Residuals between the SED fitting results from J-PAS and SDSS surveys and their corresponding observed fluxes. The circles represent the residuals associated with the J-PAS data, while the triangles indicate those derived from SDSS. The color coding of the J-PAS data matches that of the polygons shown in Fig. 1, ensuring consistency across the figures and facilitating visual comparison. The data used to generate these residual plots are available on Zenodo; further details can be found in Appendix E.7.