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| also: | East Coast Independent Metro Atlantic |
| Year | Seed | Record | Finishing Round | Coach |
| 1954 | - | 5 - 0 | National Championship (5th rd) | Ken Loeffler |
| 1955 | - | 4 - 1 | National Championship (5th rd) | Ken Loeffler |
| 1968 | - | 0 - 1 | Round of 32 (1st rd) | Jim Harding |
| 1975 | - | 0 - 1 | Round of 32 (1st rd) | Paul Westhead |
| 1978 | - | 0 - 1 | Round of 32 (1st rd) | Paul Westhead |
| 1980 | 11 | 0 - 1 | Round of 64 (1st rd) | Lefty Ervin |
| 1983 | 12 | 1 - 1 | Preliminary Round (7th rd) | Lefty Ervin |
| 1988 | 13 | 0 - 1 | Round of 64 (1st rd) | Speedy Morris |
| 1989 | 8 | 0 - 1 | Round of 64 (1st rd) | Speedy Morris |
| 1990 | 4 | 1 - 1 | Round of 32 (2nd rd) | Speedy Morris |
| 1992 | 13 | 0 - 1 | Round of 64 (1st rd) | Speedy Morris |
