The firearm Blog looked at military root of current biathlon competition. It was actually shot with a centerfire rifle at longer distances, but now it's down to .22LR at 50m. It is still a tough competition nonetheless.
http://www.thefirearmblog.com/blog/2014/02/12/military-roots-olympic-biathlon/
From: The Firearm Blog