Thrown improvised weapons do have a range of 20/60, but throwing melee weapons that lack the Thrown property use 1d4 as their damage die (PHB, p. 148) [@Lucius Cypher]. The attack roll can thus indeed be recycled, but you will have to roll the damage again.

Or you can change your mind, still.