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Add citation footers to notebooks
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‎docs/tutorials/advanced/data-loading-for-big-datasets-and-shared-filesystems.ipynb‎

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" for ind, batch in enumerate(dataloader, start=1):\n",
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" print(\"\\tBatch\", ind, \": batch size\", len(batch))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
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},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
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"```bibtex\n",
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"@misc{speechbrainV1,\n",
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" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
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" year={2024},\n",
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" eprint={2407.00463},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
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"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
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" 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},\n",
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" year={2021},\n",
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" eprint={2106.04624},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
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"```"
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]
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}
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],
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"metadata": {

‎docs/tutorials/advanced/dynamic-batching.ipynb‎

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"\n",
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"SpeechBrain DynamicBatchSampler has been developed by Ralf Leibold and Andreas Nautsch with the help of Samuele Cornell"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
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},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
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"```bibtex\n",
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"@misc{speechbrainV1,\n",
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" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
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" year={2024},\n",
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" eprint={2407.00463},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
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"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
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" 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},\n",
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" year={2021},\n",
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" eprint={2106.04624},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
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"```"
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]
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}
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],
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"metadata": {

‎docs/tutorials/advanced/federated-speech-model-training-via-speechbrain-and-flower.ipynb‎

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"\n",
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"We can find that the results are horrible. This is because we didn't leverage a pre-trained model for initailisation and only trained on little toy dataset. Don't worry about results. You get acceptable results by running on real dataset."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
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},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
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"```bibtex\n",
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"@misc{speechbrainV1,\n",
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" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
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" year={2024},\n",
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" eprint={2407.00463},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
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"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
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" 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},\n",
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" year={2021},\n",
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" eprint={2106.04624},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
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"```"
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]
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}
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],
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"metadata": {

‎docs/tutorials/advanced/hyperparameter-optimization.ipynb‎

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"\n",
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"For more advanced scenarios, including distributed hyperparameter fittig on multiple nodes, refer to the [Parallel Workers](https://orion.readthedocs.io/en/stable/user/parallel.html]) page in Oríon's official documentation."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
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},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
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"```bibtex\n",
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"@misc{speechbrainV1,\n",
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" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
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" year={2024},\n",
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" eprint={2407.00463},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
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"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
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" 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},\n",
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" year={2021},\n",
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" eprint={2106.04624},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
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"```"
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]
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}
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],
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"metadata": {

‎docs/tutorials/advanced/inferring-on-your-own-speechbrain-models.ipynb‎

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"This might be useful if the interface that you need is not available in `speechbrain.pretrained.interfaces`. If you want, you can add it there. If you use the foreign_class, however, we also give you the possibility to fetch the inference code from any other path.\n",
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"\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
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},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
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"```bibtex\n",
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"@misc{speechbrainV1,\n",
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" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
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" year={2024},\n",
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" eprint={2407.00463},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
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"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
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" 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},\n",
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" year={2021},\n",
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" eprint={2106.04624},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
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"```"
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]
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}
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],
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"metadata": {

‎docs/tutorials/advanced/model-quantization.ipynb‎

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"del quantized_model\n",
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"gc.collect()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
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},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
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"```bibtex\n",
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"@misc{speechbrainV1,\n",
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" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
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" year={2024},\n",
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" eprint={2407.00463},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
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"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
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" 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},\n",
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" year={2021},\n",
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" eprint={2106.04624},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
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"```"
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]
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}
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],
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"metadata": {

‎docs/tutorials/advanced/pre-trained-models-and-fine-tuning-with-huggingface.ipynb‎

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"\n",
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"* Many thanks to ([ziz19](https://github.com/ziz19)) who helped improving this Tutorial.\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
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},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
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"```bibtex\n",
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"@misc{speechbrainV1,\n",
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" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
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" year={2024},\n",
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" eprint={2407.00463},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
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"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
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" 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},\n",
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" year={2021},\n",
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" eprint={2106.04624},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
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"```"
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]
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}
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],
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"metadata": {

‎docs/tutorials/advanced/profiling-and-benchmark.ipynb‎

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"pip install tensorboard\n",
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"```"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
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},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
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"```bibtex\n",
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"@misc{speechbrainV1,\n",
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" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
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" year={2024},\n",
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" eprint={2407.00463},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
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"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
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" 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},\n",
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" year={2021},\n",
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" eprint={2106.04624},\n",
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" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
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"```"
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]
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}
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],
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"metadata": {

‎docs/tutorials/advanced/text-tokenizer.ipynb‎

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"print(b.tokens)\n",
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"print(b.tokens_list)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "sb_auto_footer",
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"tags": [
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"sb_auto_footer"
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]
531+
},
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"source": [
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"## Citing SpeechBrain\n",
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"\n",
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"If you use SpeechBrain in your research or business, please cite it using the following BibTeX entry:\n",
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"\n",
537+
"```bibtex\n",
538+
"@misc{speechbrainV1,\n",
539+
" title={Open-Source Conversational AI with {SpeechBrain} 1.0},\n",
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" 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},\n",
541+
" year={2024},\n",
542+
" eprint={2407.00463},\n",
543+
" archivePrefix={arXiv},\n",
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" primaryClass={cs.LG},\n",
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" url={https://arxiv.org/abs/2407.00463},\n",
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"}\n",
547+
"@misc{speechbrain,\n",
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" title={{SpeechBrain}: A General-Purpose Speech Toolkit},\n",
549+
" 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},\n",
550+
" year={2021},\n",
551+
" eprint={2106.04624},\n",
552+
" archivePrefix={arXiv},\n",
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" primaryClass={eess.AS},\n",
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" note={arXiv:2106.04624}\n",
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"}\n",
556+
"```"
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]
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}
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],
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"metadata": {

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