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| also: | ECAC South Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1943 | - | 2 - 1 | National Championship (3rd rd) | Elmer Ripley |
| 1975 | - | 0 - 1 | Round of 32 (1st rd) | John Thompson |
| 1976 | - | 0 - 1 | Round of 32 (1st rd) | John Thompson |
| 1979 | 3 | 0 - 1 | Round of 32 (2nd rd) | John Thompson |
| 1980 | 3 | 2 - 1 | Elite Eight (4th rd) | John Thompson |
| 1981 | 7 | 0 - 1 | Round of 64 (1st rd) | John Thompson |
| 1982 | 1 | 4 - 1 | National Championship (6th rd) | John Thompson |
| 1983 | 5 | 1 - 1 | Round of 32 (2nd rd) | John Thompson |
| 1984 | 1 | 5 - 0 | National Championship (6th rd) | John Thompson |
| 1985 | 1 | 5 - 1 | National Championship (6th rd) | John Thompson |
| 1986 | 4 | 1 - 1 | Round of 32 (2nd rd) | John Thompson |
| 1987 | 1 | 3 - 1 | Elite Eight (4th rd) | John Thompson |
| 1988 | 8 | 1 - 1 | Round of 32 (2nd rd) | John Thompson |
| 1989 | 1 | 3 - 1 | Elite Eight (4th rd) | John Thompson |
| 1990 | 3 | 1 - 1 | Round of 32 (2nd rd) | John Thompson |
| 1991 | 8 | 1 - 1 | Round of 32 (2nd rd) | John Thompson |
| 1992 | 6 | 1 - 1 | Round of 32 (2nd rd) | John Thompson |
| 1994 | 9 | 1 - 1 | Round of 32 (2nd rd) | John Thompson |
| 1995 | 6 | 2 - 1 | Sweet Sixteen (3rd rd) | John Thompson |
| 1996 | 2 | 3 - 1 | Elite Eight (4th rd) | John Thompson |
| 1997 | 10 | 0 - 1 | Round of 64 (1st rd) | John Thompson |
| 2001 | 10 | 2 - 1 | Sweet Sixteen (3rd rd) | Craig Esherick |
| 2006 | 7 | 2 - 1 | Sweet Sixteen (3rd rd) | John III Thompson |
| 2007 | 2 | 4 - 1 | National Semifinals (5th rd) | John III Thompson |
| 2008 | 2 | 1 - 1 | Round of 32 (2nd rd) | John III Thompson |
| 2010 | 3 | 0 - 1 | Round of 64 (1st rd) | John III Thompson |
