I have many pdf documents in my computer and I need an easy to use GUI for retrieving those that contain certain terms / phrases. So, my question is if there is any such application for ubuntu 12.04 LTS?
There is a command-line tool
where path is location for your pdf files.
There is also a GUI tool called recoll which can search documents by indexing them.