notesum.ai

Published at May 13

Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model

NeurIPS

Released Date: May 13, 2024

Authors: Yanpeng Ye¹, Jie Ren², Shaozhou Wang³, Yuwei Wan⁴, Imran Razzak¹, Bram Hoex⁵, Haofen Wang, Tong Xie², Wenjie Zhang¹

Aff.: ¹School of Computer Science and Engineering, University of New South Wales; ²Department of Materials Science and Engineering, City University of Hong Kong; ³GreenDynamics; ⁴Department of Linguistics and Translation, City University of Hong Kong; ⁵School of Photovoltaic and Renewable Energy Engineering, University of New South Wales

Arxiv: https://openreview.net/pdf/0f4331dc6d871d8c02e01cfcea96bb460391cca7.pdf

Method	NER F1	$\nabla$	RE F1	$\nabla$	ER F1	$\nabla$
Darwin (Normalized)	92.96	-	88.27	-	89.13	-
ER-N/F	92.96	-	83.29	-4.98	89.13	-
ER-NF/A	84.01	-8.85	83.07	-5.20	84.54	-4.59
ER-ED	88.59	-4.37	80.20	-8.07	50.00	-38.83