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AI-Generated Text Detection on XSum, WritingPrompts, and Reddit Averaged

96.84GPT-2 ScoreUncertainty++
62.842471.668780.49589.3213Jun 1, 2026

Evaluation results

MethodLinks
Uncertainty++Method Category=Sampling-based, Detection Setting=Black-box2026.0696.8497.496.6389.3289.0497.6895.4194.5692.8289.2695.0184.9393.24
Lastde++Method Category=Sampling-based, Detection Setting=Black-box2026.0694.795.4793.9785.2685.6598.9393.4992.2389.687.5992.8888.2891.51
UncertaintyMethod Category=Probability-based, Detection Setting=Black-box2026.0692.5693.5791.8982.0683.7698.4390.5488.9286.6283.3791.3481.7888.74
LastdeMethod Category=Probability-based, Detection Setting=Black-box2026.0689.7890.190.0480.4380.2299.689.789.2784.5979.5588.5775.9886.49
Fast-DetectGPTMethod Category=Sampling-based, Detection Setting=Black-box2026.0689.5188.7686.5277.5977.699.3186.1484.5581.4181.4686.6888.1985.64
DetectLRRMethod Category=Probability-based, Detection Setting=Black-box2026.0678.2279.2181.2178.4478.896.6280.2379.4979.8973.5883.8273.8680.28
LogRankMethod Category=Probability-based, Detection Setting=Black-box2026.0670.2171.272.3470.2772.6799.6873.0267.4771.6972.2178.0279.2474.83
DetectNPRMethod Category=Sampling-based, Detection Setting=Black-box2026.0668.0768.4173.0667.8370.696.7575.136370.4265.7274.0879.9472.75
DetectGPTMethod Category=Sampling-based, Detection Setting=Black-box2026.0667.5669.2872.0366.1267.9682.973.8961.8368.6966.5572.7681.7370.94
LikelihoodMethod Category=Probability-based, Detection Setting=Black-box2026.0666.0267.0967.465.7468.6199.5768.8161.8167.4269.973.9379.771.33
DNA-GPTMethod Category=Sampling-based, Detection Setting=Black-box2026.0664.1562.6363.6460.7766.7199.4765.7562.0165.0862.5972.0270.7567.97