Before revision: Media news reveals soft information about economic linkages between firms that is not immediately incorporated into stock price .
After revision: Investor attention has long been noticed as an important driving force of stock returns. A large number of papers have been focusing on providing direct or indirect proxies for overall investor attention. However, we believe that additional attention is a more crucial driver than overall attention in affecting stock returns .