AI-generated text detection on XSum, SQuAD, WritingPrompts Falcon-7 generated
99.71AUROCUncertainty++
Evaluation Results
| Method | Links | |
|---|---|---|
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.71 | |
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.18 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 97.93 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 97.58 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 95.2 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 87.39 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 83.06 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 81.28 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 77.98 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 76.77 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 74.04 |