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| Year | Seed | Record | Finishing Round | Coach |
| 1967 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Ray Mears |
| 1976 | - | 0 - 1 | Round of 32 (1st rd) | Ray Mears |
| 1977 | - | 0 - 1 | Round of 32 (1st rd) | Ray Mears |
| 1979 | 8 | 1 - 1 | Round of 32 (2nd rd) | Don DeVoe |
| 1980 | 7 | 1 - 1 | Round of 32 (2nd rd) | Don DeVoe |
| 1981 | 4 | 1 - 1 | Sweet Sixteen (3rd rd) | Don DeVoe |
| 1982 | 9 | 1 - 1 | Round of 32 (2nd rd) | Don DeVoe |
| 1983 | 8 | 1 - 1 | Round of 32 (2nd rd) | Don DeVoe |
| 1989 | 10 | 0 - 1 | Round of 64 (1st rd) | Don DeVoe |
| 1998 | 8 | 0 - 1 | Round of 64 (1st rd) | Jerry Green |
| 1999 | 4 | 1 - 1 | Round of 32 (2nd rd) | Jerry Green |
| 2000 | 4 | 2 - 1 | Sweet Sixteen (3rd rd) | Jerry Green |
| 2001 | 8 | 0 - 1 | Round of 64 (1st rd) | Jerry Green |
| 2006 | 2 | 1 - 1 | Round of 32 (2nd rd) | Bruce Pearl |
| 2007 | 5 | 2 - 1 | Sweet Sixteen (3rd rd) | Bruce Pearl |
| 2008 | 2 | 2 - 1 | Sweet Sixteen (3rd rd) | Bruce Pearl |
| 2009 | 9 | 0 - 1 | Round of 64 (1st rd) | Bruce Pearl |
| 2010 | 6 | 3 - 1 | Elite Eight (4th rd) | Bruce Pearl |
