Accurate Chemistry Collection: Coupled cluster atomization energies for broad chemical space

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Authors: Sebastian Ehlert, Jan Hermann, Thijs Vogels, Víctor García Satorras, Stephanie Lanius, Marwin Segler, Klaas J. H. Giesbertz, Derk P. Kooi, Kenji Takeda, Chin‐Wei Huang, Giulia Luise, Rianne van den Berg
+2 more Paola Gori-Giorgi, Amir Karton
Cited by: 4
References: 97

Abstract

of the empirical ground truth) are essential for advancing computational chemistry methods. However, existing datasets that reach this level of accuracy remain limited in size or scope. This hinders the development of data-driven methods with predictive accuracy across the broad chemical space of closed-shell, neutral molecules. Here we present Microsoft Research Accurate Chemistry Collection (MSR-ACC) and its first release, MSR-ACC/TAE25, comprising 73,040 total atomization energies at the CCSD(T)/CBS level obtained with the W1-F12 thermochemical protocol. The dataset is constructed to exhaustively cover the chemical space of closed-shell, charge-neutral, covalently bound equilibrium molecular structures containing up to 5 non-hydrogen atoms drawn from elements up to argon and lacking significant multireference character. The dataset and its canonical train and validation splits are openly available on Zenodo in the QCSchema format under the CDLA Permissive 2.0 license. This first release of MSR-ACC enables data-driven approaches for developing predictive computational chemistry methods with unprecedented accuracy and scope.

Fields of Study & Subjects

Machine Learning in Materials Science Advanced Chemical Physics Studies Crystallography and molecular interactions

Publication details

Journal / source
Scientific Data
Publisher
Springer Science and Business Media LLC
Volume
13
Issue
1
Publication date
25 April 2026
Language
EN