Do divorced non-Catholics need an annulment to marry in the Catholic Church?

Here's something I've got no idea about. In the case where one party is married in a Baptist Church but divorced and the other party has no encumbrances. Barring quarrelsome arguments I can't answer concerning grounds for annulment, is the first party even required to do anything to prove that their first marriage is null and void?