Intuitively, a sentence is less ambiguous than stand-alone words since the words are interpreted within a specific context, so a mapping learned at the sentence-level is likely to be less sensitive to individual word inconsistencies.
we learn the mapping as described in Section 3.1 using a dictionary of aligned sentence embeddings.