Our intuition is that similar sounds appear in similar contexts, even if they are not present in the same language (e.g., /s Q / in Arabic is adapted to /s/ in Swahili).
if our model effectively captures cross-lingual signals, similar sounds should have smaller distances in the vector space, which can improve the shortest path results.