It does.
There are actually a number of contraptions called "slingshot crossbows" or "crossbow slingshots". (Do a google search for "slingshot crossbow", and another one for "crossbow slingshot" to see some of them.)
Here's a few quick examples:
"Slingshot Crossbow" "Slingshot Crossbow" "Crossbow Slingshot"