Issue 17128
Author: mygithubid1
Pull request: yes

# What does this PR do?

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Fixes #17128


## Before submitting
- [N/A] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
- [x] Did you read the [contributor guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md#start-contributing-pull-requests),
      Pull Request section?
- [x] Was this discussed/approved via a Github issue or the [forum](https://discuss.huggingface.co/)? Here's the [link](https://github.com/huggingface/transformers/issues/17128)
- [N/A] Did you make sure to update the documentation with your changes? 
- [ ] Did you write any new necessary tests? I didn't write a custom test. Ran the following commands run to ensure local tests pass
1.  `RUN_PIPELINE_TESTS=yes python -m unittest discover -s tests/pipelines  -p "test_pipelines_question_answering.py" -t . -v -f `
2. `python -m unittest discover -s .  -p "test_tokenization_wav2vec2.py" -t . -v -f`


## Who can review?

Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
members/contributors who may be interested in your PR.

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Models:

- albert, bert, xlm: @LysandreJik
- blenderbot, bart, marian, pegasus, encoderdecoder,  t5: @patrickvonplaten, @patil-suraj
- longformer, reformer, transfoxl, xlnet: @patrickvonplaten
- fsmt: @stas00
- funnel: @sgugger
- gpt2: @patrickvonplaten, @LysandreJik
- rag: @patrickvonplaten, @lhoestq
- tensorflow: @LysandreJik

Library:

- benchmarks: @patrickvonplaten
- deepspeed: @stas00
- ray/raytune: @richardliaw, @amogkam
- text generation: @patrickvonplaten
- tokenizers: @n1t0, @LysandreJik
- trainer: @sgugger
- pipelines: @LysandreJik

Documentation: @sgugger

HF projects:

- datasets: [different repo](https://github.com/huggingface/datasets)
- rust tokenizers: [different repo](https://github.com/huggingface/tokenizers)

Examples:

- maintained examples (not research project or legacy): @sgugger, @patil-suraj
- research_projects/bert-loses-patience: @JetRunner
- research_projects/distillation: @VictorSanh

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Comments:
The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_17277). All of your documentation changes will be reflected on that endpoint.

Thank you, Narsil. I don't have write access. So, please merge to `main`.

I will ping a wait for a core maintainer second eye.

@LysandreJik can you get a look  ?

Look good @mygithubid1! I see there are some blank line changes in the `tokenization_utils_base.py`. Could you revert those?

Please ignore this. My mistake.