It looks like I was mistaken. They don't keep all of the documents in RAM, but I'm pretty sure they keep the search index (100 petabytes) in RAM. I'm struggling to find a source but I remember hearing it in a talk given by a Googler on YouTube. I also read somewhere that moving their whole index to RAM is how they brought their response times down from a couple of seconds to a couple hundred milliseconds.