What Do Large Language Models Know About Materials?
If large language models (LLMs) are to be used inside the material discovery and engineering process, they must be benchmarked for the accurateness of intrinsic material knowledge. The current work introduces 1) a reasoning process through the processing–structure–property–performance chain and 2) a tool for benchmarking knowledge of LLMs concerning ...
Adrian Ehrenhofer +2 more
wiley +1 more source
Effect of time-dependent forcing on pole reversals in a conceptual dynamo model. [PDF]
Herein M, Kuslits L, Jánosi D.
europepmc +1 more source
A Workflow to Accelerate Microstructure‐Sensitive Fatigue Life Predictions
This study introduces a workflow to accelerate predictions of microstructure‐sensitive fatigue life. Results from frameworks with varying levels of simplification are benchmarked against published reference results. The analysis reveals a trade‐off between accuracy and model complexity, offering researchers a practical guide for selecting the optimal ...
Luca Loiodice +2 more
wiley +1 more source
Attractor dynamics of a whole-cortex network model predicts emergence and structure of fMRI co-activation patterns in the mouse brain. [PDF]
Fasoli D +5 more
europepmc +1 more source
This article presents the NFDI‐MatWerk Ontology (MWO), a Basic Formal Ontology‐based framework for interoperable research data management in materials science and engineering (MSE). Covering consortium structures, research data management resources, services, and instruments, MWO enables semantic integration, Findable, Accessible, Interoperable, and ...
Hossein Beygi Nasrabadi +4 more
wiley +1 more source
Data-driven reduced modeling of neural dynamics. [PDF]
Marraffa A, Krause R, Mante V, Haller G.
europepmc +1 more source
Chronic pain as a state-constrained brain network disorder: a dynamical systems model integrating physiological regulation and self-organisation. [PDF]
Ho T, Ryan M.
europepmc +1 more source
Emergent Homeostasis and Degeneracy From Multi-Dimensional Attractors. [PDF]
Biswas K, Salman H, Brenner N.
europepmc +1 more source
Developmentally constrained plasticity as a therapeutic vulnerability in cancer. [PDF]
Xian JS +4 more
europepmc +1 more source
Advances in causal discovery methods for ecological time series. [PDF]
Suzuki K +6 more
europepmc +1 more source

