Harrison connected on four 3-pointers for the Wildcats (3-1), who fell to the Colonials in the first round of last season's NIT.
Julius Randle contributed 10 points and 15 rebounds for Kentucky.
Robert Morris (2-2) was paced by Karvel Anderson with 16 points.
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