Which second derivatives are you talking about? If you mean 'why are plots of log(B1) against number of digits concave', that is a corollary to the expected runtime of ECM being subexponential in the number of digits of the factor.
These figures from gmpecm come from the mathematics rather than from computer technology  you get slightly different ones if you optimise measured runtime rather than number of curves
