The yellow-faced honeyeater was first described, and placed in the genus Sylvia, by ornithologist John Latham in his 1801 work Supplementum Indicis Ornithologici, sive Systematis Ornithologiae [REF].
There are three subspecies, two described by Gregory Mathews in 1912 [REF].