AI-generated text detection on XSum, SQuAD, WritingPrompts (GPT-2 generated)
99.72AUROCLastde++
Evaluation results
| Method | Links | |
|---|---|---|
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.72 | |
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.69 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 99.54 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.99 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.43 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 96.16 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 95.77 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 94.15 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 93.43 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 91.66 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 89.92 |