Reiersøl became interested in the international language Esperanto at a young age, and later in life used it to keep in touch with other mathematicians. He was one of the founders of the Esperanto association Internacia Asocio de Esperantistaj Matematikistoj ("International Association of Esperantist Mathematicians").[3]