Davis was 9 of 13 from the field for the game. Mills had 13 points and 10 rebounds for the No. 2 seed Golden Eagles.
Jerrold Brooks scored 13 points. Neil Watson had eight points, seven assists for Southern Mississippi (25-8).
The Golden Eagles never trailed and led 48-31 at halftime. The Golden Eagles shot 58.5 percent from the field for the game. UTEP shot 46.9 percent. The Golden Eagles had the rebounding advantage 29-27.
C.J. Cooper led UTEP (18-14) with 20 points. Julian Washburn had 13 points, and Jacques Streeter added 10 points. McKenzie Moore and John Bohannon had five rebounds apiece for the No. 3 seed Miners.
Southern Mississippi will play No. 20 Memphis in the championship game Saturday.
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