Maryland scored the final three goals of the game, including one by Mike Chanenchuk, who scored with two seconds to go to give Maryland an 8-7 win.
The loss bounces Cornell from the NCAA Tournament.
If SU wins on Sunday, the Orange will face Maryland.
The Big Red finishes the season with an 11-5 record.
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