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| also: | Southwest Western Athletic |
| Year | Seed | Record | Finishing Round | Coach |
| 1952 | - | 1 - 1 | Sweet Sixteen (1st rd) | Buster Brannon |
| 1953 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Buster Brannon |
| 1959 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Buster Brannon |
| 1968 | - | 1 - 1 | Elite Eight (3rd rd) | Johnny Swaim |
| 1971 | - | 0 - 1 | Round of 32 (1st rd) | Johnny Swaim |
| 1987 | 4 | 1 - 1 | Round of 32 (2nd rd) | Jim Killingsworth |
| 1998 | 5 | 0 - 1 | Round of 64 (1st rd) | Billy Tubbs |
