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| also: | Atlantic Sun Ohio Valley |
| Year | Seed | Record | Finishing Round | Coach |
| 1968 | - | 1 - 2 | Sweet Sixteen (2nd rd) | J. Madison Brooks |
| 1989 | 16 | 0 - 1 | Round of 64 (1st rd) | Les Robinson |
| 1990 | 13 | 0 - 1 | Round of 64 (1st rd) | Les Robinson |
| 1991 | 10 | 0 - 1 | Round of 64 (1st rd) | Alan LeForce |
| 1992 | 14 | 1 - 1 | Round of 32 (2nd rd) | Alan LeForce |
| 2003 | 15 | 0 - 1 | Round of 64 (1st rd) | Ed DeChellis |
| 2004 | 13 | 0 - 1 | Round of 64 (1st rd) | Murray Bartow |
| 2009 | 16 | 0 - 1 | Round of 64 (1st rd) | Murray Bartow |
| 2010 | 16 | 0 - 1 | Round of 64 (1st rd) | Murray Bartow |
