Automatic Speech Recognition on LibriSpeech 960h
4.52WERPDS-Base-16
Evaluation Results
| Method | Links | |
|---|---|---|
| PDS-Base-16Architecture=Conformer, Group=E, L=12, dh=512, dff=2048, h=8, #Params=114M2023.05 | 4.52 | |
| PDS-Base-8Architecture=Conformer, Group=E, L=12, dh=512, dff=2048, h=8, #Params=113M2023.05 | 4.65 | |
| Stack-4 (Baseline)Architecture=Conformer, Group=E, L=12, dh=512, dff=2048, h=8, #Params=113M2023.05 | 4.66 | |
| PDS-Base-32Architecture=Conformer, Group=E, L=12, dh=512, dff=2048, h=8, #Params=119M2023.05 | 4.75 | |
| PDS-Base-16Architecture=Conformer, Group=D, L=12, dh=256, dff=2048, h=4, #Params=46M2023.05 | 4.93 | |
| PDS-Base-8Architecture=Conformer, Group=D, L=12, dh=256, dff=2048, h=4, #Params=46M2023.05 | 4.98 | |
| PDS-Base-32Architecture=Conformer, Group=D, L=12, dh=256, dff=2048, h=4, #Params=47M2023.05 | 5.02 | |
| Stack-4 (Baseline)Architecture=Conformer, Group=D, L=12, dh=256, dff=2048, h=4, #Params=45M2023.05 | 5.15 | |
| PDS-Base-8Architecture=Transformer, Group=B, L=12, dh=512, dff=2048, h=8, #Params=75M2023.05 | 5.35 | |
| PDS-Deep-16Architecture=Transformer, Group=C, L=30, dh=256, dff=2048, h=4, #Params=54M2023.05 | 5.5 | |
| PDS-Deep-32Architecture=Transformer, Group=C, L=30, dh=256, dff=2048, h=4, #Params=55M2023.05 | 5.52 | |
| PDS-Base-16Architecture=Transformer, Group=B, L=12, dh=512, dff=2048, h=8, #Params=76M2023.05 | 5.53 | |
| PDS-Deep-8Architecture=Transformer, Group=C, L=30, dh=256, dff=2048, h=4, #Params=53M2023.05 | 5.59 | |
| PDS-Base-32Architecture=Transformer, Group=B, L=12, dh=512, dff=2048, h=8, #Params=82M2023.05 | 5.65 | |
| Stack-4 (Baseline)Architecture=Transformer, Group=B, L=12, dh=512, dff=2048, h=8, #Params=71M2023.05 | 5.78 | |
| PDS-Base-8Architecture=Transformer, Group=A, L=12, dh=256, dff=2048, h=4, #Params=30M2023.05 | 6.11 | |
| Stack-4 (Baseline)Architecture=Transformer, Group=C, L=30, dh=256, dff=2048, h=4, #Params=53M2023.05 | 6.25 | |
| PDS-Base-16Architecture=Transformer, Group=A, L=12, dh=256, dff=2048, h=4, #Params=30M2023.05 | 6.26 | |
| PDS-Base-32Architecture=Transformer, Group=A, L=12, dh=256, dff=2048, h=4, #Params=31M2023.05 | 6.69 | |
| Stack-4 (Baseline)Architecture=Transformer, Group=A, L=12, dh=256, dff=2048, h=4, #Params=30M2023.05 | 6.8 |