AI-generated text detection on XSum, SQuAD, WritingPrompts (Gemma-7 generated)
98.91AUROCUncertainty++
Evaluation Results
| Method | Links | |
|---|---|---|
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 98.91 | |
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 98.38 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 96.88 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 96.03 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 91.53 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 81.34 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 74.83 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 74.74 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 70.09 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 68.96 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 63.63 |