rare forms (Bin 1), which are mostly regular, and worst on on the 10 most frequent forms of the language (Bin 5).
adding a corpus helps most in fixing the errors in bins with more frequent and hence more irregular verbs: in Bins 2-5 we observe improvements of up to almost 8% absolute percentage points.