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| also: | Rocky Mountain |
| Year | Seed | Record | Finishing Round | Coach |
| 1953 | - | 0 - 1 | Round of 32 (1st rd) | Steve Belko |
| 1954 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Steve Belko |
| 1955 | - | 0 - 1 | Round of 32 (1st rd) | Steve Belko |
| 1956 | - | 0 - 1 | Round of 32 (1st rd) | Steve Belko |
| 1957 | - | 1 - 2 | Sweet Sixteen (2nd rd) | John Grayson |
| 1958 | - | 1 - 2 | Sweet Sixteen (2nd rd) | John Grayson |
| 1959 | - | 2 - 1 | Sweet Sixteen (2nd rd) | John Grayson |
| 1960 | - | 0 - 1 | Round of 32 (1st rd) | John Evans |
| 1974 | - | 0 - 1 | Round of 32 (1st rd) | Jim Killingsworth |
| 1977 | - | 2 - 1 | Elite Eight (3rd rd) | Jim Killingsworth |
| 1987 | 16 | 0 - 1 | Round of 64 (1st rd) | Jim Boutin |
