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| also: | Conference USA Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1963 | - | 0 - 1 | Round of 32 (1st rd) | Don Haskins |
| 1964 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Don Haskins |
| 1966 | - | 5 - 0 | National Championship (5th rd) | Don Haskins |
| 1967 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Don Haskins |
| 1970 | - | 0 - 1 | Round of 32 (1st rd) | Don Haskins |
| 1975 | - | 0 - 1 | Round of 32 (1st rd) | Don Haskins |
| 1984 | 4 | 0 - 1 | Round of 32 (2nd rd) | Don Haskins |
| 1985 | 11 | 1 - 1 | Round of 32 (2nd rd) | Don Haskins |
| 1986 | 10 | 0 - 1 | Round of 64 (1st rd) | Don Haskins |
| 1987 | 7 | 1 - 1 | Round of 32 (2nd rd) | Don Haskins |
| 1988 | 9 | 0 - 1 | Round of 64 (1st rd) | Don Haskins |
| 1989 | 7 | 1 - 1 | Round of 32 (2nd rd) | Don Haskins |
| 1990 | 11 | 0 - 1 | Round of 64 (1st rd) | Don Haskins |
| 1992 | 9 | 2 - 1 | Sweet Sixteen (3rd rd) | Don Haskins |
| 2004 | 13 | 0 - 1 | Round of 64 (1st rd) | Billy Gillespie |
| 2005 | 11 | 0 - 1 | Round of 64 (1st rd) | Doc Sadler |
| 2010 | 12 | 0 - 1 | Round of 64 (1st rd) | Tony Barbee |
