even propose a "distributional hypothesis of highly contrasting pairs" stating that highly contrasting pairs occur in similar contexts more often than non-contrasting word pairs).
it is impossible to distinguish them from non-contrasting related words (e.g., synonyms) using standard distributional similarity measures, and ad hoc strategies must be devised.