This tweet explains it all.
I have a huge pile of papers on my computer waiting to be read. Often I read parts of it immediately after I download, but I forget about it until someone points on another article, how awesome that paper is. I then remember to read it more carefully.
One way to fix it is to work with like minded people and have discussion around a paper.