Looking up words in a dictionary with Neovim

When writing code in neovim, I frequently use K to look up documentation, function signatures, variable definitions, etc. In markdown files that doesn't make too much sense, but I wanted to use it to look up words in the dictionary instead. This didn't appear to be possible out of the …