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I think we might have to parameterize a bit that additional information gets added to the summary.
When I looked yesterday at LASSO, I also didn't see any specific information about the penalization in the summary.
AFAIR, fit_constrained also doesn't provide the extra information about the constraints.
Currently there is nothing in the printed summary of the model fit to inform/remind you that an offset was used when fitting the model.
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