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| also: | Southeastern |
| Year | Seed | Record | Finishing Round | Coach |
| 1960 | - | 1 - 1 | Elite Eight (3rd rd) | Wack Hyder |
| 1985 | 2 | 3 - 1 | Elite Eight (4th rd) | Bobby Cremins |
| 1986 | 2 | 2 - 1 | Sweet Sixteen (3rd rd) | Bobby Cremins |
| 1987 | 7 | 0 - 1 | Round of 64 (1st rd) | Bobby Cremins |
| 1988 | 5 | 1 - 1 | Round of 32 (2nd rd) | Bobby Cremins |
| 1989 | 6 | 0 - 1 | Round of 64 (1st rd) | Bobby Cremins |
| 1990 | 4 | 4 - 1 | National Semifinals (5th rd) | Bobby Cremins |
| 1991 | 8 | 1 - 1 | Round of 32 (2nd rd) | Bobby Cremins |
| 1992 | 7 | 2 - 1 | Sweet Sixteen (3rd rd) | Bobby Cremins |
| 1993 | 4 | 0 - 1 | Round of 64 (1st rd) | Bobby Cremins |
| 1996 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | Bobby Cremins |
| 2001 | 8 | 0 - 1 | Round of 64 (1st rd) | Paul Hewitt |
| 2004 | 3 | 5 - 1 | National Championship (6th rd) | Paul Hewitt |
| 2005 | 5 | 1 - 1 | Round of 32 (2nd rd) | Paul Hewitt |
| 2007 | 10 | 0 - 1 | Round of 64 (1st rd) | Paul Hewitt |
| 2010 | 10 | 1 - 1 | Round of 32 (2nd rd) | Paul Hewitt |
