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| Year | Seed | Record | Finishing Round | Coach |
| 1952 | - | 0 - 2 | Sweet Sixteen (1st rd) | George McCarty |
| 1959 | - | 0 - 1 | Round of 32 (1st rd) | Presley Askew |
| 1960 | - | 0 - 1 | Round of 32 (1st rd) | Presley Askew |
| 1967 | - | 0 - 1 | Round of 32 (1st rd) | Lou Henson |
| 1968 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Lou Henson |
| 1969 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Lou Henson |
| 1970 | - | 4 - 1 | National Semifinals (4th rd) | Lou Henson |
| 1971 | - | 0 - 1 | Round of 32 (1st rd) | Lou Henson |
| 1975 | - | 0 - 1 | Round of 32 (1st rd) | Lou Henson |
| 1979 | 10 | 0 - 1 | Round of 64 (1st rd) | Ken Hayes |
| 1990 | 6 | 0 - 1 | Round of 64 (1st rd) | Neil McCarthy |
| 1991 | 6 | 0 - 1 | Round of 64 (1st rd) | Neil McCarthy |
| 1992 | 12 | 2 - 1 | Sweet Sixteen (3rd rd) | Neil McCarthy |
| 1993 | 7 | 1 - 1 | Round of 32 (2nd rd) | Neil McCarthy |
| 1994 | 13 | 0 - 1 | Round of 64 (1st rd) | Neil McCarthy |
| 1999 | 14 | 0 - 1 | Round of 64 (1st rd) | Lou Henson |
| 2007 | 13 | 0 - 1 | Round of 64 (1st rd) | Reggie Theus |
| 2010 | 12 | 0 - 1 | Round of 64 (1st rd) | Marvin Menzies |
