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| also: | Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1963 | - | 5 - 0 | National Championship (5th rd) | George Ireland |
| 1964 | - | 2 - 1 | Sweet Sixteen (2nd rd) | George Ireland |
| 1966 | - | 0 - 1 | Round of 32 (1st rd) | George Ireland |
| 1968 | - | 0 - 1 | Round of 32 (1st rd) | George Ireland |
| 1985 | 4 | 2 - 1 | Sweet Sixteen (3rd rd) | Gene Sullivan |
