Oberonia flavescens was first formally described in 2006 by David Jones and Mark Clements who published the description in Australian Orchid Research. The type specimen was grown in the Australian National Botanic Gardens from a plant collected in the McIlwraith Range. The specific epithet (flavescens) is derived from the Latin word flavus meaning golden-yellow or yellow: with the suffix -escens meaning beginning of or becoming.: