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AI-generated text detection on XSum, SQuAD, WritingPrompts (Llama2-13 generated)

98.01AUROCUncertainty++
63.11872.176581.23590.2935Jun 1, 2026

Evaluation results

MethodLinks
Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.0698.01
Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.0696.63
Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.0693.38
UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.0692.55
LastdeDetection Setting=White-box, Method Category=Probability-based2026.0688.62
DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.0680.98
LogRankDetection Setting=White-box, Method Category=Probability-based2026.0670.29
DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.0669.83
DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.0665.39
LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.0665.36
DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.0664.46