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| Year | Seed | Record | Finishing Round | Coach |
| 1968 | - | 0 - 1 | Round of 32 (1st rd) | Hugh Durham |
| 1972 | - | 4 - 1 | National Championship (5th rd) | Hugh Durham |
| 1978 | - | 0 - 1 | Round of 32 (1st rd) | Hugh Durham |
| 1980 | 8 | 1 - 1 | Round of 32 (2nd rd) | Joe Williams |
| 1988 | 12 | 0 - 1 | Round of 64 (1st rd) | Pat Kennedy |
| 1989 | 4 | 0 - 1 | Round of 64 (1st rd) | Pat Kennedy |
| 1991 | 7 | 1 - 1 | Round of 32 (2nd rd) | Pat Kennedy |
| 1992 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | Pat Kennedy |
| 1993 | 3 | 3 - 1 | Elite Eight (4th rd) | Pat Kennedy |
| 1998 | 12 | 1 - 1 | Round of 32 (2nd rd) | Steve Robinson |
| 2009 | 5 | 0 - 1 | Round of 64 (1st rd) | Leonard Hamilton |
| 2010 | 9 | 0 - 1 | Round of 64 (1st rd) | Leonard Hamilton |
