fix: typo spelling grammar
Author: slowy07
Pull request: yes

# What does this PR do?
fix typo spelling grammar, and replace to correct words with reference from [merriam webster](merriam-webster.com) and [wiktionary](https://www.wiktionary.org/)
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## Before submitting
- [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
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Documentation: @sgugger



Comments:
Could you run `make fixup` at the root of your `transformers` clone to fix the code quality issues? Thank you!

thanks sir @LysandreJik , how can i do ??

I guess you have clones `transformers` the following way:
```
git clone https://github.com/huggingface/transformers
```
You can `cd` in the directory:
```
cd transformers
```
install the code quality tools:
```
pip install -e ".[quality]"
```
and run the command:
```
make fixup
```

If there's an error it can solve by itself, it will do so; if an error cannot be solved programmatically, it will tell you so :)

Afterwards, you can commit the changes and push to your branch, the code quality issues should be fixed!

make fixup and push on commit [c233be1](https://github.com/huggingface/transformers/pull/13212/commits/c233be17db7ecce48b54f1eb71070a1dee39d342)

thank you sir @sgugger