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## Results
### MLS-English training results (Non-streaming) on zipformer model
#### Non-streaming
**WER on Test Set (Epoch 20)**
| Type | Greedy | Beam search |
|---------------|--------|-------------|
| Non-streaming | 6.65 | 6.57 |
The training command:
```
./zipformer/train.py \
--world-size 8 \
--num-epochs 20 \
--start-epoch 9 \
--use-fp16 1 \
--exp-dir zipformer/exp \
--lang-dir data/lang/bpe_2000/
```
The decoding command:
```
./zipformer/decode.py \
--epoch 20 \
--exp-dir ./zipformer/exp \
--lang-dir data/lang/bpe_2000/ \
--decoding-method greedy_search
```
The pre-trained model is available here :
Please note that this recipe was developed primarily as the source of English input in the bilingual Japanese-English recipe `multi_ja_en`, which uses ReazonSpeech and MLS English.