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[WIP] Add phone based train and decode for gigaspeech #1023

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@yfyeung yfyeung commented Apr 26, 2023

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@yfyeung yfyeung changed the title Add phone based train and decode for gigaspeech [WIP] Add phone based train and decode for gigaspeech Apr 26, 2023
@wangtiance
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Hi, have you got any results with phone based models? I previously tried with librispeech and the result was worse than BPE. For pruned transducer I only got 4-5 WER for test-clean.

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yfyeung commented May 8, 2023

Hi, have you got any results with phone based models? I previously tried with librispeech and the result was worse than BPE. For pruned transducer I only got 4-5 WER for test-clean.

I tried the pruned transducer on gigaspeech M, and the result was worse than BPE too.

unit level dev & test lm ngram-lm-scale ppl checkpoint 
phone 76 13.15 & 13.46 3gram_pruned_1e8 0.235 192.176 & 213.068 epoch 30 avg 7 
bpe 500 12.88 & 12.87 -  - epoch 30 avg 8

@wangtiance
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Thanks! But your result seems very close. Will try your recipe on librispeech sometime.

@yfyeung
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yfyeung commented May 15, 2023

Maybe sometime later. Not recently.

@pingfengluo
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@yfyeung can you update and merge this PR?

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