For example, in Figure 1, it needs at least 4 hops (i.e., "fired"-"evidence"-"blood"-"soldiers") to figure out that the word "fired" means "shot" instead of "dismissed".
the above dependency tree based methods explicitly use only first-order syntactic relations, although they may also implicitly capture high-order syntactic relations by stacking more GCN layers.