Replacing the thermal paste for CPU and GPU, what is best?

I know there are always advances in thermal pastes and as of the time I am writing this post, what is the best stuff?

I heard that Diamond has a good rep and good product, but I have seem some of those graphite thermal compounds also.

So what is the really good stuff right now and also, what is the best way to clean the old factory thermal compound off.