With the win, the Terps took home the 2022 Basketball Hall-of-Fame Tip-Off Championship crown.
The Terps held a Billikens team that averaged 88 points coming into the matchup to just 67.
The Terps will take on the winner of Miami and Providence in the championship game Sunday at 1 p.m.
Kevin Willard aims to increase the senior's offensive role.
The sophomore notched his career high in points against Western Carolina and tied it again in the Terps' last game against Binghamton.
The Terps held a sizable lead for the vast majority of the game.
Reese finished with a career-high 19 points and 12 rebounds.
The Terps guard recovered from injury and came to College Park with his mother by his side.
The Terps's 2023 class is ranked No. 9 by ESPN, and a host of other programs announce signees that are set to join teams next year.
The Terps were out-rebounded in the first half by the Purple Eagles, but Donta Scott impressed throughout the night, draining four of five three-pointers.