Text Quality Preservation on Multilingual Wikipedia and News 12-setting (mean)
0.045Delta PPL (Median)LUNA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LUNA95% CI=[0.022, 0.073]2026.05 | 0.045 | 0.0016 | 0.0029 | 0.0054 | 0.0116 | |
| MorphMark95% CI=[0.158, 0.734]2026.05 | 0.425 | 0.0024 | 0.0052 | 0.0442 | 0.0275 | |
| SynthID-Text95% CI=[0.219, 0.751]2026.05 | 0.463 | 0.004 | 0.0062 | 0.0514 | 0.0396 | |
| SWEET95% CI=[0.474, 1.482]2026.05 | 0.915 | 0.005 | 0.0068 | 0.0989 | 0.0589 | |
| EWD95% CI=[0.554, 1.820]2026.05 | 1.115 | 0.0063 | 0.0101 | 0.1186 | 0.0645 | |
| STELA95% CI=[0.620, 1.911]2026.05 | 1.182 | 0.0065 | 0.0114 | 0.125 | 0.0711 | |
| GumbelSoft95% CI=[0.485, 2.112]2026.05 | 1.202 | 0.0575 | 0.0653 | 0.1473 | 0.137 | |
| KGW95% CI=[0.625, 2.133]2026.05 | 1.29 | 0.0063 | 0.0106 | 0.1357 | 0.0789 | |
| EXP95% CI=[0.509, 2.286]2026.05 | 1.31 | 0.0711 | 0.0728 | 0.1659 | 0.164 |