AI-generated text detection on XSum, SQuAD, WritingPrompts (OPT-13 generated)
99.33AUROCUncertainty++
Evaluation results
| Method | Links | |
|---|---|---|
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.33 | |
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.12 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 98.21 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 97.95 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 96.63 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 91 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 89.78 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 87.77 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 85.05 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 84.45 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 82.51 |