How does the bench come out?

Just a few inches inboard of the rocker, 2 nuts each side, 1/2" with captured washer. Wire brush the threaded portion below the nut to clean the threads and a quick squirt of WD40 should do the trick.
They can snap off so be careful.
Stud/bolt is replaceable.