---
tags:
- espnet
- audio
- automatic-speech-recognition
language: iba
datasets:
- Iban
license: cc-by-4.0
---

## ESPnet2 ASR model

### `cjli/iban_wavlm_transformer`

This model was trained using iban recipe in [espnet](https://github.com/espnet/espnet/).

### Run recipe

Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html) first, then:

```bash
cd espnet/egs2/iban/asr1
./run.sh --skip_data_prep false --skip_train true --download_model cjli/iban_wavlm_transformer
```

### Results

**WER**
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_asr_asr_model_valid.acc.best/test|104|2226|71.2|23.8|5.1|2.3|31.2|94.2|

**CER**
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_asr_asr_model_valid.acc.best/test|104|13527|91.8|2.7|5.4|2.2|10.4|94.2|

**TER**
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_asr_asr_model_valid.acc.best/test|104|5758|81.2|10.9|7.8|2.7|21.4|94.2|


### Citing ESPnet

```BibTex
@inproceedings{watanabe2018espnet,
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  title={{ESPnet}: End-to-End Speech Processing Toolkit},
  year={2018},
  booktitle={Proceedings of Interspeech},
  pages={2207--2211},
  doi={10.21437/Interspeech.2018-1456},
  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
}
```

or arXiv:

```bibtex
@misc{watanabe2018espnet,
  title={ESPnet: End-to-End Speech Processing Toolkit},
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  year={2018},
  eprint={1804.00015},
  archivePrefix={arXiv},
  primaryClass={cs.CL}
}
```