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| also: | Border Western Athletic |
| Year | Seed | Record | Finishing Round | Coach |
| 1958 | - | 0 - 1 | Round of 32 (1st rd) | Ned Wulk |
| 1961 | - | 2 - 1 | Elite Eight (3rd rd) | Ned Wulk |
| 1962 | - | 0 - 1 | Round of 32 (1st rd) | Ned Wulk |
| 1963 | - | 2 - 1 | Elite Eight (3rd rd) | Ned Wulk |
| 1964 | - | 0 - 1 | Round of 32 (1st rd) | Ned Wulk |
| 1973 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Ned Wulk |
| 1975 | - | 2 - 1 | Elite Eight (3rd rd) | Ned Wulk |
| 1980 | 5 | 1 - 1 | Round of 32 (2nd rd) | Ned Wulk |
| 1981 | 2 | 0 - 1 | Round of 32 (2nd rd) | Ned Wulk |
| 1991 | 8 | 1 - 1 | Round of 32 (2nd rd) | Bill Frieder |
| 1995 | 5 | 2 - 1 | Sweet Sixteen (3rd rd) | Bill Frieder |
| 2003 | 10 | 1 - 1 | Round of 32 (2nd rd) | Rob Evans |
| 2009 | 6 | 1 - 1 | Round of 32 (2nd rd) | Herb Sendek |
