This folder contains scripts necessary to run an ASR experiment with the Media French dataset: Media ASR (ELRA-S0272), Media SLU (ELRA-E0024) both needed for the task. Please also download the 2 csv files given here and place them in the ../../MEDIA directory.
This recipe has been implemented following the paper of G. Laperrière, V. Pelloin, A. Caubriere, S. Mdhaffar, N. Camelin, S. Ghannay, B. Jabaian, Y. Estève, The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools.
Do not forget to process the dataset and change the !PLACEHOLDER in the yaml file.
python train_hf_wav2vec.py hparams/train_hf_wav2vec.yamlIt is important to note that Media initially offers audio files at 8kHz. Hence, audio files are upsampled on the fly within the preparation script to 16kHz.
| Media Release | hyperparams | Test ChER | Wav2Vec | Training time | HuggingFace link | Model link |
|---|---|---|---|---|---|---|
| 2008-03-27 | train_with_wav2vec.yaml | 4.78 | LeBenchmark wav2vec2-FR-3K-large | 12m30s per epoch | here | Not Avail. |
- Website: https://speechbrain.github.io/
- Code: https://github.com/speechbrain/speechbrain/
- HuggingFace: https://huggingface.co/speechbrain/
Please, cite SpeechBrain if you use it for your research or business.
@misc{speechbrainV1,
title={Open-Source Conversational AI with SpeechBrain 1.0},
author={Mirco Ravanelli and Titouan Parcollet and Adel Moumen and Sylvain de Langen and Cem Subakan and Peter Plantinga and Yingzhi Wang and Pooneh Mousavi and Luca Della Libera and Artem Ploujnikov and Francesco Paissan and Davide Borra and Salah Zaiem and Zeyu Zhao and Shucong Zhang and Georgios Karakasidis and Sung-Lin Yeh and Pierre Champion and Aku Rouhe and Rudolf Braun and Florian Mai and Juan Zuluaga-Gomez and Seyed Mahed Mousavi and Andreas Nautsch and Xuechen Liu and Sangeet Sagar and Jarod Duret and Salima Mdhaffar and Gaelle Laperriere and Mickael Rouvier and Renato De Mori and Yannick Esteve},
year={2024},
eprint={2407.00463},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2407.00463},
}
@misc{speechbrain,
title={{SpeechBrain}: A General-Purpose Speech Toolkit},
author={Mirco Ravanelli and Titouan Parcollet and Peter Plantinga and Aku Rouhe and Samuele Cornell and Loren Lugosch and Cem Subakan and Nauman Dawalatabad and Abdelwahab Heba and Jianyuan Zhong and Ju-Chieh Chou and Sung-Lin Yeh and Szu-Wei Fu and Chien-Feng Liao and Elena Rastorgueva and François Grondin and William Aris and Hwidong Na and Yan Gao and Renato De Mori and Yoshua Bengio},
year={2021},
eprint={2106.04624},
archivePrefix={arXiv},
primaryClass={eess.AS},
note={arXiv:2106.04624}
}