AI-Generated Text Detection on XSum, SQuAD, and WritingPrompts (Neo-2.7 generated)
99.88AUROCLastde++
Evaluation results
| Method | Links | |
|---|---|---|
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.88 | |
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.79 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 99.49 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.96 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.62 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 96.07 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 94.77 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 92.87 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 90.4 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 89.4 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 86.8 |