When the same set was used for training and testing the result obviously overestimates the learning capability of the framework.
when tested with a popular standard collection, our approach achieved the performance of the best well-known techniques (BM25 and language models), which have been developed as a result of extensive past experiments and elaborate theoretical modeling.