Personally, I would recommend decreasing cover. At the end of the day all you need is for your mortgage to be paid off.
Depending on your personal circumstances and if you want to leave a little extra for those you leave behind, you should consider taking out a separate level cover policy (consider index-linking it to protect against inflation). That way your mortgage will be repaid and you will be leaving something behind for your family.