GeoKnowledgeFusion: A Platform for Multimodal Data Compilation from Geoscience Literature

Z Guo, C Wang, J Zhou, G Zheng, X Wang, C Zhou - Remote Sensing, 2024 - mdpi.com
With the advent of big data science, the field of geoscience has undergone a paradigm shift
toward data-driven scientific discovery. However, the abundance of geoscience data …

Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method

Z Guo, T Wang, C Wang, J Zhou, G Zheng… - arXiv preprint arXiv …, 2024 - arxiv.org
The rare earth elements Sm and Nd significantly address fundamental questions about
crustal growth, such as its spatiotemporal evolution and the interplay between orogenesis …

AceMap: Knowledge Discovery through Academic Graph

X Wang, L Fu, X Gan, Y Wen, G Zheng, J Ding… - arXiv preprint arXiv …, 2024 - arxiv.org
The exponential growth of scientific literature requires effective management and extraction
of valuable insights. While existing scientific search engines excel at delivering search …

Scientific and technological knowledge grows linearly over time

H Kang, L Fu, RJ Funk, X Wang, J Ding, S Liang… - arXiv preprint arXiv …, 2024 - arxiv.org
The past few centuries have witnessed a dramatic growth in scientific and technological
knowledge. However, the nature of that growth-whether exponential or otherwise-remains …

Revisiting Network Value: Sublinear Knowledge Law

X Wang, L Fu, H Kang, Z Jin, L Zhou, C Zhou - arXiv preprint arXiv …, 2023 - arxiv.org
Three influential laws, namely Sarnoff's Law, Metcalfe's Law, and Reed's Law, have been
established to describe network value in terms of the number of neighbors, edges, and …

Good Idea or Not, Representation of LLM Could Tell

Y Xu, B Xue, S Sheng, C Deng, J Ding, Z Shen… - arXiv preprint arXiv …, 2024 - arxiv.org
In the ever-expanding landscape of academic research, the proliferation of ideas presents a
significant challenge for researchers: discerning valuable ideas from the less impactful ones …

MeSH Concept Relevance and Knowledge Evolution: A Data-driven Perspective

J Copara, N Naderi, G Falquet, D Teodoro - arXiv preprint arXiv …, 2024 - arxiv.org
The Medical Subject Headings (MeSH), one of the main knowledge organization systems in
the biomedical domain, constantly evolves following the latest scientific discoveries in health …

Knowledge does not explode but increases linearly over time

X Wang, H Kang, L Fu, J Ding, S Liang, J Wang, L Zhou… - 2023 - researchsquare.com
ChatGPT and GPT-4 have raised debates regarding the progress of knowledge in large
language models 1-3. The notion of" knowledge explosion" has been controversial in …