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| also: | Horizon League Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1952 | - | 1 - 1 | Sweet Sixteen (1st rd) | Tom Blackburn |
| 1965 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Don Donoher |
| 1966 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Don Donoher |
| 1967 | - | 4 - 1 | National Championship (5th rd) | Don Donoher |
| 1969 | - | 0 - 1 | Round of 32 (1st rd) | Don Donoher |
| 1970 | - | 0 - 1 | Round of 32 (1st rd) | Don Donoher |
| 1974 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Don Donoher |
| 1984 | 10 | 3 - 1 | Elite Eight (4th rd) | Don Donoher |
| 1985 | 9 | 0 - 1 | Round of 64 (1st rd) | Don Donoher |
| 1990 | 12 | 1 - 1 | Round of 32 (2nd rd) | Jim(1) O'Brien |
| 2000 | 11 | 0 - 1 | Round of 64 (1st rd) | Oliver Purnell |
| 2003 | 4 | 0 - 1 | Round of 64 (1st rd) | Oliver Purnell |
| 2004 | 10 | 0 - 1 | Round of 64 (1st rd) | Brian Gregory |
| 2009 | 11 | 1 - 1 | Round of 32 (2nd rd) | Brian Gregory |
