Compared to Euclidean distances, vector cosine scores are normalized on each dimension and hence are robust to the scaling effect.
as it can be easily noticed by looking at the bold line, aP SynP outperforms the baselines in all settings for both Skip-Gram and GloVe, obtaining higher accuracies and OPPs.