Given that some aspects of syntax are domain dependent (typically at the lexical level), single parsing models tend to not perform well across all domains (see Table 1).
the linear regressor is given values from the three features from the previous section (COSINEtOP50, UNKWORDS, and ENtROPY) and returns an estimate of the f-score the parsing model would achieve the target text.