Some did Escape the U.S.S Tang after she was sunk. Twelve men (I think) used the forward escape hatch in an escape attempt. Only four made it to the surface alive.
I wish I could give the exact number, but I'm still waiting for a copy of the book on the USS Tang thant I ordered two months ago. It hasn't arrived yet...