Page "Minimum message length" Paragraph 4

MML naturally and precisely trades model complexity for goodness of fit.

A more complicated model takes longer to state ( longer first part ) but probably fits the data better ( shorter second part ).

So, an MML metric won't choose a complicated model unless that model pays for itself.