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| Year | Seed | Record | Finishing Round | Coach |
| 1973 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Lake Kelly |
| 1974 | - | 0 - 1 | Round of 32 (1st rd) | Lake Kelly |
| 1987 | 14 | 1 - 1 | Round of 32 (2nd rd) | Lake Kelly |
| 1996 | 14 | 0 - 1 | Round of 64 (1st rd) | Dave Loos |
| 2003 | 13 | 0 - 1 | Round of 64 (1st rd) | Dave Loos |
| 2008 | 15 | 0 - 1 | Round of 64 (1st rd) | Dave Loos |
