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| also: | Atlantic Coast ECAC New England Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1958 | - | 0 - 1 | Round of 32 (1st rd) | Donald Martin |
| 1967 | - | 2 - 1 | Elite Eight (3rd rd) | Bob Cousy |
| 1968 | - | 0 - 1 | Round of 32 (1st rd) | Bob Cousy |
| 1975 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Bob Zuffelato |
| 1981 | 5 | 2 - 1 | Sweet Sixteen (3rd rd) | Tom Davis |
| 1982 | 8 | 3 - 1 | Elite Eight (4th rd) | Tom Davis |
| 1983 | 4 | 1 - 1 | Sweet Sixteen (3rd rd) | Gary Williams |
| 1985 | 11 | 2 - 1 | Sweet Sixteen (3rd rd) | Gary Williams |
| 1994 | 9 | 3 - 1 | Elite Eight (4th rd) | Jim(2) O'Brien |
| 1996 | 11 | 1 - 1 | Round of 32 (2nd rd) | Jim(2) O'Brien |
| 1997 | 5 | 1 - 1 | Round of 32 (2nd rd) | Jim(2) O'Brien |
| 2001 | 3 | 1 - 1 | Round of 32 (2nd rd) | Al Skinner |
| 2002 | 11 | 0 - 1 | Round of 64 (1st rd) | Al Skinner |
| 2004 | 6 | 1 - 1 | Round of 32 (2nd rd) | Al Skinner |
| 2005 | 4 | 1 - 1 | Round of 32 (2nd rd) | Al Skinner |
| 2006 | 4 | 2 - 1 | Sweet Sixteen (3rd rd) | Al Skinner |
| 2007 | 7 | 1 - 1 | Round of 32 (2nd rd) | Al Skinner |
| 2009 | 7 | 0 - 1 | Round of 64 (1st rd) | Al Skinner |
