Fixes #17128 .
Author: mygithubid1
Pull request: yes

# What does this PR do?
Finalize changes as per this [PR](https://github.com/huggingface/transformers/pull/17277).
Sorry. I messed up changes during merge and hence this new PR.

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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`


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Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
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Comments:
_The documentation is not available anymore as the PR was closed or merged._

Thank you for your contribution, @mygithubid1!