If a parent dies with mortgage debt, are the parent's adult children legally responsible for it?

The short answer is no, unless they were co-signers, children are not responsible for the parent's debts. The parent's estate is responsible, and the mortgage will remain a lien on the property. The mortgage will need to be paid if the children want to keep, or sell the property.