likelihood 2026.05	73.54	-	-	17.74	52.01	38.45	50.14	46.38
AdaGPT 2026.05	71.99	-	-	36.02	47.31	19.54	50.76	45.12
DetectLLM 2026.05	70.21	-	-	63.13	72.73	61.57	70.07	67.54
FastGPT 2026.05	66.61	-	-	20.63	52.58	21.2	49.92	42.19
DetectLLM-M 2026.05	63.21	-	-	59.95	63.91	60.29	64.37	62.35
DetectGPT 2026.05	60.82	-	-	13.75	52.41	21.66	39.49	37.63
Entropy 2026.05	60.48	-	-	18.38	38.02	24.3	32.29	34.69
Binoculars-M 2026.05	46.65	-	-	12.86	10.2	17.59	24.08	22.28
Binoculars 2026.05	8.08	-	-	1.88	3.68	6.02	6.86	5.3
DetectLLM 2026.05	1.2	-	-	1.7	0.57	0.86	1.08	1.08
DetectLLM-M 2026.05	0.51	-	-	1.65	0.28	0.4	0.62	0.69
DetectGPT-M 2026.05	0.29	-	-	1.06	0.34	1.03	0.06	0.55
Likelihood 2026.02	-	38.45	84.67	-	-	-	-	-
Likelihood-E 2026.02	-	29.17	86.61	-	-	-	-	-
Log-Rank 2026.02	-	40.17	82.55	-	-	-	-	-
Log-Rank-E 2026.02	-	47.74	84.16	-	-	-	-	-
Entropy 2026.02	-	24.3	79.29	-	-	-	-	-
Entropy-E 2026.02	-	39.94	85.48	-	-	-	-	-
DetectGPT 2026.02	-	21.66	75.73	-	-	-	-	-
DetectGPT-E 2026.02	-	46.3	70.03	-	-	-	-	-
FastGPT 2026.02	-	21.2	82.61	-	-	-	-	-
FastGPT-E 2026.02	-	37.25	82.8	-	-	-	-	-
DNAGPT 2026.02	-	10.37	77.49	-	-	-	-	-
DNAGPT-E 2026.02	-	8.08	83.92	-	-	-	-	-
Likelihood-E 2026.02	-	56.89	92.72	-	-	-	-	-
Log-Rank-E 2026.02	-	75.39	93.54	-	-	-	-	-
Entropy-E 2026.02	-	78.44	95.17	-	-	-	-	-
DetectGPT-E 2026.02	-	82.31	90.38	-	-	-	-	-
FastGPT-E 2026.02	-	74.64	94.26	-	-	-	-	-
DNAGPT-E 2026.02	-	15.68	90.18	-	-	-	-	-
Likelihood-E 2026.02	-	75.91	97.14	-	-	-	-	-
Log-Rank-E 2026.02	-	90.55	97.56	-	-	-	-	-
Entropy-E 2026.02	-	84.65	97.45	-	-	-	-	-
DetectGPT-E 2026.02	-	94.85	97.23	-	-	-	-	-
FastGPT-E 2026.02	-	89.8	97.68	-	-	-	-	-
DNAGPT-E 2026.02	-	20.39	92.96	-	-	-	-	-
Likelihood-E 2026.02	-	52.17	83.7	-	-	-	-	-
Log-Rank-E 2026.02	-	44.48	82.14	-	-	-	-	-
Entropy-E 2026.02	-	52.7	84.57	-	-	-	-	-
DetectGPT-E 2026.02	-	59.52	78.97	-	-	-	-	-
FastGPT-E 2026.02	-	49.06	84.02	-	-	-	-	-
DNAGPT-E 2026.02	-	11.52	79.81	-	-	-	-	-
Likelihood-E 2026.02	-	42.04	94.2	-	-	-	-	-
Log-Rank-E 2026.02	-	83.57	96.36	-	-	-	-	-
Entropy-E 2026.02	-	78.87	96.83	-	-	-	-	-
DetectGPT-E 2026.02	-	86.91	93.82	-	-	-	-	-
FastGPT-E 2026.02	-	83.8	96.47	-	-	-	-	-
DNAGPT-E 2026.02	-	21.47	92.16	-	-	-	-	-
Likelihood-E 2026.02	-	54.79	94.37	-	-	-	-	-
Log-Rank-E 2026.02	-	79.26	95.1	-	-	-	-	-
Entropy-E 2026.02	-	69.52	95.42	-	-	-	-	-
DetectGPT-E 2026.02	-	84.14	91.37	-	-	-	-	-
FastGPT-E 2026.02	-	76.32	94.84	-	-	-	-	-
DNAGPT-E 2026.02	-	13.99	90.9	-	-	-	-	-
Likelihood-E 2026.02	-	51.83	91.46	-	-	-	-	-
Log-Rank-E 2026.02	-	70.16	91.48	-	-	-	-	-
Entropy-E 2026.02	-	67.35	92.49	-	-	-	-	-
DetectGPT-E 2026.02	-	75.67	86.96	-	-	-	-	-

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