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| Year | Seed | Record | Finishing Round | Coach |
| 1954 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Royner Greene |
| 1988 | 16 | 0 - 1 | Round of 64 (1st rd) | Mike Dement |
| 2008 | 14 | 0 - 1 | Round of 64 (1st rd) | Steve Donahue |
| 2009 | 14 | 0 - 1 | Round of 64 (1st rd) | Steve Donahue |
| 2010 | 12 | 2 - 1 | Sweet Sixteen (3rd rd) | Steve Donahue |
