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| Year | Seed | Record | Finishing Round | Coach |
| 1984 | 5 | 0 - 1 | Round of 64 (1st rd) | Sonny Smith |
| 1985 | 11 | 2 - 1 | Sweet Sixteen (3rd rd) | Sonny Smith |
| 1986 | 8 | 3 - 1 | Elite Eight (4th rd) | Sonny Smith |
| 1987 | 8 | 1 - 1 | Round of 32 (2nd rd) | Sonny Smith |
| 1988 | 8 | 1 - 1 | Round of 32 (2nd rd) | Sonny Smith |
| 1999 | 1 | 2 - 1 | Sweet Sixteen (3rd rd) | Cliff Ellis |
| 2000 | 7 | 1 - 1 | Round of 32 (2nd rd) | Cliff Ellis |
| 2003 | 10 | 2 - 1 | Sweet Sixteen (3rd rd) | Cliff Ellis |
