How does dual wielding work?

Apparently, with the new Evolution of Combat update, Runescape now includes the ability to dual wield weapons. However, I have not yet figured out how to accomplish this.

So, what weapons can I wield in the off-hand (shield) slot and how can I equip them that way? Is there any other way it is different from normal combat besides just having another weapon instead of a shield?