I have been looking into this lately as well. My problem is that even if I visit back those pages, I don't remember the context of why I bookmarked it.

I have been toying with a chrome extension that enables me to add "annotations" to these pages and it helps me find websites based on my note search. It's far from perfect but I realized that I remember my notes / thoughts more than the website url or name.