Fixed Nits in Evaluation Docs

[ParagEkbote]

What does this PR do?

After reviewing #9023, I have made minor improvements to the scripts to ensure they run smoothly. Please let me know if any improvements are needed and I will make the necessary changes.

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?
• Did you read our philosophy doc (important for complex PRs)?
• Was this discussed/approved via a GitHub issue or the forum? Please add a link to it if that's the case.
• Did you make sure to update the documentation with your changes? Here are the
  documentation guidelines, and here are tips on formatting docstrings.

Who can review?

@stevhliu

@sayakpaul

[sayakpaul]

Thank you!

[HuggingFaceDocBuilderDev]

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

[ParagEkbote]

Could you please see that #9023 gets closed to declutter?

cc: @stevhliu

[stevhliu]

Yeah no problem! In the future, you can also add Fixes #pr-number in your PR to automatically link and close an issue 🙂