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| Year | Seed | Record | Finishing Round | Coach |
| 1941 | - | 2 - 1 | National Championship (3rd rd) | Jack Friel |
| 1980 | 5 | 0 - 1 | Round of 64 (1st rd) | George Raveling |
| 1983 | 8 | 1 - 1 | Round of 32 (2nd rd) | George Raveling |
| 1994 | 8 | 0 - 1 | Round of 64 (1st rd) | Kelvin Sampson |
| 2007 | 3 | 1 - 1 | Round of 32 (2nd rd) | Tony Bennett |
| 2008 | 4 | 2 - 1 | Sweet Sixteen (3rd rd) | Tony Bennett |
