Focal elements of neural information retrieval models. An outlook through a reproducibility study

•Replicability study of a supervised neural IR model.•Reproducibility study of an unsupervised neural IR model.•Generalization of both neural IR models on heterogeneous and multilingual experimental collections.•In-depth per topic analysis of the performances to individuate neural IR models strong aspects.•Extensive evaluation on shared test collections and statistical analyses.