Machine Generated Text Detection on Essay (ChatGPT) (test)
92.53TPR@FPR=1%DNA-GPT-M
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DNA-GPT-MTraining Source=ChatGLM2026.02 | 92.53 | 99.58 | |
| Log-Rank-MTraining data source=Dolly2026.02 | 89.02 | 99.4 | |
| Likelihood-MTraining data source=Dolly2026.02 | 88.09 | 99.48 | |
| Likelihood-MTraining Source=ChatGLM2026.02 | 87.87 | 99.22 | |
| DNA-GPT-MTraining data source=Dolly2026.02 | 87.82 | 97.67 | |
| Log-Rank-MTraining Source=ChatGLM2026.02 | 86.76 | 99.2 | |
| Log-RankTraining Source=ChatGLM2026.02 | 79.07 | 98.95 | |
| Log-RankTraining data source=Dolly2026.02 | 79.07 | 98.95 | |
| DNA-GPTTraining Source=ChatGLM2026.02 | 69.91 | 98.09 | |
| LikelihoodTraining Source=ChatGLM2026.02 | 68.62 | 98.79 | |
| LikelihoodTraining data source=Dolly2026.02 | 68.62 | 98.79 | |
| DNA-GPTTraining data source=Dolly2026.02 | 64 | 93.95 | |
| DetectGPT-MTraining data source=Dolly2026.02 | 46.09 | 93.95 | |
| Entropy-MTraining Source=ChatGLM2026.02 | 32.09 | 93.13 | |
| Entropy-MTraining data source=Dolly2026.02 | 32.09 | 93.15 | |
| FastGPT-MTraining Source=ChatGLM2026.02 | 29.87 | 91.55 | |
| FastGPT-MTraining data source=Dolly2026.02 | 28.04 | 89.67 | |
| DetectGPT-MTraining Source=ChatGLM2026.02 | 17.87 | 80.53 | |
| EntropyTraining Source=ChatGLM2026.02 | 7.16 | 89.49 | |
| EntropyTraining data source=Dolly2026.02 | 7.16 | 89.49 | |
| FastGPTTraining Source=ChatGLM2026.02 | 1.64 | 67.68 | |
| DetectGPTTraining Source=ChatGLM2026.02 | 0 | 46.4 | |
| DetectGPTTraining data source=Dolly2026.02 | 0 | 46.4 | |
| FastGPTTraining data source=Dolly2026.02 | 0 | 32.32 |