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| also: | Missouri Valley |
| Year | Seed | Record | Finishing Round | Coach |
| 1955 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Clarence Iba |
| 1982 | 3 | 0 - 1 | Round of 32 (2nd rd) | Nolan Richardson |
| 1984 | 4 | 0 - 1 | Round of 32 (2nd rd) | Nolan Richardson |
| 1985 | 6 | 0 - 1 | Round of 64 (1st rd) | Nolan Richardson |
| 1986 | 10 | 0 - 1 | Round of 64 (1st rd) | J.D. Barnett |
| 1987 | 11 | 0 - 1 | Round of 64 (1st rd) | J.D. Barnett |
| 1994 | 12 | 2 - 1 | Sweet Sixteen (3rd rd) | Tubby Smith |
| 1995 | 6 | 2 - 1 | Sweet Sixteen (3rd rd) | Tubby Smith |
| 1996 | 11 | 0 - 1 | Round of 64 (1st rd) | Steve Robinson |
| 1997 | 5 | 1 - 1 | Round of 32 (2nd rd) | Steve Robinson |
| 1999 | 9 | 1 - 1 | Round of 32 (2nd rd) | Bill Self |
| 2000 | 7 | 3 - 1 | Elite Eight (4th rd) | Bill Self |
| 2002 | 12 | 1 - 1 | Round of 32 (2nd rd) | John Phillips |
| 2003 | 13 | 1 - 1 | Round of 32 (2nd rd) | John Phillips |
