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| Year | Seed | Record | Finishing Round | Coach |
| 1963 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Babe McCarthy |
| 1991 | 5 | 0 - 1 | Round of 64 (1st rd) | Richard Williams |
| 1995 | 5 | 2 - 1 | Sweet Sixteen (3rd rd) | Richard Williams |
| 1996 | 5 | 4 - 1 | National Semifinals (5th rd) | Richard Williams |
| 2002 | 3 | 1 - 1 | Round of 32 (2nd rd) | Rick Stansbury |
| 2003 | 5 | 0 - 1 | Round of 64 (1st rd) | Rick Stansbury |
| 2004 | 2 | 1 - 1 | Round of 32 (2nd rd) | Rick Stansbury |
| 2005 | 9 | 1 - 1 | Round of 32 (2nd rd) | Rick Stansbury |
| 2008 | 8 | 1 - 1 | Round of 32 (2nd rd) | Rick Stansbury |
| 2009 | 13 | 0 - 1 | Round of 64 (1st rd) | Rick Stansbury |
