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Results
Zipformer
Non-streaming
The training command is:
./zipformer/train.py \
--bilingual 1 \
--world-size 4 \
--num-epochs 30 \
--start-epoch 1 \
--use-fp16 1 \
--exp-dir zipformer/exp \
--max-duration 600
The decoding command is:
./zipformer/decode.py \
--epoch 28 \
--avg 15 \
--exp-dir ./zipformer/exp \
--max-duration 600 \
--decoding-method greedy_search
Word Error Rates (WERs) listed below:
Datasets | ReazonSpeech | ReazonSpeech | LibriSpeech | LibriSpeech |
---|---|---|---|---|
Zipformer WER (%) | dev | test | test-clean | test-other |
greedy_search | 12.08 | 9.67 | 2.73 | 6.67 |
modified_beam_search | 11.6 | 8.93 | 2.69 | 6.52 |
fast_beam_search | 35.38 | 37.79 | 3.06 | 7.06 |