| Year | Seed | Record | Finishing Round | Coach |
| 1939 | - | 0 - 2 | Elite Eight (1st rd) | Jack Gray |
| 1943 | - | 1 - 1 | National Semifinals (2nd rd) | Bully Gilstrap |
| 1947 | - | 2 - 1 | National Semifinals (2nd rd) | Jack Gray |
| 1960 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Harold Bradley |
| 1963 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Harold Bradley |
| 1972 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Leon Black |
| 1974 | - | 0 - 1 | Round of 32 (1st rd) | Leon Black |
| 1979 | 4 | 0 - 1 | Round of 32 (2nd rd) | Abe Lemons |
| 1989 | 11 | 1 - 1 | Round of 32 (2nd rd) | Tom Penders |
| 1990 | 10 | 3 - 1 | Elite Eight (4th rd) | Tom Penders |
| 1991 | 5 | 1 - 1 | Round of 32 (2nd rd) | Tom Penders |
| 1992 | 8 | 0 - 1 | Round of 64 (1st rd) | Tom Penders |
| 1994 | 6 | 1 - 1 | Round of 32 (2nd rd) | Tom Penders |
| 1995 | 11 | 1 - 1 | Round of 32 (2nd rd) | Tom Penders |
| 1996 | 10 | 1 - 1 | Round of 32 (2nd rd) | Tom Penders |
| 1997 | 10 | 2 - 1 | Sweet Sixteen (3rd rd) | Tom Penders |
| 1999 | 7 | 0 - 1 | Round of 64 (1st rd) | Rick Barnes |
| 2000 | 5 | 1 - 1 | Round of 32 (2nd rd) | Rick Barnes |
| 2001 | 6 | 0 - 1 | Round of 64 (1st rd) | Rick Barnes |
| 2002 | 6 | 2 - 1 | Sweet Sixteen (3rd rd) | Rick Barnes |
| 2003 | 1 | 4 - 1 | National Semifinals (5th rd) | Rick Barnes |
| 2004 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | Rick Barnes |
| 2005 | 8 | 0 - 1 | Round of 64 (1st rd) | Rick Barnes |
| 2006 | 2 | 3 - 1 | Elite Eight (4th rd) | Rick Barnes |
| 2007 | 4 | 1 - 1 | Round of 32 (2nd rd) | Rick Barnes |
| 2008 | 2 | 3 - 1 | Elite Eight (4th rd) | Rick Barnes |
| 2009 | 7 | 1 - 1 | Round of 32 (2nd rd) | Rick Barnes |
| 2010 | 8 | 0 - 1 | Round of 64 (1st rd) | Rick Barnes |
