Un-rating? (Removing an accidental rating)

How do I remove a rating for an item that I clicked accidentally? I'm not interested in changing the rating; I actually want to remove or cancel it.

Along with that, how do I uncheck the "Rated" text that occurs beneath the rating?

I tried searching for unrate, un-rate, and remove rating, and didn't find anything.

I'm interested to know too!

Click the "X" next to the star rating also click "Remove" in the blue section

Thank you, DuckNation!