Related Experiment Video
Updated: May 1, 2026

Rapid in-silico Battery Electrolyte Electrochemical Reaction Generation using 3T-VASP Multi-Scale Energy Minimization
Published on: August 22, 2025
A Comprehensive Dataset of Chemical Reactions Covering Second and Third Row Elements with Million-Scale Quantum
Kyunghoon Lee1, Sungwoo Kang2, Beomgyu Kang3
1InnoCORE AI-CRED Institute, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34141, Republic of Korea.
Abstract:
We present an extended quantum chemical reaction database, called Reaction-QM, containing millions of reactions with fully optimized reactant, product, and transition state (TS) structures. The database comprises three subsets: The first set contains 2,304,303 organic reactions with up to ten heavy atoms and various elements (H, C, O, N, F, Si, P, S, and Cl) characterized at the GFN2-xTB level of theory, expanding the element scope and the size of the dataset. The second set consists of 199,890 reactions characterized at the B3LYP-D3/TZVP level of theory. All TS structures were validated through vibrational analysis and intrinsic reaction coordinate (IRC) calculations, ensuring the correct assignment of reactants and products. The final set contains full IRC trajectories at the DFT level for all 199,890 reactions, consisting of total 22,984,707 molecular configurations, offering a rich dataset for training machine learning interatomic potentials (MLIPs). Together, the databases can serve as a new data source for developing and benchmarking ML-based models for reaction modeling tasks, including TS structure prediction, activation barrier estimation, and the construction of reactive MLIPs.
Related Concept Videos
Chemical Reactions
Chemical Reactions Rearrange Atoms into New Substances
A chemical reaction takes starting materials—the reactants—and changes them...
Chemical Reactions
The relative amounts of reactants and products represented in a balanced chemical equation are often referred to as stoichiometric amounts.
Chemical Equilibria: Systematic Approach to Equilibrium Calculations
The first step is to identify all the chemical reactions involved, The...
Coupled Reactions
Energy in adenosine triphosphate or ATP molecules is easily accessible to do work. ATP powers the majority of energy-requiring cellular reactions....
Introduction to Chemical Reactions
Reaction Quotient

