Simverb-3500 (Gerz et al., 2016) was introduced to provide researchers with a testbed for verb relations, a specific yet important class of words that was less common in earlier word-level similarity data sets.
it appears that similarity, relatedness, and motivational alignment are more highly correlated with one another than perceived actor congruence.