Speech Recognition on AISHELL-1 (dev)
1.2WERQwen-Audio
Evaluation Results
| Method | Links | |
|---|---|---|
| Qwen-Audiozero-shot=true2023.11 | 1.2 | |
| MMSpeechencoder size=LARGE2022.11 | 1.6 | |
| MMSpeech-largeTask-specific fine-tuning=true2023.11 | 1.6 | |
| MMSpeechencoder size=BASE2022.11 | 2 | |
| MMSpeech-baseTask-specific fine-tuning=true2023.11 | 2 | |
| HuBERTencoder size=LARGE2022.11 | 3.1 | |
| CR-CTC, Zipformer-MParams (M)=66.22024.10 | 3.72 | |
| Wav2Vec 2.0encoder size=LARGE2022.11 | 3.8 | |
| CR-CTC, Zipformer-SParams (M)=23.12024.10 | 3.9 | |
| CTC/AED, Zipformer-MParams (M)=83.22024.10 | 4 | |
| HuBERTencoder size=BASE2022.11 | 4.1 | |
| Pruned transducer, Zipformer-MParams (M)=73.42024.10 | 4.13 | |
| CTC/AED, BranchformerParams (M)=45.42024.10 | 4.19 | |
| Wav2Vec 2.0encoder size=BASE2022.11 | 4.2 | |
| CTC/AED, E-Branchformer in ESPnetParams (M)=37.92024.10 | 4.2 | |
| Pruned transducer, Zipformer-SParams (M)=30.22024.10 | 4.4 | |
| CTC, Zipformer-MParams (M)=66.22024.10 | 4.47 | |
| CTC/AED, Zipformer-SParams (M)=39.32024.10 | 4.47 | |
| CTC/AED, Conformer in ESPnetParams (M)=46.22024.10 | 4.5 | |
| PDS-Base-8CTC=Yes2023.05 | 4.72 | |
| PDS-Base-16CTC=Yes2023.05 | 4.76 | |
| CTC, Zipformer-SParams (M)=23.12024.10 | 4.89 | |
| Stack-4CTC=Yes2023.05 | 4.96 | |
| PDS-Base-8CTC=No2023.05 | 5.09 | |
| PDS-Base-32CTC=Yes2023.05 | 5.17 | |
| PDS-Base-16CTC=No2023.05 | 5.3 | |
| Stack-4CTC=No2023.05 | 5.42 | |
| PDS-Base-32CTC=No2023.05 | 5.43 |