Computational techniques for the construction of quasi-symmetric block designs are explored and applied to the case with 56 points. One new (56,16,18) and many new (56, 16, 6) designs are discovered, and non-existence of (56, 12, 9) and (56, 20, 19) designs with certain automorphism groups is proved. The number of known symmetric (78,22,6) designs is also significantly increased.