Search Results for author: Alexander Dunn

Found 3 papers, 0 papers with code

Extracting Structured Seed-Mediated Gold Nanorod Growth Procedures from Literature with GPT-3

no code implementations26 Apr 2023 Nicholas Walker, John Dagdelen, Kevin Cruse, SangHoon Lee, Samuel Gleason, Alexander Dunn, Gerbrand Ceder, A. Paul Alivisatos, Kristin A. Persson, Anubhav Jain

To that end, we present an approach using the powerful GPT-3 language model to extract structured multi-step seed-mediated growth procedures and outcomes for gold nanorods from unstructured scientific text.

Language Modelling Relation Extraction

Structured information extraction from complex scientific text with fine-tuned large language models

no code implementations10 Dec 2022 Alexander Dunn, John Dagdelen, Nicholas Walker, SangHoon Lee, Andrew S. Rosen, Gerbrand Ceder, Kristin Persson, Anubhav Jain

Here, we present a simple sequence-to-sequence approach to joint named entity recognition and relation extraction for complex hierarchical information in scientific text.

Language Modelling Large Language Model +4

Benchmarking Materials Property Prediction Methods: The Matbench Test Set and Automatminer Reference Algorithm

no code implementations2 May 2020 Alexander Dunn, Qi. Wang, Alex Ganose, Daniel Dopp, Anubhav Jain

The reference algorithm, Automatminer, is a highly-extensible, fully-automated ML pipeline for predicting materials properties from materials primitives (such as composition and crystal structure) without user intervention or hyperparameter tuning.

Materials Science Computational Physics

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