If you have a capacitor charged to a voltage v1
then you connect another capacitor in parellel, which is charged to a voltage v2
then some charge from the capacitor charged to high voltage go to other capacitor
and now , voltage across both those capacitor is v3, which is in between v1 and v2.
this phinominon is called charge sharing