Love languages aren't backed by solid research, but they give couples an easy vocabulary to talk about needs. That alone makes them genuinely useful, even if the science is shaky.
Love languages are mostly pop psychology fluff with little real usefulness. They oversimplify needs without evidence or lasting impact.