AI-generated text detection on XSum, SQuAD, WritingPrompts (Bloom-7.1 generated)
99.94AUROCLastde++
Evaluation results
| Method | Links | |
|---|---|---|
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.94 | |
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.75 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 99.59 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 99.56 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 99.15 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 96.33 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 94.95 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 92.41 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 89.28 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 88.01 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 86.74 |