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

97.41AUROCUncertainty++
60.874870.359979.84589.3301Jun 1, 2026

Evaluation results

MethodLinks
Uncertainty++Detection Setting=White-box, Method Category=Sampling-based2026.0697.41
Lastde++Detection Setting=White-box, Method Category=Sampling-based2026.0696.7
Fast-DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.0693.45
UncertaintyDetection Setting=White-box, Method Category=Probability-based2026.0691.73
LastdeDetection Setting=White-box, Method Category=Probability-based2026.0688.5
DetectLRRDetection Setting=White-box, Method Category=Probability-based2026.0681.45
LogRankDetection Setting=White-box, Method Category=Probability-based2026.0668.87
DetectNPRDetection Setting=White-box, Method Category=Sampling-based2026.0668.6
DetectGPTDetection Setting=White-box, Method Category=Sampling-based2026.0663.78
LikelihoodDetection Setting=White-box, Method Category=Probability-based2026.0663.66
DNA-GPTDetection Setting=White-box, Method Category=Sampling-based2026.0662.28