This repository describes four query likelihood language probabilistic models - Laplace, Dirichlet, and Lidstone smoothing to find relevancy between queries and the documents providing the answers to those queries. The data can be downloaded from this online repository. This is a statistical approach to solving query-passage retrieval problems using natural language processing in Python.