These results suggest that attributional information is encoded well in our relational word embeddings.
interestingly, even though not explicitly encoded in our model, the table shows some examples that highlight one property that arises often, which is the ability of our model to capture cohyponyms as relations, e.g., wrist-knee and angerdespair as nearest neighbours of "shoulder-ankle" and "shock-grief", respectively.