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| Year | Seed | Record | Finishing Round | Coach |
| 1959 | - | 1 - 1 | Elite Eight (3rd rd) | James Weaver |
| 1989 | 8 | 0 - 1 | Round of 64 (1st rd) | Lynn Nance |
| 1997 | 14 | 0 - 1 | Round of 64 (1st rd) | Ernie Kent |
| 2005 | 10 | 0 - 1 | Round of 64 (1st rd) | Randy Bennett |
| 2008 | 10 | 0 - 1 | Round of 64 (1st rd) | Randy Bennett |
| 2010 | 10 | 2 - 1 | Sweet Sixteen (3rd rd) | Randy Bennett |
