| Year |
Round |
Opponent |
Result |
| 1983 | First Round | Bentley | L 62–64 |
| 1985 | First Round | Bentley | L 52–67 |
| 1987 | First Round
Sweet Sixteen | Bentley
New Haven | W 52–49
L 64–72 |
| 1988 | Regional Semifinals | New Haven | L 69–85 |
| 1991 | Regional Semifinals | Bentley | L 29–79 |
| 1992 | Regional Semifinals
Regional Finals | St. Augustine's
Bentley | W 96–74
L 60–68 |
| 1993 | Regional Semifinals | UMass Lowell | L 78–84 |
| 1994 | Regional Semifinals
Regional Finals
Elite Eight | Saint Anselm
Bentley
Cal State San Bernardino | W 96–89
W 81–64
L 71–82 |
| 1995 | Regional Semifinals
Regional Finals
Elite Eight
Final Four
Third Place Game | American International
Saint Anselm
Merychurst
Portland State
Missouri Western State | W 80–60
W 83–69
W 80–78
L 59–75
L 66–76 |
| 1996 | Regional Semifinals | Saint Rose | L 60–68 |
| 1997 | First Round
Regional Semifinals
Regional Finals | Philadelphia Textile
Saint Rose
Bentley | W 65–50
W 77–60
L 41–52 |
| 1998 | First Round | Philadelphia Textile | L 59–63 |
| 1999 | First Round
Regional Semifinals | Binghamton
Saint Rose | W 65–64
L 37–60 |
| 2003 | First Round
Regional Semifinals
Regional Finals | St. Thomas Aquinas
South Connecticut State
Bentley | W 83–49
W 57–49
L 44–66 |
| 2004 | First Round
Regional Semifinals | Holy Family
Bryant | W 57–55
L 58–70 |
| 2006 | First Round
Regional Semifinals | New Haven
American International | W 70–77
L 59–71 |
| 2007 | First Round | Bentley | L 55–58 |
| 2008 | First Round
Regional Semifinals | Bryant
Franklin Pierce | W 67–58
L 56–68 |
| 2009 | First Round
Regional Semifinals
Regional Finals | Saint Rose
Holy Family
Franklin Pierce | W 62–58
W 72–61
L 54–78 |
| 2010 | First Round
Regional Semifinals | Bentley
Holy Family | W 74–56
L 47–64 |
| 2013 | First Round
Regional Semifinals | Franklin Pierce
Dowling | W 78–66
L 45–57 |
| 2014 | First Round
Regional Semifinals | District of Columbia
Bentley | W 79–61
L 63–79 |
| 2015 | First Round
Regional Semifinals
Regional Finals | Queens
Holy Family
New Haven | W 80–66
W 67–60
L 57–58 |
| 2018 | First Round
Regional Semifinals
Regional Finals
Elite Eight | Southern Connecticut
St. Thomas Aquinas
University of the Sciences
Indiana (PA) | W 70–45
W 63–52
W 71–61
L 71–75 |
| 2019 | First Round
Regional Semifinals | Jefferson
Saint Anselm | W 86–77
L 50–59 |
