The Tuff Stick Eraser Stick by PaperMate is a clever little device that uses the click-advance of a mechanical pencil to release a small bit of eraser, just when you need it. Packets of refills are available so its reusable.

I found mine at a local art supply shop but there are many vendors online that sell them too.