Machine-Generated Text Detection on GPT4All Essay
89.2TPR@FPR=1%Log-Rank-M
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Log-Rank-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 89.2 | 98.47 | |
| Likelihood-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 86.74 | 98.52 | |
| Log-RankTraining Source=Claude, Detection Method Variant=Standard2026.02 | 62.69 | 96.55 | |
| LikelihoodTraining Source=Claude, Detection Method Variant=Standard2026.02 | 46.2 | 96.16 | |
| DetectGPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 34.62 | 86.96 | |
| FastGPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 27.47 | 88.45 | |
| DNA-GPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 12.76 | 76.26 | |
| Entropy-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 12.16 | 82.36 | |
| EntropyTraining Source=Claude, Detection Method Variant=Standard2026.02 | 2.73 | 74.19 | |
| FastGPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 1.59 | 64.63 | |
| DNA-GPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 0.5 | 45.85 | |
| DetectGPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 0 | 50.15 |