After performing a search for a common word, you end up with that word highlighted all over the place. To turn it off, I generally use the set command with no prepended to the hlsearch option – as is convention in Vim.

It turns out though, that nohlsearch is a command in its own right. I can save a few characters by invoking:

:nohlsearch

See :h nohlsearch for more details.