Muddiest Point after week 5

As in class, Dr. He talked about two language models: Unigram or higher-order models and Multinomial or Multiple-Bernoulli. He also talked about three models for ranking: Query-likelihood, Document-likelihood, and Divergence of query and document models. I am wondering what kind of factors do you need to take into considerations when determining the language models or the ranking models?