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AI-generated text detection on XSum, SQuAD, WritingPrompts (Gemma-7 generated)

98.91AUROCUncertainty++
62.218871.744481.2790.7956Jun 1, 2026

Evaluation results

MethodLinks
Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.0698.91
Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.0698.38
Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.0696.88
UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.0696.03
LastdeDetection Setting=White-box, Method Category=Probability-based2026.0691.53
DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.0681.34
LogRankDetection Setting=White-box, Method Category=Probability-based2026.0674.83
DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.0674.74
LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.0670.09
DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.0668.96
DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.0663.63