AI-Generated Text Detection on XSum, WritingPrompts, and Reddit Averaged
96.84GPT-2 ScoreUncertainty++
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Uncertainty++Method Category=Sampling-based, Detection Setting=Black-box2026.06 | 96.84 | 97.4 | 96.63 | 89.32 | 89.04 | 97.68 | 95.41 | 94.56 | 92.82 | 89.26 | 95.01 | 84.93 | 93.24 | |
| Lastde++Method Category=Sampling-based, Detection Setting=Black-box2026.06 | 94.7 | 95.47 | 93.97 | 85.26 | 85.65 | 98.93 | 93.49 | 92.23 | 89.6 | 87.59 | 92.88 | 88.28 | 91.51 | |
| UncertaintyMethod Category=Probability-based, Detection Setting=Black-box2026.06 | 92.56 | 93.57 | 91.89 | 82.06 | 83.76 | 98.43 | 90.54 | 88.92 | 86.62 | 83.37 | 91.34 | 81.78 | 88.74 | |
| LastdeMethod Category=Probability-based, Detection Setting=Black-box2026.06 | 89.78 | 90.1 | 90.04 | 80.43 | 80.22 | 99.6 | 89.7 | 89.27 | 84.59 | 79.55 | 88.57 | 75.98 | 86.49 | |
| Fast-DetectGPTMethod Category=Sampling-based, Detection Setting=Black-box2026.06 | 89.51 | 88.76 | 86.52 | 77.59 | 77.6 | 99.31 | 86.14 | 84.55 | 81.41 | 81.46 | 86.68 | 88.19 | 85.64 | |
| DetectLRRMethod Category=Probability-based, Detection Setting=Black-box2026.06 | 78.22 | 79.21 | 81.21 | 78.44 | 78.8 | 96.62 | 80.23 | 79.49 | 79.89 | 73.58 | 83.82 | 73.86 | 80.28 | |
| LogRankMethod Category=Probability-based, Detection Setting=Black-box2026.06 | 70.21 | 71.2 | 72.34 | 70.27 | 72.67 | 99.68 | 73.02 | 67.47 | 71.69 | 72.21 | 78.02 | 79.24 | 74.83 | |
| DetectNPRMethod Category=Sampling-based, Detection Setting=Black-box2026.06 | 68.07 | 68.41 | 73.06 | 67.83 | 70.6 | 96.75 | 75.13 | 63 | 70.42 | 65.72 | 74.08 | 79.94 | 72.75 | |
| DetectGPTMethod Category=Sampling-based, Detection Setting=Black-box2026.06 | 67.56 | 69.28 | 72.03 | 66.12 | 67.96 | 82.9 | 73.89 | 61.83 | 68.69 | 66.55 | 72.76 | 81.73 | 70.94 | |
| LikelihoodMethod Category=Probability-based, Detection Setting=Black-box2026.06 | 66.02 | 67.09 | 67.4 | 65.74 | 68.61 | 99.57 | 68.81 | 61.81 | 67.42 | 69.9 | 73.93 | 79.7 | 71.33 | |
| DNA-GPTMethod Category=Sampling-based, Detection Setting=Black-box2026.06 | 64.15 | 62.63 | 63.64 | 60.77 | 66.71 | 99.47 | 65.75 | 62.01 | 65.08 | 62.59 | 72.02 | 70.75 | 67.97 |