Automatic Speech Recognition on TORGO (Overall)
13.38WER (Severe)centralized SD (adaptor)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| centralized SD (adaptor)2026.06 | 13.38 | — | 4.8 | 3.17 | 8.81 | |
| centralized SI2026.06 | 14.43 | — | 4.9 | 3.1 | 9.36 | |
| parameter-based + embedding-based averagingSI Part=1:62026.06 | 18.02 | — | 4.82 | 3.25 | 11.25 | |
| embedding-based averagingSI Part=1:62026.06 | 18.17 | — | 4.9 | 2.96 | 11.27 | |
| parameter-based averagingSI Part=1:62026.06 | 18.21 | — | 4.8 | 3.1 | 11.31 | |
| parameter-based averagingSI Part=1:122026.06 | 18.38 | — | 5.31 | 3.02 | 11.48 | |
| embedding-based averagingSI Part=1:122026.06 | 18.38 | — | 4.92 | 3.17 | 11.45 | |
| embedding-based averagingSI Part=1:182026.06 | 18.52 | — | 5.61 | 3.27 | 11.69 | |
| parameter-based averagingSI Part=1:182026.06 | 18.6 | — | 5.21 | 3.15 | 11.6 | |
| DARSMethod ID=E12, Training Strategy=ASp + FT2026.03 | 18.64 | 11.88 | 2.94 | 2.44 | 8.87 | |
| parameter-based averagingSI Part=1:32026.06 | 18.75 | — | 4.9 | 3.1 | 11.6 | |
| embedding-based averagingSI Part=1:32026.06 | 18.75 | — | 4.92 | 3.06 | 11.6 | |
| regularized FedAvg2026.06 | 19.14 | — | 5.2 | 2.94 | 11.83 | |
| Grad-TTS + WhisperMethod ID=E192026.03 | 23.3 | 13.98 | 3.27 | 2.57 | 16.93 | |
| FastSpeech2 + DNN-HMMMethod ID=E182026.03 | 55.88 | 49.6 | 36.8 | 12.6 | 39.2 |