Machine-Generated Text Detection on RAID 1.0 (test)
99.44AUROC (ChatGPT)WAVEDETECT-ALL
Evaluation Results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| WAVEDETECT-ALLTraining Data Configuration=RAID-all2026.06 | 99.44 | 95.97 | 99.53 | 99.24 | 94.62 | 97.37 | 99.57 | 96.38 | 99.31 | 96.01 | 98.95 | 97.85 | 71.41 | 37.53 | 67.51 | 59.37 | 44.66 | 54.04 | 67.09 | 40.54 | 65.12 | 36.43 | 58.03 | 54.7 | |
| BinocularsOperational Paradigm=Zero-Shot2026.06 | 94.83 | 78.03 | 94.73 | 90.47 | 88.13 | 92.13 | 94.19 | 69.62 | 90.08 | 57.51 | 75.82 | 84.14 | 48.38 | 30.94 | 54.7 | 32.12 | 16.67 | 38.54 | 22.57 | 22.56 | 44.68 | 19.79 | 32.84 | 35.84 | |
| WAVEDETECT-BASETraining Data Configuration=RAID-base2026.06 | 89.86 | 75.48 | 92.65 | 86.96 | 84.15 | 88.36 | 89.29 | 73.13 | 89.66 | 65.28 | 84.6 | 83.59 | 7.43 | 3.66 | 26.42 | 2.83 | 3.54 | 10.03 | 3.92 | 2.38 | 9.71 | 1.35 | 14.88 | 7.83 | |
| RADAROperational Paradigm=Supervised2026.06 | 89.68 | 78.81 | 87.5 | 86.61 | 75.16 | 83.75 | 87.77 | 71.85 | 88.23 | 75.89 | 85.18 | 82.77 | 0.6 | 0.78 | 3.12 | 0.25 | 0.1 | 1.05 | 0.29 | 0.27 | 0.94 | 0.79 | 1.93 | 0.92 | |
| Fast-DetectGPTOperational Paradigm=Zero-Shot2026.06 | 87.15 | 77.35 | 85.78 | 80.14 | 80.6 | 82.77 | 86.53 | 65.13 | 80.23 | 53.91 | 63.69 | 76.66 | 0.51 | 0.45 | 0.47 | 0.38 | 0.36 | 0.41 | 0.54 | 0.31 | 0.43 | 0.28 | 0.26 | 0.4 | |
| RepreGuardOperational Paradigm=Zero-Shot2026.06 | 81.84 | 55.01 | 57.58 | 78.44 | 56.81 | 65.25 | 85.38 | 55.1 | 76.91 | 43.95 | 65.28 | 65.6 | 6.87 | 1.92 | 1.45 | 6.19 | 1.19 | 1.9 | 9.71 | 1.3 | 5.39 | 1.2 | 1.08 | 3.47 | |
| FourierGPTOperational Paradigm=Zero-Shot2026.06 | 74.54 | 80.35 | 83.79 | 78.54 | 68.85 | 74.1 | 78.55 | 75.37 | 71.1 | 84.16 | 77.64 | 77 | 1.01 | 9.76 | 2.16 | 0.96 | 0.13 | 0.21 | 1.23 | 4.96 | 0.13 | 8.59 | 0.15 | 2.66 | |
| RoBERTaOperational Paradigm=Supervised2026.06 | 68.25 | 61.44 | 59.85 | 59.54 | 54.49 | 65.29 | 69.55 | 52.67 | 69.21 | 44 | 57.72 | 60.18 | 5.72 | 3.85 | 1.11 | 1.85 | 0.8 | 6.14 | 6.71 | 1.75 | 12.4 | 1.27 | 7.91 | 4.5 |