This does not mean, however, that the number of senses learned by Ada-Gram is independent of model hyper-parameters.
the number of senses learned by AdaGram is directly controlled by the hyper parameter α in the Dirichlet process used to define the prior over word meanings (Bartunov et al., 2016).