Just picked up a map and guide to the area around Elton (a village nearby), produced by Elton Local HIstory Group, which says:
“South-west of Robin Hood’s Stride, next to the path behind Wattscliffe quarry, look for the stone foundation of a small, circular Romano-British building, thought to be a shepherd’s hut.”