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| also: | Sun Belt |
| Year | Seed | Record | Finishing Round | Coach |
| 1980 | 12 | 0 - 1 | Round of 64 (1st rd) | J.D. Barnett |
| 1981 | 5 | 1 - 1 | Round of 32 (2nd rd) | J.D. Barnett |
| 1983 | 5 | 1 - 1 | Round of 32 (2nd rd) | J.D. Barnett |
| 1984 | 6 | 1 - 1 | Round of 32 (2nd rd) | J.D. Barnett |
| 1985 | 2 | 1 - 1 | Round of 32 (2nd rd) | J.D. Barnett |
| 1996 | 12 | 0 - 1 | Round of 64 (1st rd) | Sonny Smith |
| 2004 | 13 | 0 - 1 | Round of 64 (1st rd) | Paul Keyes |
| 2007 | 11 | 1 - 1 | Round of 32 (2nd rd) | Anthony Grant |
| 2009 | 11 | 0 - 1 | Round of 64 (1st rd) | Anthony Grant |
