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| also: | Metro Sun Belt |
| Year | Seed | Record | Finishing Round | Coach |
| 1977 | - | 3 - 2 | National Semifinals (4th rd) | Lee Rose |
| 1988 | 13 | 0 - 1 | Round of 64 (1st rd) | Jeff Mullins |
| 1992 | 7 | 0 - 1 | Round of 64 (1st rd) | Jeff Mullins |
| 1995 | 7 | 0 - 1 | Round of 64 (1st rd) | Jeff Mullins |
| 1997 | 7 | 1 - 1 | Round of 32 (2nd rd) | Melvin Watkins |
| 1998 | 8 | 1 - 1 | Round of 32 (2nd rd) | Melvin Watkins |
| 1999 | 5 | 1 - 1 | Round of 32 (2nd rd) | Bobby Lutz |
| 2001 | 9 | 1 - 1 | Round of 32 (2nd rd) | Bobby Lutz |
| 2002 | 9 | 0 - 1 | Round of 64 (1st rd) | Bobby Lutz |
| 2004 | 9 | 0 - 1 | Round of 64 (1st rd) | Bobby Lutz |
| 2005 | 7 | 0 - 1 | Round of 64 (1st rd) | Bobby Lutz |
