| Year | Seed | Record | Finishing Round | Coach |
| 1939 | - | 1 - 1 | National Semifinals (2nd rd) | Bruce Drake |
| 1943 | - | 1 - 1 | Elite Eight (1st rd) | Bruce Drake |
| 1947 | - | 2 - 1 | National Championship (3rd rd) | Bruce Drake |
| 1979 | 5 | 1 - 1 | Sweet Sixteen (3rd rd) | Dave Bliss |
| 1983 | 7 | 1 - 1 | Round of 32 (2nd rd) | Billy Tubbs |
| 1984 | 2 | 0 - 1 | Round of 32 (2nd rd) | Billy Tubbs |
| 1985 | 1 | 3 - 1 | Elite Eight (4th rd) | Billy Tubbs |
| 1986 | 4 | 1 - 1 | Round of 32 (2nd rd) | Billy Tubbs |
| 1987 | 6 | 2 - 1 | Sweet Sixteen (3rd rd) | Billy Tubbs |
| 1988 | 1 | 5 - 1 | National Championship (6th rd) | Billy Tubbs |
| 1989 | 1 | 2 - 1 | Sweet Sixteen (3rd rd) | Billy Tubbs |
| 1990 | 1 | 1 - 1 | Round of 32 (2nd rd) | Billy Tubbs |
| 1992 | 4 | 0 - 1 | Round of 64 (1st rd) | Billy Tubbs |
| 1995 | 4 | 0 - 1 | Round of 64 (1st rd) | Kelvin Sampson |
| 1996 | 10 | 0 - 1 | Round of 64 (1st rd) | Kelvin Sampson |
| 1997 | 11 | 0 - 1 | Round of 64 (1st rd) | Kelvin Sampson |
| 1998 | 10 | 0 - 1 | Round of 64 (1st rd) | Kelvin Sampson |
| 1999 | 13 | 2 - 1 | Sweet Sixteen (3rd rd) | Kelvin Sampson |
| 2000 | 3 | 1 - 1 | Round of 32 (2nd rd) | Kelvin Sampson |
| 2001 | 4 | 0 - 1 | Round of 64 (1st rd) | Kelvin Sampson |
| 2002 | 2 | 4 - 1 | National Semifinals (5th rd) | Kelvin Sampson |
| 2003 | 1 | 3 - 1 | Elite Eight (4th rd) | Kelvin Sampson |
| 2005 | 3 | 1 - 1 | Round of 32 (2nd rd) | Kelvin Sampson |
| 2006 | 6 | 0 - 1 | Round of 64 (1st rd) | Kelvin Sampson |
| 2008 | 6 | 1 - 1 | Round of 32 (2nd rd) | Jeff Capel |
| 2009 | 2 | 3 - 1 | Elite Eight (4th rd) | Jeff Capel |
