Do the male mallard ducks stay with the female when the ducklings have hatched?

Rarely, but in some cases yes.

It literally depends on the personality of the duck.

Like humans, some males are more "fatherly" than others.

Some will run away, some will stay. It really depends on

the personality and temperament of each duck.