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| also: | Mountain States Western Athletic |
| Year | Seed | Record | Finishing Round | Coach |
| 1950 | - | 1 - 1 | Elite Eight (1st rd) | Stan Watts |
| 1951 | - | 1 - 2 | Elite Eight (2nd rd) | Stan Watts |
| 1957 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Stan Watts |
| 1965 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Stan Watts |
| 1969 | - | 0 - 1 | Round of 32 (1st rd) | Stan Watts |
| 1971 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Stan Watts |
| 1972 | - | 0 - 1 | Round of 32 (1st rd) | Stan Watts |
| 1979 | 5 | 0 - 1 | Round of 32 (2nd rd) | Frank Arnold |
| 1980 | 3 | 0 - 1 | Round of 32 (2nd rd) | Frank Arnold |
| 1981 | 6 | 3 - 1 | Elite Eight (4th rd) | Frank Arnold |
| 1984 | 8 | 1 - 1 | Round of 32 (2nd rd) | Ladell Andersen |
| 1987 | 10 | 0 - 1 | Round of 64 (1st rd) | Ladell Andersen |
| 1988 | 4 | 1 - 1 | Round of 32 (2nd rd) | Ladell Andersen |
| 1990 | 12 | 0 - 1 | Round of 64 (1st rd) | Roger Reid |
| 1991 | 10 | 1 - 1 | Round of 32 (2nd rd) | Roger Reid |
| 1992 | 10 | 0 - 1 | Round of 64 (1st rd) | Roger Reid |
| 1993 | 7 | 1 - 1 | Round of 32 (2nd rd) | Roger Reid |
| 1995 | 8 | 0 - 1 | Round of 64 (1st rd) | Roger Reid |
| 2001 | 12 | 0 - 1 | Round of 64 (1st rd) | Steve Cleveland |
| 2003 | 12 | 0 - 1 | Round of 64 (1st rd) | Steve Cleveland |
| 2004 | 12 | 0 - 1 | Round of 64 (1st rd) | Steve Cleveland |
| 2007 | 8 | 0 - 1 | Round of 64 (1st rd) | Dave Rose |
| 2008 | 8 | 0 - 1 | Round of 64 (1st rd) | Dave Rose |
| 2009 | 8 | 0 - 1 | Round of 64 (1st rd) | Dave Rose |
| 2010 | 7 | 1 - 1 | Round of 32 (2nd rd) | Dave Rose |
