Typically, they turn out to be military aircraft (4)

I believe the answer is:

ufos

(Other definitions for ufos that I've seen before include "Initially and formally, flying saucers" , "Mysterious things" , "Initially, official flying saucers" , "Supposed alien craft" , "Mysterious phenomena" .)

I've seen this clue in The New York Times.

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