> Having it a constructor option implies that you need to recreate a
> LabelBinarizer object to change the behavior of inverse_transform.

No it does not. It just means that it is a parameter that can be set and
controled in the parameter-selection framework. Nothing specifies whether
these parameters can be changed or not between the fit and the transform.