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lines changed Original file line number Diff line number Diff line change @@ -13,11 +13,12 @@ make KALDI=/path/to/kaldi TOOL=/path/to/save/tools
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### Corpus
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- ASR
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- AISHELL-1
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+ - AISHELL-2
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- AMI
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- CSJ
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- LaboroTVSpeech
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- Librispeech
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- - Switchboard (+ Fisher)
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+ - Switchboard (+Fisher)
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- TEDLIUM2/TEDLIUM3
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- TIMIT
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- WSJ
@@ -61,6 +62,7 @@ make KALDI=/path/to/kaldi TOOL=/path/to/save/tools
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- Deep fusion [[ link] ( https://arxiv.org/abs/1503.03535 )]
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- Forward-backward attention decoding [[ link] ( https://www.isca-speech.org/archive/Interspeech_2018/abstracts/1160.html )]
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- Ensemble decoding
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+ - internal LM estimation [[ link] ( https://arxiv.org/abs/2011.01991 )]
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- Attention type
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- location-based
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- content-based
@@ -108,6 +110,11 @@ Multi-task learning (MTL) with different units are supported to alleviate data s
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| Transformer | 5.0 | 5.4 |
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| Streaming MMA | 5.5 | 6.1 |
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+ ### AISHELL-2 (CER)
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+ | Model | test_android | test_ios | test_mic |
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+ | ----------- | ------------ | -------- | -------- |
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+ | Conformer LAS | 6.1 | 5.5 | 5.9 |
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+
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### CSJ (WER)
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| Model | eval1 | eval2 | eval3 |
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| -------------- | ----- | ----- | ----- |
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+ ### Conformer-LAS + SpecAugment (no LM), hierarchical subsample1/8
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+ - conf: ` conf/asr/conformer_kernel15_clamp10_hie_subsample8_las_ln_large.yaml `
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+ - decoding parameters
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+ - epoch: 30
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+ - n_average: 10
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+ - beam width: 10
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+ - lm_weight: 0.0
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+
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+ | Eval Set | # Snt | # Wrd | Corr | Sub | Del | Ins | Err | S.Err |
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+ | -------- | ----- | ----- | ---- | --- | --- | --- | --- | ----- |
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+ | test_android| 5000| 49532| 94.0| 5.8| 0.2| 0.1| ** 6.1** | 36.7|
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+ | test_ios| 5000| 49532| 94.6| 5.2| 0.2| 0.1| ** 5.5** | 34.1|
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+ | test_mic| 5000| 49532| 94.3| 5.6| 0.2| 0.1| ** 5.9** | 35.7|
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