Sponge or HOB, I use both. Sponge is easier to clean out, by boiling you can be certain to rid it of anything -- just don't boil the standing tube if it is the air pump kind, that will melt! (been there, done that)
Best to not have it full of water, as nature does not favor an empty tank! It will aquire fish then you won't have a Q tank anymore.