Polyie: A dataset of information extraction from polymer material scientific literature

JJ Cheung, Y Zhuang, Y Li, P Shetty, W Zhao… - arXiv preprint arXiv …, 2023 - arxiv.org
Scientific information extraction (SciIE), which aims to automatically extract information from
scientific literature, is becoming more important than ever. However, there are no existing …

Pcmsp: A dataset for scientific action graphs extraction from polycrystalline materials synthesis procedure text

X Yang, Y Zhuo, J Zuo, X Zhang, S Wilson… - arXiv preprint arXiv …, 2022 - arxiv.org
Scientific action graphs extraction from materials synthesis procedures is important for
reproducible research, machine automation, and material prediction. But the lack of …

SynKB: Semantic search for synthetic procedures

F Bai, A Ritter, P Madrid, D Freitag… - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper we present SynKB, an open-source, automatically extracted knowledge base of
chemical synthesis protocols. Similar to proprietary chemistry databases such as Reaxsys …

Mulms: A multi-layer annotated text corpus for information extraction in the materials science domain

TP Schrader, M Finco, S Grünewald… - arXiv preprint arXiv …, 2023 - arxiv.org
Keeping track of all relevant recent publications and experimental results for a research area
is a challenging task. Prior work has demonstrated the efficacy of information extraction …

Made of Steel? Learning Plausible Materials for Components in the Vehicle Repair Domain

A Eichel, H Schlipf, SS Walde - arXiv preprint arXiv:2304.14745, 2023 - arxiv.org
We propose a novel approach to learn domain-specific plausible materials for components
in the vehicle repair domain by probing Pretrained Language Models (PLMs) in a cloze task …

MuLMS-AZ: An Argumentative Zoning Dataset for the Materials Science Domain

TP Schrader, T Bürkle, S Henning, S Tan… - arXiv preprint arXiv …, 2023 - arxiv.org
Scientific publications follow conventionalized rhetorical structures. Classifying the
Argumentative Zone (AZ), eg, identifying whether a sentence states a Motivation, a Result or …