Why don't they fly with transponders on during training, precisely for this reason?
"The jet’s transponder, which usually helps locate the aircraft, was not working “for some reason that we haven’t yet determined,” said Jeremy Huggins, a spokesman at Joint Base Charleston. “So that’s why we put out the public request for help.”
That being said, no casualties, loosing a stealth fighter is somewhat funny.