AI-generated text detection on XSum, SQuAD, WritingPrompts (GPT-J generated)
99.74AUROCUncertainty++
Evaluation results
| Method | Links | |
|---|---|---|
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.74 | |
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.51 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 98.95 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.7 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 97.1 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 92.25 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 88.86 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 88.69 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 84.96 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 83.82 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 82.21 |