Ask HN: Most efficient mono/multithreaded algorithms examples?

I'm looking for algotithms example which mainstream monothreaded implemantation vastly overpower multithreaded attempt vice versa. I would like to study why so and if there is some pattern to know before if you shold go multi or mono.