Personalized Keyword Spotting on Google Speech Commands
28.05C-KWS FRR@1%ZP-KWS
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ZP-KWSAblation Configuration=w/o Phoneme Supervision2026.06 | 28.05 | 10.08 | 10.12 | 52.36 | 9.53 | 9.23 | 55.14 | 10.66 | 11.35 | |
| ZP-KWSAblation Configuration=w/o GE2E Pre-training2026.06 | 35.34 | 11.38 | 12.33 | 65.93 | 11.18 | 12.3 | 71.24 | 13.06 | 17.52 | |
| ZP-KWSAblation Configuration=Full model2026.06 | 35.96 | 10.74 | 11.44 | 44.46 | 9.46 | 9.02 | 49.76 | 11.05 | 12.24 | |
| PhonMatchNetAblation Configuration=Baseline2026.06 | 46.2 | 10.07 | 10.15 | 46.48 | 10.24 | 10.43 | 82.61 | 12.27 | 15.57 | |
| ZP-KWSAblation Configuration=w/o Calibrated Linear Layer2026.06 | 46.95 | 11.93 | 13.09 | 44.33 | 11.8 | 12.84 | 51.57 | 13.36 | 16.69 | |
| PK-MTLAblation Configuration=Baseline2026.06 | 48.29 | 11.21 | 12.57 | 51.51 | 10.91 | 11.9 | 65.66 | 13.14 | 18.61 |