Machine Generated Text Detection on Essay ChatGPT-turbo (test)
94.36TPR@FPR=1%Likelihood-M
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Likelihood-MTraining data source=Dolly2026.02 | 94.36 | 0.997 | |
| Log-Rank-MTraining data source=Dolly2026.02 | 94.36 | 0.9965 | |
| Likelihood-MTraining Source=ChatGLM2026.02 | 93.78 | 0.9954 | |
| DNA-GPT-MTraining Source=ChatGLM2026.02 | 91.47 | 0.9954 | |
| Log-Rank-MTraining Source=ChatGLM2026.02 | 90.62 | 0.9953 | |
| DNA-GPT-MTraining data source=Dolly2026.02 | 86.93 | 0.9764 | |
| Log-RankTraining Source=ChatGLM2026.02 | 80.89 | 0.9924 | |
| Log-RankTraining data source=Dolly2026.02 | 80.89 | 0.9924 | |
| LikelihoodTraining Source=ChatGLM2026.02 | 73.6 | 0.9913 | |
| LikelihoodTraining data source=Dolly2026.02 | 73.6 | 0.9913 | |
| DNA-GPTTraining Source=ChatGLM2026.02 | 65.16 | 0.9785 | |
| DNA-GPTTraining data source=Dolly2026.02 | 59.02 | 0.9381 | |
| DetectGPT-MTraining data source=Dolly2026.02 | 48.09 | 0.922 | |
| Entropy-MTraining Source=ChatGLM2026.02 | 41.42 | 0.9688 | |
| Entropy-MTraining data source=Dolly2026.02 | 40.62 | 0.9688 | |
| FastGPTTraining Source=ChatGLM2026.02 | 16.89 | 0.8862 | |
| FastGPT-MTraining Source=ChatGLM2026.02 | 16.22 | 0.6348 | |
| EntropyTraining Source=ChatGLM2026.02 | 13.24 | 0.9594 | |
| EntropyTraining data source=Dolly2026.02 | 13.24 | 0.9594 | |
| DetectGPT-MTraining Source=ChatGLM2026.02 | 6.36 | 0.6725 | |
| FastGPT-MTraining data source=Dolly2026.02 | 0.84 | 0.5461 | |
| DetectGPTTraining Source=ChatGLM2026.02 | 0 | 0.179 | |
| DetectGPTTraining data source=Dolly2026.02 | 0 | 0.179 | |
| FastGPTTraining data source=Dolly2026.02 | 0 | 0.1138 |