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| also: | Atlantic Ten Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1942 | - | 1 - 1 | Elite Eight (1st rd) | John Lawther |
| 1952 | - | 0 - 2 | Sweet Sixteen (1st rd) | Elmer Gross |
| 1954 | - | 4 - 1 | National Semifinals (4th rd) | Elmer Gross |
| 1955 | - | 1 - 2 | Sweet Sixteen (2nd rd) | John Egli |
| 1965 | - | 0 - 1 | Round of 32 (1st rd) | John Egli |
| 1991 | 13 | 1 - 1 | Round of 32 (2nd rd) | Bruce Parkhill |
| 1996 | 5 | 0 - 1 | Round of 64 (1st rd) | Jerry Dunn |
| 2001 | 7 | 2 - 1 | Sweet Sixteen (3rd rd) | Jerry Dunn |
