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| Year | Seed | Record | Finishing Round | Coach |
| 1959 | - | 0 - 1 | Round of 32 (1st rd) | Harold Anderson |
| 1962 | - | 0 - 1 | Round of 32 (1st rd) | Harold Anderson |
| 1963 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Harold Anderson |
| 1968 | - | 0 - 1 | Round of 32 (1st rd) | Bill Fitch |
