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| also: | ECAC South Sun Belt |
| Year | Seed | Record | Finishing Round | Coach |
| 1980 | 9 | 0 - 1 | Round of 64 (1st rd) | Paul Webb |
| 1982 | 10 | 0 - 1 | Round of 64 (1st rd) | Paul Webb |
| 1985 | 12 | 0 - 1 | Round of 64 (1st rd) | Paul Webb |
| 1986 | 8 | 1 - 1 | Round of 32 (2nd rd) | Tom Young |
| 1992 | 15 | 0 - 1 | Round of 64 (1st rd) | Oliver Purnell |
| 1995 | 14 | 1 - 1 | Round of 32 (2nd rd) | Jeff Capel |
| 1997 | 14 | 0 - 1 | Round of 64 (1st rd) | Jeff Capel |
| 2005 | 12 | 0 - 1 | Round of 64 (1st rd) | Blaine Taylor |
| 2007 | 12 | 0 - 1 | Round of 64 (1st rd) | Blaine Taylor |
| 2010 | 11 | 1 - 1 | Round of 32 (2nd rd) | Blaine Taylor |
