For crosslingual development and hyper-parameter selection, we use the German dataset by Glavaš and Vulić (2018).
we select the number of hidden layers {0, 1}, learning rate {0.001,…,0.1}, dropout rate {0.0, 0.5}, and whether to include information on paths between words {yes, no}.