Remove the pits by either using a cherry pitter tool or a sharp paring knife. If using a sharp knife, make a slit through the center until you hit the pit, and then continue all the way around it. Once it's cut all the way around the pit, pick up the cherry with your hands and twist in opposite directions to pull each half apart. Remove the pit that's still stuck in one of the cherry halves and repeat the process.