“…Of the routes tested, we find that at least 2 compositions are required, and the best approach is to train on "high-entropy" Li-salt molar fractions, e.g., 0.4–0.6, as these compositions ensure interactions are well sampled. Second, we synthesize and experimentally characterize a novel IL, [F-OMIM] + [C 4 F 9 CO 2 ] − , which is similar to other ILs of interest for their high O 2 solubility. , We investigate how to train an accurate Allegro model with ∼200 DFT frames, capable of capturing experimental densities, thermal expansion, and isothermal compressibility of this novel [F-OMIM] + [C 4 F 9 CO 2 ] − , with the main limitation being the approximations of our chosen DFT settings. For [F-OMIM] + [C 4 F 9 CO 2 ] − we also investigate the role of how the structures are generated and perform a hyperparameter search to optimize the model.…”