Machine-Generated Text Detection on Essay Dolly
54.42TPR @ FPR=1%Log-Rank-M
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Log-Rank-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 54.42 | 93.15 | |
| Likelihood-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 50.07 | 94.32 | |
| FastGPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 39.57 | 91.61 | |
| Log-RankTraining Source=Claude, Detection Method Variant=Standard2026.02 | 25.11 | 90.08 | |
| DetectGPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 24.73 | 85.22 | |
| LikelihoodTraining Source=Claude, Detection Method Variant=Standard2026.02 | 20.67 | 90.9 | |
| DNA-GPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 14.03 | 76.38 | |
| Entropy-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 10.74 | 80.64 | |
| EntropyTraining Source=Claude, Detection Method Variant=Standard2026.02 | 2.29 | 73.26 | |
| DNA-GPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 0.67 | 53.93 | |
| FastGPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 0.29 | 47.17 | |
| DetectGPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 0 | 48.04 |