If the relations are between relations instead of between entities, then card-pyramid parsing can handle it by considering the labels of the immediate children as RHS nonterminals instead of the labels of the left-most and the right-most leaves beneath it.
it would be interesting to apply card-pyramid parsing to extract higher-order relations (such as causal or temporal relations).