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37 lines
2.4 KiB
37 lines
2.4 KiB
# WenetSpeech
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## Conformer Streaming
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| Model | Params | Config | Augmentation| Test set | Decode method | Valid Loss | CER |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| conformer_online | 123.47 M | conf/chunk_conformer.yaml | spec_aug | test net | attention | 9.329 | 0.1102 |
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| conformer_online | 123.47 M | conf/chunk_conformer.yaml | spec_aug | test net | ctc_greedy_search | 9.329 | 0.1207 |
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| conformer_online | 123.47 M | conf/chunk_conformer.yaml | spec_aug | test net | ctc_prefix_beam_search | 9.329 | 0.1203 |
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| conformer_online | 123.47 M | conf/chunk_conformer.yaml | spec_aug | test net | attention_rescoring | 9.329 | 0.1100 |
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| conformer_online | 123.47 M | conf/chunk_conformer.yaml | spec_aug | test meeting | attention | 9.329 | 0.1992 |
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| conformer_online | 123.47 M | conf/chunk_conformer.yaml | spec_aug | test meeting | ctc_greedy_search | 9.329 | 0.1960 |
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| conformer_online | 123.47 M | conf/chunk_conformer.yaml | spec_aug | test meeting | ctc_prefix_beam_search | 9.329 | 0.1946 |
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| conformer_online | 123.47 M | conf/chunk_conformer.yaml | spec_aug | test meeting | attention_rescoring | 9.329 | 0.1879|
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## Conformer
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| Model | Params | Config | Augmentation| Test set | Decode method | Loss | CER |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| conformer | 32.52 M | conf/conformer.yaml | spec_aug | dev | attention | | |
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| conformer | 32.52 M | conf/conformer.yaml | spec_aug | test net | ctc_greedy_search | | |
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| conformer | 32.52 M | conf/conformer.yaml | spec_aug | test meeting | ctc_prefix_beam_search | | |
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| conformer | 32.52 M | conf/conformer.yaml | spec_aug | test net | attention_rescoring | | |
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## Conformer Pretrain Model
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Pretrain model from http://mobvoi-speech-public.ufile.ucloud.cn/public/wenet/wenetspeech/20211025_conformer_exp.tar.gz
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| Model | Params | Config | Augmentation| Test set | Decode method | Loss | CER |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| conformer | 32.52 M | conf/conformer.yaml | spec_aug | aishell1 | attention | - | 0.048456 |
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| conformer | 32.52 M | conf/conformer.yaml | spec_aug | aishell1 | ctc_greedy_search | - | 0.052534 |
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| conformer | 32.52 M | conf/conformer.yaml | spec_aug | aishell1 | ctc_prefix_beam_search | - | 0.052915 |
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| conformer | 32.52 M | conf/conformer.yaml | spec_aug | aishell1 | attention_rescoring | - | 0.047904 |
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