Machine-generated text detection on MAGE Unseen Domains & Unseen Model (test)
0.98AUROCGigaCheck
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GigaCheckBackbone=Mistral-7B2024.10 | 0.98 | 95.65 | 89 | 92.32 | |
| LUSR DeepSVDD2026.06 | 0.97 | — | — | — | |
| GigaCheckBackbone=Mistral-7B2024.10 | 0.96 | 79.71 | 97.38 | 88.54 | |
| Longformer2024.10 | 0.95 | 83.31 | 89.9 | 86.61 | |
| Longformer2024.10 | 0.94 | 52.5 | 99.14 | 75.82 | |
| LongformerMethod Type=Supervised classifier2026.06 | 0.93 | — | — | — | |
| FastText2024.10 | 0.74 | 83.12 | 54.09 | 68.61 | |
| GLTR2024.10 | 0.73 | 16.79 | 98.63 | 57.71 | |
| FastText2024.10 | 0.71 | 71.78 | 68.88 | 70.33 | |
| GLTR2024.10 | 0.65 | 25.77 | 89.21 | 57.49 | |
| DetectGPT2024.10 | 0.6 | 48.67 | 75.95 | 62.31 |