By monitoring the filtered MRR after each training epoch, we selected the best model with the highest filtered MRR on the validation set.
for the entity prediction task, we selected δ = 10 and λ = 0.005 for WN11, δ = 5 and λ = 0.01 for FB13, and δ = 5 and λ = 0.005 for NELL186.