How does a public key verify a signature?

I am trying to get a better grapple on how public/private keys work. I understand that a sender may add a digital signature to a document using his/her private key to essentially obtain a hash of the document, but what I do not understand is how the public key can be used to verify that signature.

My understanding was that public keys encrypt, private keys decrypt… can anyone help me understand?

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