(2014) apply simplification rules to image captions, showing that the resulting hierarchy of mappings between natural language expressions and images can be used for entailment tasks.
for each predicate v, we compute the interpolation weights based on its prominence in the respective corpus, as follows: where rel is the relevance function of model i for verb v, computed as its relative frequency in the respective corpus: .