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Machine-Generated Text Detection on M4

87.28TP @ 20%

Likelihood

Updated 4d ago

Evaluation Results

Method
Likelihood 2025.05	87.28	84.17	78.68	83.52	70.04	80.1	58.12	72.89	48.28	64.88	36.04	52.83
Likelihood 2025.05	87.28	84.17	78.68	83.52	70.04	80.1	58.12	72.89	48.28	64.88	36.04	52.83
Log-Rank 2025.05	87.24	84.32	78.8	83.72	70.12	80.12	56.68	71.66	48.48	64.99	38.56	55.51
Log-Rank 2025.05	87.24	84.32	78.8	83.72	70.12	80.12	56.68	71.66	48.48	64.99	38.56	55.51
Binoculars 2025.05	83.24	82.4	80	84.41	75.72	83.87	71.2	82.27	66.68	79.59	62.72	76.88
Binoculars 2025.05	83.2	81.87	79.44	83.87	74.8	83.19	69.72	81.21	64.52	77.96	55.36	71.03
Binoculars 2025.05	83.2	81.87	79.44	83.87	74.8	83.19	69.72	81.21	64.52	77.96	55.36	71.03
Binoculars 2025.05	83.2	81.87	79.44	83.87	74.8	83.19	69.72	81.21	64.52	77.96	55.36	71.03
Binoculars 2025.05	83.08	82.03	78.84	83.96	75.72	83.87	71.2	82.27	66.68	79.59	62.72	76.88
Binoculars 2025.05	83.08	82.03	78.84	83.96	75.72	83.87	71.2	82.27	66.68	79.59	62.72	76.88
Log-Rank 2025.05	82.52	81.49	71.84	79.03	62.04	74.28	50.76	66.47	42.96	59.68	35.32	52.02
Log-Rank 2025.05	82.52	81.49	71.84	79.03	62.04	74.28	50.76	66.47	42.96	59.68	35.32	52.02
Likelihood 2025.05	81.48	80.87	72.76	79.62	65.12	76.54	54.72	69.85	43.92	60.61	35.96	52.7
Likelihood 2025.05	81.48	80.87	72.76	79.62	65.12	76.54	54.72	69.85	43.92	60.61	35.96	52.7
Fast-DetectGPT 2025.05	79.56	80.35	75.24	81.5	71.72	81.33	67.36	79.55	62.44	76.33	58.64	73.67
Fast-DetectGPT 2025.05	79.56	80.35	75.24	81.5	71.72	81.33	67.36	79.55	62.44	76.33	58.64	73.67
Fast-DetectGPT 2025.05	79.56	80.35	75.24	81.5	71.72	81.33	67.36	79.55	62.44	76.33	58.64	73.67
Fast-DetectGPT 2025.05	78.56	79.13	74.44	80.72	70.04	80.03	65.32	78.08	60.56	74.97	54.84	70.6
Fast-DetectGPT 2025.05	78.56	79.13	74.44	80.72	70.04	80.03	65.32	78.08	60.56	74.97	54.84	70.6
Fast-DetectGPT 2025.05	78.56	79.13	74.44	80.72	70.04	80.03	65.32	78.08	60.56	74.97	54.84	70.6
OpenAI-D 2025.05	67.24	71.43	59.28	69.84	52.08	66.45	45.04	61.28	38.92	55.73	35.04	51.76
OpenAI-D 2025.05	67.24	71.43	59.28	69.84	52.08	66.45	45.04	61.28	38.92	55.73	35.04	51.76
Entropy 2025.05	64.8	70.59	45.48	58.71	28.44	42.82	14.84	25.53	9.88	17.87	6.48	12.14
Entropy 2025.05	64.8	70.59	45.48	58.71	28.44	42.82	14.84	25.53	9.88	17.87	6.48	12.14
OpenAI-D 2025.05	64	69.53	54.12	65.95	49.6	64.17	42.6	58.92	38.56	55.26	35.88	52.63
OpenAI-D 2025.05	64	69.53	54.12	65.95	49.6	64.17	42.6	58.92	38.56	55.26	35.88	52.63
DetectGPT 2025.05	62	68.19	46.28	59.35	31.52	46.12	18.36	30.53	11.52	20.49	7.08	13.17
DetectGPT 2025.05	62	68.19	46.28	59.35	31.52	46.12	18.36	30.53	11.52	20.49	7.08	13.17
DetectGPT 2025.05	61.2	67.53	44.68	57.77	31.12	45.72	16.96	28.51	10.08	18.15	7.28	13.51
DetectGPT 2025.05	61.2	67.53	44.68	57.77	31.12	45.72	16.96	28.51	10.08	18.15	7.28	13.51
Entropy 2025.05	57.12	64.5	35.28	48.53	25.12	38.61	14	24.14	10.48	18.8	8.48	15.57
Entropy 2025.05	57.12	64.5	35.28	48.53	25.12	38.61	14	24.14	10.48	18.8	8.48	15.57