AI-generated text detection on XSum SQuAD WritingPrompts Llama3-8 generated
99.9AUROCFast-DetectGPT
Evaluation results
| Method | Links | |
|---|---|---|
| Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 99.9 | |
| LastdeDetection Setting=White-box, Method Category=Probability-based2026.06 | 99.68 | |
| Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 99.5 | |
| LogRankDetection Setting=White-box, Method Category=Probability-based2026.06 | 99.02 | |
| Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.06 | 98.82 | |
| UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.69 | |
| DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.39 | |
| LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.06 | 98.34 | |
| DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 98.07 | |
| DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.06 | 95.55 | |
| DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.06 | 70.13 |