Google Chrome extension that allows you to put Twitter accounts you follow into the penalty box so you don't have to see them for the time being (or: when following is too much, but unfollowing is too harsh).
https://chrome.google.com/webstore/detail/ajoigckelmnkcjajbeinpkmbndeiokdg