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Summary: Automatic Text Summarization (ATS) is a complicated task of computer generating summary of document(s), which is smaller in size while preserving its information content. Since ATS appears to be a good candidate to address the information overload problem, it has gained a quantifiable attention recently. This thesis mainly attempts an