In this paper, we are going to propose a technique to find meaning of words using Word Sense Disambiguation using supervised and unsupervised learning. This limitation of information is main flaw of the supervised approach. Our proposed approach focuses to overcome the limitation using learning set which is enriched in dynamic way maintaining new data. We introduce a mixed methodology having “Modified Lesk” approach and “Bag-of-Words” having enriched bags using learning methods.