Simple docs will appear if you hold ctrl when you hover. To make proper docs appear just on hover (like eclipse) in IntelliJ v14.0:
File > Settings… > Editor > General > [Other]
Then at the very bottom there is an option: “Show quick documentation on mouse move”:

The docs will now appear on hover:
