PubMed, the government-run biomedical abstract database, also recently introduced its PubReader app for reading biomedical papers (http://www.ncbi.nlm.nih.gov/pmc/about/pubreader/). But my money's on eLife here — NCBI is better known for its databases than its user interface design (to say the least).
It would be great to see some innovation here (some publishers have absolutely awful web-based journal article views). But as the main format for paper publishing and dissemination, I think the PDF won't be going away anytime soon.