Fixing GPU for token-classification in a better way.
Author: Narsil
Pull request: yes

# What does this PR do?

We probably need a way to ensure this test is ran ! 
Superseeds https://github.com/huggingface/transformers/pull/13819 (different fix for same issue)

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Fixes # (issue)


## Before submitting
- [ ] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
- [ ] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/master/CONTRIBUTING.md#start-contributing-pull-requests),
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## Who can review?

Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
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@LysandreJik

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