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| also: | Border Southwest |
| Year | Seed | Record | Finishing Round | Coach |
| 1954 | - | 0 - 1 | Round of 32 (1st rd) | Polk Robison |
| 1956 | - | 0 - 1 | Round of 32 (1st rd) | Polk Robison |
| 1961 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Polk Robison |
| 1962 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Gene Gibson |
| 1973 | - | 0 - 1 | Round of 32 (1st rd) | Gerald Myers |
| 1976 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Gerald Myers |
| 1985 | 6 | 0 - 1 | Round of 64 (1st rd) | Gerald Myers |
| 1986 | 13 | 0 - 1 | Round of 64 (1st rd) | Gerald Myers |
| 1993 | 12 | 0 - 1 | Round of 64 (1st rd) | James Dickey |
| 1996 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | James Dickey |
| 2002 | 6 | 0 - 1 | Round of 64 (1st rd) | Bob Knight |
| 2004 | 8 | 1 - 1 | Round of 32 (2nd rd) | Bob Knight |
| 2005 | 6 | 2 - 1 | Sweet Sixteen (3rd rd) | Bob Knight |
| 2007 | 10 | 0 - 1 | Round of 64 (1st rd) | Bob Knight |
