Sullivan was 13-for-20 passing with 125 yards for the Raiders (7-0, 2-0 Patriot League), and rushed for 62 yards on 14 carries. Nate Eachus rushed for 158 yards and a touchdown on 27 carries, and Pat Simonds had 111 yards receiving and a score on 12 catches.
Colgate scored 17 unanswered points in the second half after the teams were tied 14-14 at halftime.
Sullivan threw a 6-yard touchdown pass to Pat Simonds, Evan Colborne kicked a 30-yard field goal and Nate Eachus ran for a 53-yard score for Colgate in the second half.
Isaiah Kempf was 8-for-26 passing with 106 yards and an interception for the Hoyas (0-7, 0-5). He rushed for 31 yards and a score on 14 carries.