Related Experiment Video
Updated: Oct 25, 2026

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
Locally Updated Bootstrap Embedding
Minsik Cho1, Troy Van Voorhis1
1Department of Chemistry, Massachusetts Institute of Technology, Cambridge, Massachusetts02139, United States.
Abstract:
Bootstrap Embedding (BE) has recently demonstrated an impressive ability to produce highly accurate single-point energies at a low computational cost, utilizing systematically determined fragments that overlap with each other. In many chemical applications, such as scanning the potential energy surface, one performs numerous single-point calculations that differ by local geometric changes. This often leads to a frustratingly time-consuming process, even with computationally affordable methods like BE. We present here a locally updated version of BE that dramatically accelerates these types of calculations with a minimal loss in accuracy. Specifically, we propose a method that updates only the fragments that involve the change in geometry, while reusing information from a single correlated calculation at a reference geometry for all other fragments. We illustrate the key characteristics of this method and compare it with conventional BE. This novel scheme can potentially lead to a correlation method that scales sub-linearly in time with respect to system size. It exhibits chemical accuracy (<1 kcal/mol energy error) for bond stretches of about 1 Å or rotations of tens of degrees relative to the reference geometry, while recomputing only a small number of fragments, independent of system size. We discuss potential applications in simulating realistic chemical phenomena, such as scanning the potential energy surface, reaction pathway studies, molecular dynamics simulations, and geometry optimizations.
Related Concept Videos
Bootstrapping
Renewal of Skin Epidermal Stem Cells
Ankle Joint
Hybrid Zones
The Spindle Assembly Checkpoint
Many proteins function together to control the spindle assembly checkpoint. Mutations affecting these proteins may allow cells to proceed into anaphase prematurely, resulting in the...
The Spindle Assembly Checkpoint
Many proteins function together to control the spindle assembly checkpoint. Mutations affecting these proteins may allow cells to proceed into anaphase prematurely, resulting in the...