LLM-generated text detection on EvoBench benchmark leaderboard · SOTA2 Research

LLM-generated text detection on EvoBench

95.66LLaMA3 ScoreDetectRouter

Evaluation Results

Method	Links
DetectRouter2026.02		95.66	80.82	94.22	94.29	93.79	94.16	83.01	90.85
TSD+2026.01		94.5	83.42	87.12	85.68	87.4	85	74.48	85.37
Fast-DetectGPT2026.02		94.17	80.27	81.57	74.89	80.48	75.58	80.1	81.01
Fast-Detect2026.01		94.17	80.27	81.57	74.89	80.48	75.58	71.96	79.85
LV2026.01		92.57	79.79	82.51	84.88	84.64	83.58	74.55	83.22
TSD2026.01		92.33	80.91	85.2	84.55	84.06	82.93	73.58	83.36
DD2026.01		91.12	80.77	82.56	80.57	79.86	78.48	71.78	80.73
Lastde2026.02		90.8	80.54	76.75	71.34	76.5	71.51	69.2	76.66
Lastde2026.01		90.8	80.54	76.75	71.34	76.5	71.51	69.2	76.66
Likelihood2026.02		88.84	61.68	79.7	77.8	78.89	77.8	77.4	77.44
Likelihood2026.01		88.84	61.68	79.7	77.8	78.89	77.8	77.4	77.44
LogRank2026.02		86.47	59.99	77.37	76.8	75.99	74.87	76.1	75.37
Log-Rank2026.01		86.47	59.99	77.37	76.8	75.99	74.87	76.1	75.37
Diveye2026.02		84.65	73.46	74.21	73.32	74.06	72.28	68.85	74.4
Diveye2026.01		84.65	73.46	74.21	73.32	74.06	72.28	68.85	74.4
UCE2026.02		75.62	61.35	68.72	62.04	61.28	59.38	63.63	64.57
UCE2026.01		75.62	61.35	68.72	62.04	61.28	59.38	63.63	64.57
Supervised2026.02		74.96	66.88	73.38	77.66	62.07	76.16	66.49	71.26
Rank2026.02		68.49	58.38	64.5	64.64	64.46	63.43	55.06	62.71
Rank2026.01		68.49	58.38	64.5	64.64	64.46	63.43	55.06	62.71
LLR2026.02		66.46	49.61	61.73	60.57	59.12	58.43	63.08	59.86
LLR2026.01		66.46	49.61	61.73	60.57	59.12	58.43	63.08	59.86
FourierGPT2026.02		63.99	57.23	58.2	55.52	56.69	55.16	64.39	58.74
FourierGPT2026.01		63.99	57.23	58.2	55.52	56.69	55.16	64.39	58.74
Entropy2026.02		28.85	57.58	33.61	35.43	38.34	38.1	30.34	37.46
Entropy2026.01		28.85	57.58	33.61	35.43	38.34	38.1	30.34	37.46