Table 4: Mean similarity of composed vectors to high-quality corpus-extracted derived-form vectors with negative affixes fulladd and lexfunc significantly outperform stem also in the HR subset (p<.001).
the models provide better approximations of derived forms even when the stem itself should already be a good surrogate.