There'd be no point grid searching on the `inverse_transform` option as it should not affect accuracy. As for pipeline, LabelBinarizer works on `y`, not `X`, so I don't think it makes sense either.

This `inverse_transform` option is only useful if you want to override the behavior inferred in `fit` (use indicator matrix or list of lists).