Interactive Documents

I'm trying to figure out the best way to build an interactive document. I'd like the words/sentences in the document to live link to web pages, images, videos, and other rich media content. I already know how to create PDFs with live links, but I was hoping to use a more intricate, newer software to create the final document. I've found a couple links to help me with the process:

Apple

Computer Arts