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| also: | Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1939 | - | 3 - 0 | National Championship (3rd rd) | Howard Hobson |
| 1945 | - | 1 - 1 | Elite Eight (1st rd) | John Warren |
| 1960 | - | 2 - 1 | Elite Eight (3rd rd) | Steve Belko |
| 1961 | - | 0 - 1 | Round of 32 (1st rd) | Steve Belko |
| 1995 | 6 | 0 - 1 | Round of 64 (1st rd) | Jerry Green |
| 2000 | 7 | 0 - 1 | Round of 64 (1st rd) | Ernie Kent |
| 2002 | 2 | 3 - 1 | Elite Eight (4th rd) | Ernie Kent |
| 2003 | 8 | 0 - 1 | Round of 64 (1st rd) | Ernie Kent |
| 2007 | 3 | 3 - 1 | Elite Eight (4th rd) | Ernie Kent |
| 2008 | 9 | 0 - 1 | Round of 64 (1st rd) | Ernie Kent |
