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1.9 KiB
1.9 KiB
Aishell
Conformer
paddle version: 2.2.2
paddlespeech version: 0.1.2
| Model | Params | Config | Augmentation | Test set | Decode method | Loss | CER |
|---|---|---|---|---|---|---|---|
| conformer | 47.07M | conf/conformer.yaml | spec_aug | test | attention | - | 0.0548 |
| conformer | 47.07M | conf/conformer.yaml | spec_aug | test | ctc_greedy_search | - | 0.05127 |
| conformer | 47.07M | conf/conformer.yaml | spec_aug | test | ctc_prefix_beam_search | - | 0.05131 |
| conformer | 47.07M | conf/conformer.yaml | spec_aug | test | attention_rescoring | - | 0.04829 |
Chunk Conformer
Need set decoding.decoding_chunk_size=16 when decoding.
| Model | Params | Config | Augmentation | Test set | Decode method | Chunk Size & Left Chunks | Loss | CER |
|---|---|---|---|---|---|---|---|---|
| conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | attention | 16, -1 | - | 0.061939 |
| conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_greedy_search | 16, -1 | - | 0.070806 |
| conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | 16, -1 | - | 0.070739 |
| conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | attention_rescoring | 16, -1 | - | 0.059400 |
Transformer
| Model | Params | Config | Augmentation | Test set | Decode method | Loss | CER |
|---|---|---|---|---|---|---|---|
| transformer | 31.95M | conf/transformer.yaml | spec_aug | test | attention | 3.8103787302970886 | 0.056588 |
| transformer | 31.95M | conf/transformer.yaml | spec_aug | test | ctc_greedy_search | 3.8103787302970886 | 0.059932 |
| transformer | 31.95M | conf/transformer.yaml | spec_aug | test | ctc_prefix_beam_search | 3.8103787302970886 | 0.059989 |
| transformer | 31.95M | conf/transformer.yaml | spec_aug | test | attention_rescoring | 3.8103787302970886 | 0.052273 |