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| also: | Colonial Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1947 | - | 0 - 2 | Elite Eight (1st rd) | Ben Carnevale |
| 1953 | - | 0 - 1 | Round of 32 (1st rd) | Ben Carnevale |
| 1954 | - | 2 - 1 | Elite Eight (3rd rd) | Ben Carnevale |
| 1959 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Ben Carnevale |
| 1960 | - | 0 - 1 | Round of 32 (1st rd) | Ben Carnevale |
| 1985 | 13 | 1 - 1 | Round of 32 (2nd rd) | Paul Evans |
| 1986 | 7 | 3 - 1 | Elite Eight (4th rd) | Paul Evans |
| 1987 | 8 | 0 - 1 | Round of 64 (1st rd) | Pete Herrmann |
| 1994 | 16 | 0 - 1 | Round of 64 (1st rd) | Don DeVoe |
| 1997 | 15 | 0 - 1 | Round of 64 (1st rd) | Don DeVoe |
| 1998 | 16 | 0 - 1 | Round of 64 (1st rd) | Don DeVoe |
