Tensor-polarized structure functions of a spin-1 hadron are additional observables, which do not exist for the spin-1=2 nucleon. They could probe novel aspects of the internal hadron structure. Twist-2 tensor-polarized structure functions are b 1 and b 2 , and they are related by the Callan-Gross-like relation in the Bjorken scaling limit. In this work, we theoretically calculate b 1 in the standard convolution description for the deuteron. Two different theoretical models, a basic convolution description and a virtual nucleon approximation, are used for calculating b 1 , and their results are compared with the HERMES measurement. We found large differences between our theoretical results and the data. Although there is still room to improve by considering higher-twist effects and in the experimental extraction of b 1 from the spin asymmetry A zz , there is a possibility that the large differences require physics beyond the standard deuteron model for their interpretation. Future b 1 studies could shed light on a new field of hadron physics. In particular, detailed experimental studies of b 1 will start soon at the Thomas Jefferson National Accelerator Facility. In addition, there are possibilities to investigate tensorpolarized parton distribution functions and b 1 at Fermi National Accelerator Laboratory and a future electron-ion collider. Therefore, further theoretical studies are needed for understanding the tensor structure of the spin-1 deuteron, including a new mechanism to explain the large differences between the current data and our theoretical results.