Search Results for author: John Dagdelen

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

COVIDScholar: An automated COVID-19 research aggregation and analysis platform

no code implementations7 Dec 2020 Amalie Trewartha, John Dagdelen, Haoyan Huo, Kevin Cruse, Zheren Wang, Tanjin He, Akshay Subramanian, Yuxing Fei, Benjamin Justus, Kristin Persson, Gerbrand Ceder

This has created a challenge to traditional methods of engagement with the research literature; the volume of new research is far beyond the ability of any human to read, and the urgency of response has lead to an increasingly prominent role for pre-print servers and a diffusion of relevant research across sources.

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