|
---
|
|
language:
|
|
- it
|
|
license: apache-2.0
|
|
datasets:
|
|
- common_voice
|
|
- mozilla-foundation/common_voice_8_0
|
|
metrics:
|
|
- wer
|
|
- cer
|
|
tags:
|
|
- audio
|
|
- automatic-speech-recognition
|
|
- hf-asr-leaderboard
|
|
- it
|
|
- mozilla-foundation/common_voice_8_0
|
|
- speech
|
|
model-index:
|
|
- name: XLS-R Wav2Vec2 Italian by radiogroup crits
|
|
results:
|
|
- task:
|
|
name: Automatic Speech Recognition
|
|
type: automatic-speech-recognition
|
|
dataset:
|
|
name: Common Voice 8
|
|
type: mozilla-foundation/common_voice_8_0
|
|
args: it
|
|
metrics:
|
|
- name: Test WER
|
|
type: wer
|
|
value: 9.04
|
|
- name: Test CER
|
|
type: cer
|
|
value: 2.2
|
|
- name: Test WER (+LM)
|
|
type: wer
|
|
value: 6.24
|
|
- name: Test CER (+LM)
|
|
type: cer
|
|
value: 1.67
|
|
---
|
|
# XLS-R-1B-ITALIAN-DOC4LM-5GRAM
|
|
|
|
## Language model information
|
|
|
|
Our language model was generated using a dataset of Italian wikipedia articles and manual transcriptions about gr and television programs.
|
|
|
|
|
|
## Download CommonVoice8.0 dataset for italian language
|
|
```python
|
|
from datasets import load_dataset
|
|
|
|
dataset = load_dataset("mozilla-foundation/common_voice_8_0", "it", use_auth_token=True)
|
|
```
|
|
|
|
## Evaluation Commands
|
|
|
|
To evaluate on `mozilla-foundation/common_voice_8_0` with split `test`:
|
|
|
|
```bash
|
|
python eval.py --model_id radiogroup-crits/wav2vec2-xls-r-1b-italian-doc4lm-5gram --dataset mozilla-foundation/common_voice_8_0 --config it --split test --log_outputs --greedy
|
|
mv log_mozilla-foundation_common_voice_8_0_it_test_predictions.txt log_mozilla-foundation_common_voice_8_0_it_test_predictions_greedy.txt
|
|
mv mozilla-foundation_common_voice_8_0_it_test_eval_results.txt mozilla-foundation_common_voice_8_0_it_test_eval_results_greedy.txt
|
|
```
|
|
|
|
## Citation
|
|
If you want to cite this model you can use this:
|
|
|
|
```bibtex
|
|
@misc{radiogroup-crits2022wav2vec2-xls-r-1b-italian-doc4lm-5gram,
|
|
title={XLS-R Wav2Vec2 Italian by radiogroup-crits},
|
|
author={Raffaele Teraoni Prioletti and Paolo Casagranda and Francesco Russo},
|
|
publisher={Hugging Face},
|
|
journal={Hugging Face Hub},
|
|
howpublished={\url{https://huggingface.co/radiogroup-crits/wav2vec2-xls-r-1b-italian-doc4lm-5gram}},
|
|
year={2022}
|
|
}
|
|
``` |
