Transconductance gm is the slope of the curve Ic=f(Vbe). As such, it is of course a small-signal parameter and not a fixed value but depending on the DC value for Ic.
The non-linearity for large-signal operation can be observed, in particular, for class A-B and class B operation. However, this...