I've used both Panniers on my LHT. and a Bob Trailer on my Cross bike.
I liked the Bob Trailer for climbing. For me it was easier to climb out of the saddle and swing the bike. No handling issues, but I was on the GAP & C&O Trails, so never going too fast.
Panniers were better for organization.