Comparing against Table 2, the method seems to suffer for predominantly English datasets (low OOV% -Pride, Pres-identObama etc) but better for multilingual datasets (Brexit, PokemonGO).
we could in principle augment our method with either AMs or existing POS based approaches for English to further improve performance.