1. yum -y install stardict
  2. download the dict you want from yum or http://abloz.com/huzheng/stardict-dic/zh_CN/
  3. tar jxf $what_you_download and mv them to /usr/share/stardict/dic
  4. Ok, modify the hot key and just use it