Machine-Generated Text Detection on Essay Claude
37.82TPR@FPR=1%Log-Rank-M
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Log-Rank-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 37.82 | 92.93 | |
| Likelihood-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 34 | 94.35 | |
| Log-RankTraining Source=Claude, Detection Method Variant=Standard2026.02 | 19.2 | 92.01 | |
| Entropy-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 16.8 | 88.62 | |
| DNA-GPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 13.69 | 76.74 | |
| LikelihoodTraining Source=Claude, Detection Method Variant=Standard2026.02 | 12.31 | 92.76 | |
| EntropyTraining Source=Claude, Detection Method Variant=Standard2026.02 | 3.91 | 86.58 | |
| DetectGPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 3.91 | 71.4 | |
| FastGPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 3.47 | 75.31 | |
| FastGPT-MTraining Source=Claude, Detection Method Variant=Markov-informed score calibration2026.02 | 0.98 | 59.77 | |
| DetectGPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 0.84 | 51.21 | |
| DNA-GPTTraining Source=Claude, Detection Method Variant=Standard2026.02 | 0.13 | 53.01 |