The seals on the master cylinder plunger are getting worn out and allowing fluid to leak past. Pumping the pedal will help build up pressure. The only way to fix it is to replace the entire master cylinder. I have drove quite awhile like that just double pumping all the time, but that does put a lot at risk.
-Edit .. i guess i didn't type fast enough before the other replys