activity
20222025
most cited14 Examples of How LLMs Can Transform Materials Science and Chemistry: A Reflection on a Large Language Model Hackathon

214 citations · 471 across the 7 of their papers we have counts for

collaborators

7 papers

cs.AI2025★ 16 cited

MDCrow: Automating Molecular Dynamics Workflows with Large Language Models

Quintina Campbell, Sam Cox, Jorge Medina +2

Molecular dynamics (MD) simulations are essential for understanding biomolecular systems but remain challenging to automate. Recent advances in large language models (LLM) have dem…

cs.AI2024★ 9 cited

Aviary: training language agents on challenging scientific tasks

Siddharth Narayanan, James D. Braza, Ryan-Rhys Griffiths +8

Solving complex real-world tasks requires cycles of actions and observations. This is particularly true in science, where tasks require many cycles of analysis, tool use, and exper…

cs.CL2024★ 44 cited

Language agents achieve superhuman synthesis of scientific knowledge

Michael D. Skarlinski, Sam Cox, Jon M. Laurent +6

Language models are known to hallucinate incorrect information, and it is unclear if they are sufficiently accurate and reliable for use in scientific research. We developed a rigo…

cs.CL2023★ 52 cited

PaperQA: Retrieval-Augmented Generative Agent for Scientific Research

Jakub Lála, Odhran O'Donoghue, Aleksandar Shtedritski +3

Large Language Models (LLMs) generalize well across language tasks, but suffer from hallucinations and uninterpretability, making it difficult to assess their accuracy without grou…

cond-mat.mtrl-sci2023★ 214 cited

14 Examples of How LLMs Can Transform Materials Science and Chemistry: A Reflection on a Large Language Model Hackathon

Kevin Maik Jablonka, Qianxiang Ai, Alexander Al-Feghali +50

Large-language models (LLMs) such as GPT-4 caught the interest of many scientists. Recent studies suggested that these models could be useful in chemistry and materials science. To…

physics.chem-ph2023★ 136 cited

ChemCrow: Augmenting large-language models with chemistry tools

Andres M Bran, Sam Cox, Oliver Schilter +3

Over the last decades, excellent computational chemistry tools have been developed. Integrating them into a single platform with enhanced accessibility could help reaching their fu…

cond-mat.stat-mech2022

Symmetric Molecular Dynamics

Sam Cox, Andrew D. White

We derive a formulation of molecular dynamics that generates only symmetric configurations. We implement it for all 2D planar and 3D space groups. An atlas of 2D Lennard-Jones crys…