We report a Na:−→B dative bond in the NaBH3− cluster, which was designed on the principle of minimum‐energy rupture, prepared by laser vaporization, and characterized by a synergy of anion photoelectron spectroscopy and electronic structure calculations. The global minimum of NaBH3− features a Na−B bond. Its preferred heterolytic dissociation conforms with the IUPAC definition of dative bond. The lone electron pair revealed on Na and the negative Laplacian of electron density at the bond critical point further confirm the dative nature of the Na−B bond. This study represents the first example of a Lewis adduct with an alkalide as the Lewis base.
Machine learning
(ML) is quickly becoming a premier tool for modeling
chemical processes and materials. ML-based force fields, trained on
large data sets of high-quality electron structure calculations, are
particularly attractive due their unique combination of computational
efficiency and physical accuracy. This Perspective summarizes some
recent advances in the development of neural network-based interatomic
potentials. Designing high-quality training data sets is crucial to
overall model accuracy. One strategy is active learning, in which
new data are automatically collected for atomic configurations that
produce large ML uncertainties. Another strategy is to use the highest
levels of quantum theory possible. Transfer learning allows training
to a data set of mixed fidelity. A model initially trained to a large
data set of density functional theory calculations can be significantly
improved by retraining to a relatively small data set of expensive
coupled cluster theory calculations. These advances are exemplified
by applications to molecules and materials.
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