Detection of Machine-Generated Text on MAGE (test) benchmark leaderboard · SOTA2 Research

Detection of Machine-Generated Text on MAGE (test)

85.12TP @ 20% ThresholdBinoculars

Evaluation Results

Method	Links
Binoculars2025.05		85.12	83.01	84	86.62	82.56	88.04	74.6	84.5	56.04	71.37	28.52	44.2
Binoculars2025.05		84.8	82.65	83.44	86.18	82.52	88.02	77.36	86.32	75.8	85.77	73.32	84.49
OpenAI-D2025.05		82.84	81.68	71.72	78.92	63.08	75.06	54.96	70.03	49.96	66.19	43.08	60.02
Fast-DetectGPT2025.05		82.12	81.57	79.72	84.08	77.28	84.83	72.44	83.02	65.92	78.91	51.4	67.61
OpenAI-D2025.05		80.96	80.96	74.04	80.74	67.68	78.5	59.36	73.68	53.16	69.02	44.76	61.7
Fast-DetectGPT2025.05		80.36	80.15	77.08	82.4	72.92	81.99	66.04	78.6	57	72.15	43.08	60
Likelihood2025.05		79.56	80.14	74.6	80.81	69.2	79.5	62.96	76.26	53.08	68.88	35.44	52.21
Log-Rank2025.05		79.28	80.11	74.52	80.95	70.24	80.24	64.24	77.17	55	70.51	44.6	61.53
Log-Rank2025.05		78.64	79.18	74.12	80.43	69.48	79.62	61.64	75.34	51	67.11	45.52	62.34
Likelihood2025.05		78.52	79.12	73.6	80.14	68.88	79.23	61.56	75.28	49.84	66.08	37.2	54.02
DetectGPT2025.05		59.36	66.21	38.2	51.54	19.8	31.73	7.64	13.94	3.88	7.4	2.04	3.98
Entropy2025.05		58.96	65.88	44.76	57.84	31.76	46.43	22.68	36.38	15.44	26.52	10.52	18.95
Entropy2025.05		58.76	66.47	43.2	56.63	31.72	46.46	21.44	34.85	16.12	27.55	10.44	18.84
DetectGPT2025.05		58.16	65.6	39.92	53.11	24.76	38.01	11.4	20.07	6.36	11.81	2.92	5.64