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| Year | Seed | Record | Finishing Round | Coach |
| 1956 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Robert Laughlin |
| 1957 | - | 0 - 1 | Round of 32 (1st rd) | Robert Laughlin |
| 1961 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Robert Laughlin |
| 1983 | 11 | 0 - 1 | Round of 64 (1st rd) | Wayne Martin |
| 1984 | 12 | 1 - 1 | Preliminary Round (7th rd) | Wayne Martin |
| 2009 | 16 | 1 - 1 | Round of 64 (1st rd) | Donnie Tyndall |
