Machine Generated Text Detection on Essay ChatGLM (test)
99.55TPR@FPR=1%DNA-GPT-M
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DNA-GPT-MTraining Source=ChatGLM2026.02 | 99.55 | 99.92 | |
| Likelihood-MTraining Source=ChatGLM2026.02 | 98.71 | 99.65 | |
| Log-Rank-MTraining Source=ChatGLM2026.02 | 98.62 | 99.54 | |
| Log-Rank-MTraining data source=Dolly2026.02 | 98.12 | 99.56 | |
| Likelihood-MTraining data source=Dolly2026.02 | 97.59 | 99.62 | |
| DNA-GPTTraining Source=ChatGLM2026.02 | 97.32 | 99.87 | |
| Log-RankTraining Source=ChatGLM2026.02 | 95.71 | 99.36 | |
| Log-RankTraining data source=Dolly2026.02 | 95.71 | 99.36 | |
| LikelihoodTraining data source=Dolly2026.02 | 92.86 | 99.29 | |
| LikelihoodTraining Source=ChatGLM2026.02 | 92.81 | 99.29 | |
| DNA-GPT-MTraining data source=Dolly2026.02 | 92.59 | 98 | |
| DNA-GPTTraining data source=Dolly2026.02 | 84.29 | 95.04 | |
| DetectGPT-MTraining data source=Dolly2026.02 | 68.84 | 97.82 | |
| DetectGPT-MTraining Source=ChatGLM2026.02 | 60.98 | 94.02 | |
| FastGPT-MTraining data source=Dolly2026.02 | 55.89 | 95.27 | |
| FastGPT-MTraining Source=ChatGLM2026.02 | 55.49 | 95.35 | |
| Entropy-MTraining Source=ChatGLM2026.02 | 35.62 | 91.15 | |
| Entropy-MTraining data source=Dolly2026.02 | 34.78 | 91.26 | |
| EntropyTraining Source=ChatGLM2026.02 | 6.88 | 84.11 | |
| EntropyTraining data source=Dolly2026.02 | 6.88 | 84.11 | |
| FastGPTTraining Source=ChatGLM2026.02 | 2.72 | 71.08 | |
| FastGPTTraining data source=Dolly2026.02 | 0.09 | 28.92 | |
| DetectGPTTraining Source=ChatGLM2026.02 | 0 | 50.41 | |
| DetectGPTTraining data source=Dolly2026.02 | 0 | 50.41 |