Within-Speaker ABX on 3 languages (test)
3.76Avg ABX (w/o 0h)Multi-Task-PT [SSL/SL] + MAdaPT-Reptile
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Multi-Task-PT [SSL/SL] + MAdaPT-ReptilePre-training objective=SSL/SL, Meta-initialization strategy=MAdaPT-Reptile2025.12 | 3.76 | 3.89 | 3.94 | 3.82 | 3.62 | 3.66 | |
| Multi-Task-PT [SSL/SL] + MAdaPT-FOBLOPre-training objective=SSL/SL, Meta-initialization strategy=MAdaPT-FOBLO2025.12 | 3.8 | 4 | 4.07 | 3.84 | 3.62 | 3.7 | |
| Multi-Task-PT [SSL/SL]Pre-training objective=SSL/SL2025.12 | 3.88 | 4.1 | 4.08 | 3.94 | 3.78 | 3.71 | |
| Multi-Task-PT [SSL] + MAdaPT-FOBLOPre-training objective=SSL, Meta-initialization strategy=MAdaPT-FOBLO2025.12 | 4.01 | 10.05 | 4.51 | 4.05 | 3.78 | 3.69 | |
| In-Domain Mono-Task-PTtraining_duration=6000 hours2025.12 | 4.1 | — | — | — | — | — | |
| Multi-Task-PT [SSL] + MAdaPT-ReptilePre-training objective=SSL, Meta-initialization strategy=MAdaPT-Reptile2025.12 | 4.19 | 4.5 | 4.34 | 4.29 | 4.1 | 4.03 | |
| Multi-Task-PT [SSL]Pre-training objective=SSL2025.12 | 4.33 | 4.65 | 4.56 | 4.4 | 4.23 | 4.13 |