Only if the thrust (force) does not increase proportionately. F÷m=a.
For example, an F-15 has about 1.75 times the mass of an F-16, but has twice the thrust of an F-16 so the F-15 accelerates faster (yes that is overly simplified since it isn't taking into account things such as parasitic drag...