From what I understand based on the wording of the rules:
If you are attacking a character at a lower elevation than you, the defender does not benefit from any cover.
If you are defending from an attacker at a lower elevation than you, you get +1 cover.
Please let me know if this is accurate and if not, a synopsis of the benefits of high ground would be fantastic.