To qualitatively show the effect of the auxiliary task with auto-encoders for clustering syntactically similar words across domains, we provide some case studies on the predicted groups of some words in Table 5.
for each relation in the dependency tree, we use (4) to obtain the most probable group to assign the word in the child node.