To get a fair average over languages, equation 5downweights the languages that have larger treebanks, yielding a weighted micro-average in which we define the weight As we report later in Table 5, even this simple supervised heuristic performs significantly better than state-of-the-art grammar induction systems.
it is not a trained heuristic: it has no free parameters that we can tune to optimize our evaluation metric.