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| also: | ECAC New England Yankee |
| Year | Seed | Record | Finishing Round | Coach |
| 1961 | - | 0 - 1 | Round of 32 (1st rd) | Ernie Calverley |
| 1966 | - | 0 - 1 | Round of 32 (1st rd) | Ernie Calverley |
| 1978 | - | 0 - 1 | Round of 32 (1st rd) | Jack Kraft |
| 1988 | 11 | 2 - 1 | Sweet Sixteen (3rd rd) | Tom Penders |
| 1993 | 8 | 1 - 1 | Round of 32 (2nd rd) | Al Skinner |
| 1997 | 9 | 0 - 1 | Round of 64 (1st rd) | Al Skinner |
| 1998 | 8 | 3 - 1 | Elite Eight (4th rd) | Jim Harrick |
| 1999 | 12 | 0 - 1 | Round of 64 (1st rd) | Jim Harrick |
