AI-generated text detection on XSum, SQuAD, WritingPrompts (OPT-2.7 generated)
99.67AUROCUncertainty++
Evaluation results
| Method | Links | |
|---|---|---|
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.67 | |
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.46 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 98.78 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.69 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.15 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 93.24 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 93.13 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 90.99 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 90.36 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 88.08 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 86.79 |