“…One of the earliest and most comprehensive compound sets comprising 80 structures of proton ( 1 H) chemical shifts was curated by Rablen et al [ 1 ] in 1999 and later augmented by Tantillo and coworkers [ 3 ] with the inclusion of carbon ( 13 C) chemical shift data ( Figure 1 a) and an additional 24 compounds in a separate probe set ( Figure 1 b). Although the test and probe sets of Rablen and Tantillo have been used for several benchmarking studies [ 1 , 3 , 50 , 56 ] with various density functionals, basis sets, and solvent effect studies, they are not without challenges: (1) relativistic effects from elements in rows three and beyond of the periodic table must be included for accurate δ C predictions of carbons bound to the heavy atom ( Figure 1 c) [ 57 ]; (2) molecules such as furfural ( Figure 1 c) and dimethyl acetal exhibit multiple low-lying conformers in solution whose Boltzmann-weighting factors are highly dependent on the level of theory employed; (3) compounds such as methanol and indole contain hydrogen bond donors that will exhibit concentration-, pH-, and temperature-dependent chemical shifts in solution; (4) aromatic, olefinic, and alkynyl compounds may also exhibit concentration-dependent chemical shifts due to aggregation from π–π stacking [ 58 , 59 ]; and 5) experimental data were not measured in a single solvent system (instead, either CDCl 3 or CCl 4 was used, which may yield significant differences [ 60 ]). Experimental NMR chemical shift data used by Rablen and Tantillo were from eight sources [ 61 , 62 , 63 , 64 , 65 , 66 , 67 , 68 ] with sample concentrations for carbon NMR spectra, which at times reached up to 10% weight/volume (solid) or volume/volume (liquid).…”