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DeepSpeech

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examples/aishell/s0/README.md
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| Model | release | Config | Test set | Loss | CER | | Model | release | Config | Test set | Loss | CER |
| --- | --- | --- | --- | --- | --- | | --- | --- | --- | --- | --- | --- |
| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug + new datapipe | test | 6.396368026733398 | 0.068382 | | DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug + new datapipe | test | 6.396368026733398 | 0.068382 ~ 0.073507|
| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug | test | 7.483316898345947 | 0.077860 | | DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug | test | 7.483316898345947 | 0.077860 |
| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml | test | 7.299022197723389 | 0.078671 | | DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml | test | 7.299022197723389 | 0.078671 |
| DeepSpeech2 58.4M | 2.0.0 | conf/deepspeech2.yaml | test | - | 0.078977 | | DeepSpeech2 58.4M | 2.0.0 | conf/deepspeech2.yaml | test | - | 0.078977 |
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examples/aishell/s1/README.md
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## Conformer ## Conformer
| Model | Config | Augmentation| Test set | Decode method | Loss | WER | | Model | Params | Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- | | --- | --- | --- | --- | --- | --- | --- | --- |
| conformer | conf/conformer.yaml | spec_aug + shift | test | attention | - | 0.059858 | | conformer | 47.07M | conf/conformer.yaml | spec_aug + shift | test | attention | - | 0.059858 |
| conformer | conf/conformer.yaml | spec_aug + shift | test | ctc_greedy_search | - | 0.062311 | | conformer | 47.07M | conf/conformer.yaml | spec_aug + shift | test | ctc_greedy_search | - | 0.062311 |
| conformer | conf/conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | - | 0.062196 | | conformer | 47.07M | conf/conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | - | 0.062196 |
| conformer | conf/conformer.yaml | spec_aug + shift | test | attention_rescoring | - | 0.054694 | | conformer | 47.07M | conf/conformer.yaml | spec_aug + shift | test | attention_rescoring | - | 0.054694 |
## Chunk Conformer ## Chunk Conformer
| Model | Config | Augmentation| Test set | Decode method | Chunk | Loss | WER | | Model | Params | Config | Augmentation| Test set | Decode method | Chunk | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- | --- | | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | attention | 16 | - | 0.061939 | | conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | attention | 16 | - | 0.061939 |
| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_greedy_search | 16 | - | 0.070806 | | conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_greedy_search | 16 | - | 0.070806 |
| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | 16 | - | 0.070739 | | conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | 16 | - | 0.070739 |
| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | attention_rescoring | 16 | - | 0.059400 | | conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | attention_rescoring | 16 | - | 0.059400 |
## Transformer ## Transformer
| Model | Config | Augmentation| Test set | Decode method | Loss | WER | | Model | Params | Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | ---| | --- | --- | --- | --- | --- | --- | --- | ---|
| transformer | conf/transformer.yaml | spec_aug + shift | test | attention | - | - | | transformer | - | conf/transformer.yaml | spec_aug + shift | test | attention | - | - |
examples/librispeech/s0/README.md
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## Deepspeech2 ## Deepspeech2
| Model | release | Config | Test set | Loss | WER | | Model | Params | release | Config | Test set | Loss | WER |
| --- | --- | --- | --- | --- | --- | | --- | --- | --- | --- | --- | --- | --- |
| DeepSpeech2 | 2.1.0 | conf/deepspeech2.yaml | 15.184467315673828 | test-clean | 0.072154 | | DeepSpeech2 | 42.96M | 2.1.0 | conf/deepspeech2.yaml | 15.184467315673828 | test-clean | 0.072154 |
| DeepSpeech2 | 2.0.0 | conf/deepspeech2.yaml | - | test-clean | 0.073973 | | DeepSpeech2 | 42.96M | 2.0.0 | conf/deepspeech2.yaml | - | test-clean | 0.073973 |
| DeepSpeech2 | 1.8.5 | - | test-clean | - | 0.074939 | | DeepSpeech2 | 42.96M | 1.8.5 | - | test-clean | - | 0.074939 |
examples/librispeech/s1/README.md
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## Conformer ## Conformer
| Model | Config | Augmentation| Test set | Decode method | Loss | WER | | Model | Params | Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- | | --- | --- | --- | --- | --- | --- | --- | --- |
| conformer | conf/conformer.yaml | spec_aug + shift | test-all | attention | test-all 6.35 | 0.057117 | | conformer | 47.63 M | conf/conformer.yaml | spec_aug + shift | test-all | attention | 6.35 | 0.057117 |
| conformer | conf/conformer.yaml | spec_aug + shift | test-clean | attention | test-all 6.35 | 0.030162 | | conformer | 47.63 M | conf/conformer.yaml | spec_aug + shift | test-clean | attention | 6.35 | 0.030162 |
| conformer | conf/conformer.yaml | spec_aug + shift | test-clean | ctc_greedy_search | test-all 6.35 | 0.037910 | | conformer | 47.63 M | conf/conformer.yaml | spec_aug + shift | test-clean | ctc_greedy_search | 6.35 | 0.037910 |
| conformer | conf/conformer.yaml | spec_aug + shift | test-clean | ctc_prefix_beam_search | test-all 6.35 | 0.037761 | | conformer | 47.63 M | conf/conformer.yaml | spec_aug + shift | test-clean | ctc_prefix_beam_search | 6.35 | 0.037761 |
| conformer | conf/conformer.yaml | spec_aug + shift | test-clean | attention_rescoring | test-all 6.35 | 0.032115 | | conformer | 47.63 M | conf/conformer.yaml | spec_aug + shift | test-clean | attention_rescoring | 6.35 | 0.032115 |
## Transformer ## Transformer
| Model | Config | Augmentation| Test set | Decode method | Loss | WER | | Model | Params | Config | Augmentation| Test set | Decode method | Loss | WER |
| --- | --- | --- | --- | --- | --- | --- | | --- | --- | --- | --- | --- | --- | --- | --- |
| transformer | conf/transformer.yaml | spec_aug + shift | test-all | attention | test-all 6.98 | 0.066500 | | transformer | 32.52 M | conf/transformer.yaml | spec_aug + shift | test-all | attention | 6.98 | 0.066500 |
| transformer | conf/transformer.yaml | spec_aug + shift | test-clean | attention | test-all 6.98 | 0.036 | | transformer | 32.52 M | conf/transformer.yaml | spec_aug + shift | test-clean | attention | 6.98 | 0.036 |
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