How do I update to the latest version of Apple Books with audiobooks?

I seem to have an old version of Apple Books and I’ve tried deleting and installing the “new version” which has audiobooks and stuff but it just reverts to this old one where it’s just very old books. How can I fix this

[Re-Titled by Moderator]