It is well known that one cannot apply a conformal transformation to f (T ) gravity to obtain a minimally coupled scalar field model, and thus no Einstein frame exists for f (T ) gravity. Furthermore nonminimally coupled "teleparallel dark energy models" are not conformally equivalent to f (T ) gravity. However, it can be shown that f (T ) gravity is conformally equivalent to a teleparallel phantom scalar field model with a nonminimal coupling to a boundary term only. In this work, we extend this analysis by considering a recently studied extended class of models, known as f (T, B) gravity, where B is a boundary term related to the divergence of a contraction of the torsion tensor. We find that nonminimally coupled "teleparallel dark energy models" are conformally equivalent to either an f (T, B) or f (B) gravity model. Finally conditions on the functional form of f (T, B) gravity are derived to allow it to be transformed to particular nonminimally coupled scalar field models.