Automatically open linked pdf (bypassing download box)
You are just linking to files, and the default action for the browser to take is to ask to download the file.
Files will sometimes automatically open if the browser is set up to do so.
If you want to make sure the pdf is always displayed, you will have to look into pdf viewer modules. Here is a site that compares a few.
https://drupal.org/node/1781960