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| Year | Seed | Record | Finishing Round | Coach |
| 1941 | - | 3 - 0 | National Championship (3rd rd) | Bud Foster |
| 1947 | - | 1 - 1 | Elite Eight (1st rd) | Bud Foster |
| 1994 | 9 | 1 - 1 | Round of 32 (2nd rd) | Stu Jackson |
| 1997 | 7 | 0 - 1 | Round of 64 (1st rd) | Dick Bennett |
| 1999 | 5 | 0 - 1 | Round of 64 (1st rd) | Dick Bennett |
| 2000 | 8 | 4 - 1 | National Semifinals (5th rd) | Dick Bennett |
| 2001 | 6 | 0 - 1 | Round of 64 (1st rd) | Brad Soderberg |
| 2002 | 8 | 1 - 1 | Round of 32 (2nd rd) | Bo Ryan |
| 2003 | 5 | 2 - 1 | Sweet Sixteen (3rd rd) | Bo Ryan |
| 2004 | 6 | 1 - 1 | Round of 32 (2nd rd) | Bo Ryan |
| 2005 | 6 | 3 - 1 | Elite Eight (4th rd) | Bo Ryan |
| 2006 | 9 | 0 - 1 | Round of 64 (1st rd) | Bo Ryan |
| 2007 | 2 | 1 - 1 | Round of 32 (2nd rd) | Bo Ryan |
| 2008 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | Bo Ryan |
| 2009 | 12 | 1 - 1 | Round of 32 (2nd rd) | Bo Ryan |
| 2010 | 4 | 1 - 1 | Round of 32 (2nd rd) | Bo Ryan |
