# Multilingual Finetuning XLS-R

**URL:** <https://discuss.huggingface.co/t/multilingual-finetuning-xls-r/13362>\
**Category:** 🤗Transformers\
**Created:** [January 4, 2022, 10:18am UTC](https://discuss.huggingface.co/t/multilingual-finetuning-xls-r/13362 "2022-01-04T10:18:58Z")\
**Posts on this page:** 2\
**Page:** 1

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**Author:** ![StephennFernandes](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/stephennfernandes/32/17230_2.png) [@StephennFernandes](https://discuss.huggingface.co/u/StephennFernandes)\
**Post date:** [January 4, 2022, 10:18am UTC](https://discuss.huggingface.co/t/multilingual-finetuning-xls-r/13362/1 "2022-01-04T10:18:59Z")

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Hi there,  
I was searching for code references, blogs and any sort of resources that can help me in fine-tuning XLS-R on multiple languages all at once using huggingface.  
All help is highly appreciated  
@patrickvonplaten

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**Author:** ![patrickvonplaten](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/patrickvonplaten/32/2171_2.png) [@patrickvonplaten](https://discuss.huggingface.co/u/patrickvonplaten)\
**Post date:** [January 11, 2022, 4:29pm UTC](https://discuss.huggingface.co/t/multilingual-finetuning-xls-r/13362/2 "2022-01-11T16:29:07Z")

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We don’t have much content for this at the moment sadly! It does sound like a very cool project though. I think the closest thing that I can think of that might help is this paper:  
[[2109.11680] Simple and Effective Zero-shot Cross-lingual Phoneme Recognition](https://arxiv.org/abs/2109.11680) (we have 2 of the models merged to the Hub)