Continual Learning for Automatic Speech Recognition on Common Voice Exp. 1 (test)
15WER (US)IHR
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| IHRMemory-free=true2026.01 | 15 | 10.4 | 10.7 | 19 | 11.5 | 13.32 | -0.1 | |
| Initial modelMemory-free=true2026.01 | 15.4 | 12.7 | 13.4 | 21.4 | 13.5 | 15.25 | — | |
| FTAMemory-free=true2026.01 | 15.9 | 10.9 | 10.7 | 19.3 | 11.8 | 13.71 | -0.3 | |
| ERMemory-based=true, Relies on storage of past data=true2026.01 | 17 | 11.3 | 11.8 | 19.3 | 10.4 | 13.97 | -2.3 | |
| CLRL-TMemory-free=true2026.01 | 17.9 | 12.2 | 12.4 | 22.3 | 11.6 | 15.26 | -2.8 | |
| Fine-TuningMemory-free=true2026.01 | 18.2 | 12.1 | 12.4 | 22.2 | 10.5 | 15.07 | -3.6 | |
| UOEMemory-free=true2026.01 | 18.5 | 12.5 | 12.8 | 22.6 | 10.5 | 15.36 | -3.8 |