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| Year | Seed | Record | Finishing Round | Coach |
| 1941 | - | 1 - 1 | Elite Eight (1st rd) | Osborne Cowles |
| 1942 | - | 2 - 1 | National Championship (3rd rd) | Osborne Cowles |
| 1943 | - | 1 - 1 | Elite Eight (1st rd) | Osborne Cowles |
| 1944 | - | 2 - 1 | National Championship (3rd rd) | Earl Brown |
| 1956 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Doggie Julian |
| 1958 | - | 2 - 1 | Elite Eight (3rd rd) | Doggie Julian |
| 1959 | - | 0 - 1 | Round of 32 (1st rd) | Doggie Julian |
