Machine-Generated Text Detection on Reuters ChatGLM (test)
99.87TPR@FPR=1%DNA-GPT-M
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DNA-GPT-MTraining Generator=Dolly, Calibration=Markov-informed2026.02 | 99.87 | 99.91 | |
| Log-Rank-MTraining Generator=Dolly, Calibration=Markov-informed2026.02 | 98.09 | 99.73 | |
| Likelihood-MTraining Generator=Dolly, Calibration=Markov-informed2026.02 | 95.91 | 99.67 | |
| DNA-GPTTraining Generator=Dolly, Calibration=None2026.02 | 95.51 | 99.83 | |
| LikelihoodTraining Generator=Dolly, Calibration=None2026.02 | 94.44 | 99.62 | |
| DetectGPT-MTraining Generator=Dolly, Calibration=Markov-informed2026.02 | 51.73 | 91.04 | |
| FastGPT-MTraining Generator=Dolly, Calibration=Markov-informed2026.02 | 31.78 | 92.37 | |
| Log-RankTraining Generator=Dolly, Calibration=None2026.02 | 19.42 | 20.22 | |
| Entropy-MTraining Generator=Dolly, Calibration=Markov-informed2026.02 | 3.16 | 53.09 | |
| EntropyTraining Generator=Dolly, Calibration=None2026.02 | 0.22 | 50.96 | |
| FastGPTTraining Generator=Dolly, Calibration=None2026.02 | 0.09 | 33.21 | |
| DetectGPTTraining Generator=Dolly, Calibration=None2026.02 | 0 | 61.97 |