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| Year | Seed | Record | Finishing Round | Coach |
| 1954 | - | 0 - 1 | Round of 32 (1st rd) | Bill Reinhart |
| 1961 | - | 0 - 1 | Round of 32 (1st rd) | Bill Reinhart |
| 1993 | 12 | 2 - 1 | Sweet Sixteen (3rd rd) | Mike Jarvis |
| 1994 | 10 | 1 - 1 | Round of 32 (2nd rd) | Mike Jarvis |
| 1996 | 11 | 0 - 1 | Round of 64 (1st rd) | Mike Jarvis |
| 1998 | 9 | 0 - 1 | Round of 64 (1st rd) | Mike Jarvis |
| 1999 | 11 | 0 - 1 | Round of 64 (1st rd) | Tom Penders |
| 2005 | 12 | 0 - 1 | Round of 64 (1st rd) | Karl Hobbs |
| 2006 | 8 | 1 - 1 | Round of 32 (2nd rd) | Karl Hobbs |
| 2007 | 11 | 0 - 1 | Round of 64 (1st rd) | Karl Hobbs |
