Amazing work chidog12, I've tied using TextRank for text summarization before, but the results are mostly hit or miss. I've found that, elements in the page like "Follow this reader", Share on twiiter, facebook frequently oocur in these articles and due to the voter based ranking of TextRank , they get picked up as high ranked sentences. Which of the algorithms mentioned in your site were most effective in extracting useful summaries?