Word Dependency 1 this, the, their, my, here, it, I, our, not det, poss, neg 2 quality, jukebox, maitre-d, sauces, portions, volume, friend, noodles, calamari dobj, iobj, pobj 3 in, slightly, often, overall, regularly, since, back, much, ago prep, mark, advmod 4 handy, tastier, white, salty, right, vibrant, first, ok amod, advmod 5 get, went, impressed, had, try, said, recommended, call, love ccomp, pcomp, xcomp 6 is, are, feels, believes, seems, like, will, would cop, auxpass To qualitatively show the effect of the auto-encoders for clustering syntactically similar words across domains, we provide some case studies on the predicted groups of selected words in Table 6.
for each relation in the dependency tree, we use Equation 8to obtain the most probable group to assign the word in the child node.