Machine Text Detection on RAID
0.954AUCStatDetectLLM
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| StatDetectLLM2026.01 | 0.954 | — | — | — | — | — | — | — | — | — | — | — | |
| Binoculars2026.01 | 0.875 | — | — | — | — | — | — | — | — | — | — | — | |
| RADAR2026.01 | 0.867 | — | — | — | — | — | — | — | — | — | — | — | |
| Fast-DetectGPT2026.01 | 0.862 | — | — | — | — | — | — | — | — | — | — | — | |
| Likelihood2026.01 | 0.831 | — | — | — | — | — | — | — | — | — | — | — | |
| Logrank2026.01 | 0.817 | — | — | — | — | — | — | — | — | — | — | — | |
| ImBD2026.01 | 0.771 | — | — | — | — | — | — | — | — | — | — | — | |
| LRR2026.01 | 0.755 | — | — | — | — | — | — | — | — | — | — | — | |
| AdaDetectGPT2026.01 | 0.688 | — | — | — | — | — | — | — | — | — | — | — | |
| RoBERTa2026.01 | 0.555 | — | — | — | — | — | — | — | — | — | — | — | |
| MOSAICDetector Model Family=Falcon family2024.09 | — | 0.984 | 0.981 | 0.98 | 0.794 | 0.997 | 0.955 | 0.996 | 0.993 | 0.903 | 0.994 | 0.932 | |
| MOSAICDetector Model Family=uniform Falcon2024.09 | — | 0.969 | 0.947 | 0.942 | 0.675 | 0.987 | 0.876 | 0.988 | 0.97 | 0.774 | 0.983 | 0.796 | |
| MOSAICDetector Model Family=Llama and Tower2024.09 | — | 0.97 | 0.98 | 0.979 | 0.815 | 0.997 | 0.955 | 0.998 | 0.988 | 0.913 | 0.994 | 0.927 |