Topic model evaluation
As an (usually) unsupervised model, it is not trivial to evaluate Topic models.
Lancichinetti2015high reproducibility argued that Latent Dirichlet allocation failed to recover a simple corpora that consist of multiple languages and proposed a network-based method.