What is it about?
This work evaluates different computational tools used to detect complex quantum behavior in molecules — specifically when the most common electronic structure methods cannot accurately describe a molecule. These situations are important for understanding reactivity and bonding in chemistry, but identifying them is challenging. We benchmark a wide set of tools (called multireference diagnostics) to find which ones are reliable, efficient, and consistent across different types of molecules. Our results help guide scientists in choosing the right tool to assess the methods they employ for large-scale screening, improving the accuracy of quantum chemical predictions.
Featured Image
Photo by Mika Baumeister on Unsplash
Why is it important?
Multireference character remains one of the most challenging aspects in quantum chemistry, affecting the reliability of widely used methods like density functional theory (DFT). This work systematically evaluates a large number of multireference diagnostics on a broad chemical dataset, identifying which ones best predict the failure of single-reference methods. By clarifying the strengths and limitations of each indicator and introducing a robust new metric, this research helps chemists choose appropriate computational strategies—potentially saving time, improving accuracy, and guiding method development.
Perspectives
This work reflects a long-standing need in computational chemistry: to efficiently identify molecules that require advanced theoretical treatment (multireference methods). As someone working on method development, I see this study as a step toward standardizing how we detect the multireference character. The benchmarking gives confidence in using certain diagnostics over others, especially in high-throughput settings. It is not just about identifying the best diagnostics, but also understanding why certain diagnostics succeed or fail, which opens the door for the construction of more accurate benchmarks. An interesting result is that none of the energy-based diagnostics can be effectively used to detect the multireference character. However, the figure of merit often used to decide the accuracy of a method is how well it reproduces the electronic energy of a molecule.
Eduard Matito
Donostia International Physics Center
Read the Original
This page is a summary of: How many distinct and reliable multireference diagnostics are there?, The Journal of Chemical Physics, March 2025, American Institute of Physics,
DOI: 10.1063/5.0250636.
You can read the full text:
Contributors
The following have contributed to this page







