Yes, it supports multilingual sites. Install the languages you want to use in your Joomla 1.7.x site, install K2, start adding new items and make sure you assign them to the right language from the language selector (in the K2 item form). Same goes for categories, modules, menus etc.

If you use Joomla 1.5.x, you need to install and use Joomfish.