In the late nineteenth or early twentieth century, the famous Hungarian paleontologist Franz Nopcsa von Felső-Szilvás found near Sînpetru, in what is now the Romanian region of Transylvania, some bone fragments of a small theropod. These were acquired by the British Museum of Natural History. In 1913, curator Charles William Andrews named these as the type species Elopteryx nopcsai. The genus name Elopteryx is from Ancient Greek helos (ἕλος), "marsh" + pteryx (πτέρυξ), "wing". The specific name honors Nopcsa. Initially, Elopteryx was described from its holotype, a proximal left femur, specimen BMNH A1234. A second upper left thighbone fragment, BMNH A1235, was referred. A distal left tibiotarsus was also tentatively assigned to this taxon; it was initially classified with the same specimen