Do you think people with specific beliefs owe an explanation to others?

This is an conceived attitude I have observed over on Yahoo Anawers. Certain people demanding that others provide detailed evidence for their belief system (even if they don’t profess their specific belief as fact).

I thought I’d get some opinions from the Fluther community on this issue?