Dialogue is a different kind of conversation. It's a way of exploring and understanding information and ideas. When practiced, it draws on and uses the wisdom of everyone involved.
It is easier to create an argument than it is to create a dialogue. You do this when you have a different opinion than someone else about how to solve a problem, and you act as if there is one correct answer and your task is find it.