One advantage of a large diameter hole is that you can "wedge off" a mother hole and drill off into different directions underground by wedging off (deflecting) , not having to redrill from the surface to the wedge off point each time means less net drilling to probe as much ground down below.

Increased drilling depth is another advantage

Ready to defer to those more knowledgeable at any time...

gd