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| Year | Seed | Record | Finishing Round | Coach |
| 1962 | - | 0 - 1 | Round of 32 (1st rd) | Matt Zunic |
| 1992 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | John Calipari |
| 1993 | 3 | 1 - 1 | Round of 32 (2nd rd) | John Calipari |
| 1994 | 2 | 1 - 1 | Round of 32 (2nd rd) | John Calipari |
| 1995 | 2 | 3 - 1 | Elite Eight (4th rd) | John Calipari |
| 1996 | 1 | 4 - 1 | National Semifinals (5th rd) | John Calipari |
| 1997 | 11 | 0 - 1 | Round of 64 (1st rd) | Bruiser Flint |
| 1998 | 7 | 0 - 1 | Round of 64 (1st rd) | Bruiser Flint |
