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Machine-Generated Text Detection on MAGE

99.1AUROC (Avg)

MELD

Updated 23d ago

Evaluation Results

Method
MELD 2026.05	99.1	-	-	-	-	-	-	-	-	-	-	-	-	-
Human-as-Outlier 2026.05	98	-	-	-	-	-	-	-	-	-	-	-	-	-
ModernBERT-Detect 2026.05	97.9	-	-	-	-	-	-	-	-	-	-	-	-	-
RoBERTa-Large (OpenAI) 2026.05	77.3	-	-	-	-	-	-	-	-	-	-	-	-	-
TSD+ 2026.01	75.2	-	-	-	-	-	-	-	-	-	-	-	-	-
DD 2026.01	71.72	-	-	-	-	-	-	-	-	-	-	-	-	-
TSD 2026.01	71.56	-	-	-	-	-	-	-	-	-	-	-	-	-
LV 2026.01	71.26	-	-	-	-	-	-	-	-	-	-	-	-	-
Lastde 2026.01	70.71	-	-	-	-	-	-	-	-	-	-	-	-	-
Fast-Detect 2026.01	69.69	-	-	-	-	-	-	-	-	-	-	-	-	-
Diveye 2026.01	69.6	-	-	-	-	-	-	-	-	-	-	-	-	-
GLTR 2026.05	64.4	-	-	-	-	-	-	-	-	-	-	-	-	-
RADAR 2026.05	61.2	-	-	-	-	-	-	-	-	-	-	-	-	-
Binoculars 2026.05	60.7	-	-	-	-	-	-	-	-	-	-	-	-	-
FourierGPT 2026.01	60.34	-	-	-	-	-	-	-	-	-	-	-	-	-
Rank 2026.01	58.99	-	-	-	-	-	-	-	-	-	-	-	-	-
Fast-DetectGPT 2026.05	57.1	-	-	-	-	-	-	-	-	-	-	-	-	-
Likelihood 2026.01	56.81	-	-	-	-	-	-	-	-	-	-	-	-	-
RoBERTa-ChatGPT 2026.05	56.7	-	-	-	-	-	-	-	-	-	-	-	-	-
Log-Rank 2026.01	55.91	-	-	-	-	-	-	-	-	-	-	-	-	-
UCE 2026.01	54.17	-	-	-	-	-	-	-	-	-	-	-	-	-
Entropy 2026.01	51.9	-	-	-	-	-	-	-	-	-	-	-	-	-
LLR 2026.01	51.78	-	-	-	-	-	-	-	-	-	-	-	-	-
RepreGuard 2026.05	47.3	-	-	-	-	-	-	-	-	-	-	-	-	-
Fast-DetectGPT 2025.05	-	80.36	80.15	77.08	82.4	72.92	81.99	66.04	78.6	57	72.15	43.08	60	-
Fast-DetectGPT 2025.05	-	82.12	81.57	79.72	84.08	77.28	84.83	72.44	83.02	67.92	80.4	61.24	75.64	-
Binoculars 2025.05	-	85.12	83.01	84	86.62	82.56	88.04	74.6	84.5	56.04	71.37	28.52	44.2	-
Binoculars 2025.05	-	85.12	83.63	84.04	86.74	82.68	88.07	77.36	86.32	75.8	85.77	73.32	84.49	-
Likelihood 2025.05	-	78.52	79.12	73.6	80.14	68.88	79.23	61.56	75.28	49.84	66.08	37.2	54.02	-
Likelihood 2025.05	-	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-Rank 2025.05	-	78.64	79.18	74.12	80.43	69.48	79.62	61.64	75.34	51	67.11	45.52	62.34	-
Log-Rank 2025.05	-	79.28	80.11	74.52	80.95	70.24	80.24	64.24	77.17	55	70.51	44.6	61.53	-
Entropy 2025.05	-	58.96	65.88	44.76	57.84	31.76	46.43	22.68	36.38	15.44	26.52	10.52	18.95	-
Entropy 2025.05	-	58.76	66.47	43.2	56.63	31.72	46.46	21.44	34.85	16.12	27.55	10.44	18.84	-
DetectGPT 2025.05	-	59.36	66.21	38.2	51.54	19.8	31.73	7.64	13.94	3.88	7.4	2.04	3.98	-
DetectGPT 2025.05	-	58.16	65.6	39.92	53.11	24.76	38.01	11.4	20.07	6.36	11.81	2.92	5.64	-
OpenAI-D 2025.05	-	82.84	81.68	71.72	78.92	63.08	75.06	54.96	70.03	49.96	66.19	43.08	60.02	-
OpenAI-D 2025.05	-	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-DetectGPT 2025.05	-	80.36	80.15	77.08	82.4	72.92	81.99	66.04	78.6	57	72.15	43.08	60	-
Fast-DetectGPT 2025.05	-	82.12	81.57	79.72	84.08	77.28	84.83	72.44	83.02	65.92	78.91	51.4	67.61	-
Binoculars 2025.05	-	85.12	83.01	84	86.62	82.56	88.04	74.6	84.5	56.04	71.37	28.52	44.2	-
Binoculars 2025.05	-	84.8	82.65	83.44	86.18	82.52	88.02	77.36	86.32	75.8	85.77	73.32	84.49	-
Likelihood 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	56.81
Entropy 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	51.9
Rank 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	58.99
LogRank 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	55.91
LLR 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	51.78
Fast-DetectGPT 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	69.69
Lastde 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	70.71
FourierGPT 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	60.34
Diveye 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	69.6
UCE 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	54.17
Supervised 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	73.92
DetectRouter 2026.02	-	-	-	-	-	-	-	-	-	-	-	-	-	77.92