Ideas tagged with machine learning; data science; llm; nlp; materials science; materials informatics

Training a large language model to do scientific data extraction for a corpus of materials properties

A wealth of experiments and simulation results are contained in the scientific literature. Extracting it in a machine-readable format is daunting as it typically requires domain expertise, rigid schema, or intensive labor. Recently, Dunn et al. (DOI: 10.48550/arXiv.2212.05238) fine-tuned a large...

By Sterling G. Baird, Taylor Sparks, Ramsey Issa