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| also: | America East ECAC New England Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1947 | - | 3 - 0 | National Championship (3rd rd) | Doggie Julian |
| 1948 | - | 2 - 1 | National Semifinals (2nd rd) | Doggie Julian |
| 1950 | - | 0 - 2 | Elite Eight (1st rd) | Buster Sheary |
| 1953 | - | 2 - 1 | Elite Eight (3rd rd) | Buster Sheary |
| 1956 | - | 0 - 1 | Round of 32 (1st rd) | Roy Leenig |
| 1977 | - | 0 - 1 | Round of 32 (1st rd) | George Blaney |
| 1980 | 11 | 0 - 1 | Round of 64 (1st rd) | George Blaney |
| 1993 | 13 | 0 - 1 | Round of 64 (1st rd) | George Blaney |
| 2001 | 15 | 0 - 1 | Round of 64 (1st rd) | Ralph Willard |
| 2002 | 16 | 0 - 1 | Round of 64 (1st rd) | Ralph Willard |
| 2003 | 14 | 0 - 1 | Round of 64 (1st rd) | Ralph Willard |
| 2007 | 13 | 0 - 1 | Round of 64 (1st rd) | Ralph Willard |
