A study of smoothing methods for language models applied to information retrieval

Evaluation on five different databases and four types of queries indicates that the two-stage smoothing method with the proposed parameter estimation methods consistently gives retrieval performance that is close to or better than the best results achieved using a single smoothing methods and exhaustive parameter search on the test data.