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| also: | East Coast Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1944 | - | 1 - 1 | Elite Eight (1st rd) | Josh Cody |
| 1956 | - | 4 - 1 | National Semifinals (4th rd) | Harry Litwack |
| 1958 | - | 3 - 1 | National Semifinals (4th rd) | Harry Litwack |
| 1964 | - | 0 - 1 | Round of 32 (1st rd) | Harry Litwack |
| 1967 | - | 0 - 1 | Round of 32 (1st rd) | Harry Litwack |
| 1970 | - | 0 - 1 | Round of 32 (1st rd) | Harry Litwack |
| 1972 | - | 0 - 1 | Round of 32 (1st rd) | Harry Litwack |
| 1979 | 7 | 0 - 1 | Round of 64 (1st rd) | Don Casey |
| 1984 | 8 | 1 - 1 | Round of 32 (2nd rd) | John Chaney |
| 1985 | 8 | 1 - 1 | Round of 32 (2nd rd) | John Chaney |
| 1986 | 9 | 1 - 1 | Round of 32 (2nd rd) | John Chaney |
| 1987 | 2 | 1 - 1 | Round of 32 (2nd rd) | John Chaney |
| 1988 | 1 | 3 - 1 | Elite Eight (4th rd) | John Chaney |
| 1990 | 11 | 0 - 1 | Round of 64 (1st rd) | John Chaney |
| 1991 | 10 | 3 - 1 | Elite Eight (4th rd) | John Chaney |
| 1992 | 11 | 0 - 1 | Round of 64 (1st rd) | John Chaney |
| 1993 | 7 | 3 - 1 | Elite Eight (4th rd) | John Chaney |
| 1994 | 4 | 1 - 1 | Round of 32 (2nd rd) | John Chaney |
| 1995 | 10 | 0 - 1 | Round of 64 (1st rd) | John Chaney |
| 1996 | 7 | 1 - 1 | Round of 32 (2nd rd) | John Chaney |
| 1997 | 9 | 1 - 1 | Round of 32 (2nd rd) | John Chaney |
| 1998 | 7 | 0 - 1 | Round of 64 (1st rd) | John Chaney |
| 1999 | 6 | 3 - 1 | Elite Eight (4th rd) | John Chaney |
| 2000 | 2 | 1 - 1 | Round of 32 (2nd rd) | John Chaney |
| 2001 | 11 | 3 - 1 | Elite Eight (4th rd) | John Chaney |
| 2008 | 12 | 0 - 1 | Round of 64 (1st rd) | Fran Dunphy |
| 2009 | 11 | 0 - 1 | Round of 64 (1st rd) | Fran Dunphy |
| 2010 | 5 | 0 - 1 | Round of 64 (1st rd) | Fran Dunphy |
