Keyword Spotting on LibriPhrase Hard (LPH)
0.0752EERProKWS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProKWS# Params=2.9M2026.03 | 0.0752 | 0.9692 | |
| KFC-KWSAugmentation strategy=modality dropout2026.06 | 0.0775 | 0.9765 | |
| PLCL# Params=3.9M2026.03 | 0.0847 | 0.9659 | |
| PLCLAugmentation strategy=method-specific2026.06 | 0.0847 | 0.9659 | |
| MM-KWS# Params=3.9M2026.03 | 0.093 | 0.9625 | |
| MM-KWSAugmentation strategy=method-specific2026.06 | 0.093 | 0.9625 | |
| AdaKWS-SmallAugmentation strategy=method-specific2026.06 | 0.1148 | 0.9509 | |
| AdaKWS-Tiny# Params=15M2026.03 | 0.1347 | 0.9375 | |
| CED# Params=3.6M2026.03 | 0.144 | 0.927 | |
| CEDAugmentation strategy=method-specific2026.06 | 0.144 | 0.927 | |
| PhonMatchNet# Params=0.7M2026.03 | 0.1882 | 0.8852 | |
| Whisper-Large# Params=1550M2026.03 | 0.1957 | 0.858 | |
| Whisper-Small# Params=224M2026.03 | 0.2145 | 0.829 | |
| EMKWS# Params=3.7M2026.03 | 0.2336 | 0.8421 | |
| SynaspotEnrollment modality (EM)=Text + Audio, Params=0.9M2025.12 | 0.2729 | 0.7915 | |
| Synaspot-ATEnrollment modality (EM)=Text, Params=0.9M2025.12 | 0.2869 | 0.7735 | |
| CLADEnrollment modality (EM)=Text, Params=2.2M2025.12 | 0.303 | 0.7615 | |
| CLAD# Params=2.2M2026.03 | 0.303 | 0.7615 | |
| Synaspot-AAEnrollment modality (EM)=Audio, Params=0.9M2025.12 | 0.3214 | 0.7375 | |
| InfoNCEEnrollment modality (EM)=Text, Params=2.2M2025.12 | 0.3251 | 0.7487 | |
| CMCDEnrollment modality (EM)=Text, Params=0.7M2025.12 | 0.329 | 0.7358 | |
| CMCD# Params=0.7M2026.03 | 0.329 | 0.7358 | |
| Whisper-Tiny# Params=39M2026.03 | 0.3304 | 0.7337 | |
| SoftTripeEnrollment modality (EM)=Text, Params=N/A2025.12 | 0.4195 | 0.6265 | |
| TripletEnrollment modality (EM)=Text, Params=0.6M2025.12 | 0.4436 | 0.5488 |