AI-generated text detection on XSum, SQuAD, WritingPrompts (Llama-13 generated)
97.41AUROCUncertainty++
Evaluation Results
| Method | Links | |
|---|---|---|
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 97.41 | |
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 96.7 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 93.45 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 91.73 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 88.5 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 81.45 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 68.87 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 68.6 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 63.78 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 63.66 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 62.28 |