There's a period of time where the object could "roll" on the edge, and its vertical veloctiy would not be zero at the moment it loses contact with the table.
If you are asking because you have seen it in a homework question then yes, they probably do mean (or it's safe to assume) the initial vertical velocity is zero.
To be sure you would have to post the question in case there is more to it.