Text mining is based on the statistical analysis of a term. Usually in text mining techniques, the basic measure like term frequency of a term (word or phrase) is computed to judge the importance of the term in the document. But with statistical analysis,the original semantics of the term may not carry the exact meaning of the term. To overcome this problem, a new framework has been introduced which can efficiently find significant matching and related concepts between documents.