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| also: | Southwest |
| Year | Seed | Record | Finishing Round | Coach |
| 1940 | - | 1 - 1 | Elite Eight (1st rd) | Buster Brannon |
| 1942 | - | 0 - 2 | Elite Eight (1st rd) | Buster Brannon |
| 1954 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Don Suman |
| 1970 | - | 0 - 1 | Round of 32 (1st rd) | Don Knodel |
