Each synonym is given with its [rank] among the neighbors of the entry and its similarity value with the entry gration of external knowledge into the thesaurus before its embedding is clearly effective as illustrated by the significant differences between SGNS+retrofit(K) and svd(T cnt +K)+retrof(K).
the relevance of the semantic neighbors of an entry strongly decreases as their rank increases and the first neighbors are particularly important.