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| Year | Seed | Record | Finishing Round | Coach |
| 1976 | - | 0 - 1 | Round of 32 (1st rd) | Terry Holland |
| 1981 | 1 | 4 - 1 | National Semifinals (5th rd) | Terry Holland |
| 1982 | 1 | 1 - 1 | Sweet Sixteen (3rd rd) | Terry Holland |
| 1983 | 1 | 2 - 1 | Elite Eight (4th rd) | Terry Holland |
| 1984 | 7 | 4 - 1 | National Semifinals (5th rd) | Terry Holland |
| 1986 | 5 | 0 - 1 | Round of 64 (1st rd) | Terry Holland |
| 1987 | 5 | 0 - 1 | Round of 64 (1st rd) | Terry Holland |
| 1989 | 5 | 3 - 1 | Elite Eight (4th rd) | Terry Holland |
| 1990 | 7 | 1 - 1 | Round of 32 (2nd rd) | Terry Holland |
| 1991 | 7 | 0 - 1 | Round of 64 (1st rd) | Jeff Jones |
| 1993 | 6 | 2 - 1 | Sweet Sixteen (3rd rd) | Jeff Jones |
| 1994 | 7 | 1 - 1 | Round of 32 (2nd rd) | Jeff Jones |
| 1995 | 4 | 3 - 1 | Elite Eight (4th rd) | Jeff Jones |
| 1997 | 9 | 0 - 1 | Round of 64 (1st rd) | Jeff Jones |
| 2001 | 5 | 0 - 1 | Round of 64 (1st rd) | Pete Gillen |
| 2007 | 4 | 1 - 1 | Round of 32 (2nd rd) | Dave Leitao |
