AI-generated text detection on XSum, SQuAD, WritingPrompts (Llama2-13 generated)
98.01AUROCUncertainty++
Evaluation Results
| Method | Links | |
|---|---|---|
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 98.01 | |
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 96.63 | |
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 93.38 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 92.55 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 88.62 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 80.98 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 70.29 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 69.83 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 65.39 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 65.36 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 64.46 |