However, there is an interesting pattern when comparing accuracies @1 and @2 to accuracies in the top 5 predictions.
looking at accuracies for the top (two) predictions, the various models that link referential meaning to word representations in the distributional space all perform slightly worse than the plain WAC model, i.e.