The temperature-dependent transport critical current density () behavior of REBa2Cu3O7−δ (REBCO) superconducting tapes with various RE substitutions and combinations has been systematically studied in the temperature range of 4 K–77 K. The measured values were found to be highly in accordance with with the values of the exponent coefficients s ranging from 1.9 to 2.6 in the magnetic-field range of 1–5 T depending on RE ion(s), revealing the dominative pinning mechanism of flux core pinning. The RE-ionic-radius (r) dependences of showed reversed trends for temperatures below and above 50 K, with increasing with r at higher temperatures while it decreased with r at lower temperatures, which was consistent with previously reported results. In particular, the in-field of REBCO tapes at 4 K as a function of r was consistent with the –r trend for low temperatures. We propose to attribute the –r trends to the higher charge carrier density and the lower critical transition temperature () in REBCO films with smaller r. The Gd0.5Yb0.5BCO tape with superior at low temperatures exhibited the furthest diversion from the –r trendlines due to enhanced correlated pinning by the high-density of vertically aligned second-phase nanocolumns in the film. The temperature dependence of for REBCO tapes with a larger r was found to be more susceptible to the magnetic field. Meanwhile, the exponent coefficients s showed a more precipitous increase with the increasing magnetic field, partially due to the lack of effective pinning defects, which was also confirmed by the two-dimensional x-ray diffraction patterns and the higher α values. This work contributes to the study of the of REBCO superconducting tapes below 20 K and leads to a deeper understanding of the temperature-dependent behavior of REBCO films with various RE substitutions and combinations. This provides more comprehensive guidelines for the optimization of RE ions in REBCO for applications at specific temperatures and magnetic fields.