Mining Semantic Relations in Data References to Understand the Roles of Research Data in Academic Literature

L Fan, S Lafia, M Wofford, A Thomer… - 2023 ACM/IEEE …, 2023 - ieeexplore.ieee.org
Research data serves important roles in scientific discovery and academic innovation. To
appropriately assign credit for data work and to measure the value of research data, it is …

Investigating citation linkage between research articles

KH Houngbo - 2017 - search.proquest.com
In recent years, there has been a dramatic increase in scientific publications across the
globe. To help navigate this overabundance of information, methods have been devised to …

A natural language processing pipeline for detecting informal data references in academic literature

S Lafia, L Fan, L Hemphill - Proceedings of the Association for …, 2022 - Wiley Online Library
Discovering authoritative links between publications and the datasets that they use can be a
labor‐intensive process. We introduce a natural language processing pipeline that retrieves …

[PDF][PDF] Extraction of Semantic Relationships from Academic Papers using Syntactic Patterns

A Kameda, K Uchiyama, H Takeda… - Proceedings of eKNOW …, 2013 - www-kasm.nii.ac.jp
Integrating concept and citation networks on a specific research subject can help
researchers focus their own work or use methods described in prior works. In this paper, we …

A typology of semantic relations dedicated to scientific literature analysis

K Gábor, H Zargayouna, I Tellier, D Buscaldi… - … Scholarly Data: Second …, 2016 - Springer
We propose a method for improving access to scientific literature by analyzing the content of
research papers beyond citation links and topic tracking. Our model relies on a typology of …

Detecting informal data references in academic Literature

S Lafia, JW Ko, E Moss, J Kim, A Thomer, L Hemphill - 2021 - deepblue.lib.umich.edu
The Inter-university Consortium for Political and Social Research (ICPSR) is developing a
machine learning approach using natural language processing (NLP) to assist in the …

Librarian-in-the-loop: A natural language processing paradigm for detecting informal mentions of research data in academic literature

L Fan, S Lafia, D Bleckley, E Moss, A Thomer… - arXiv preprint arXiv …, 2022 - arxiv.org
Data citations provide a foundation for studying research data impact. Collecting and
managing data citations is a new frontier in archival science and scholarly communication …

CoCon: A Data Set on Combined Contextualized Research Artifact Use

T Saier, Y Dong, M Farber - 2023 ACM/IEEE Joint Conference …, 2023 - ieeexplore.ieee.org
In the wake of information overload in academia, methodologies and systems for search,
recommendation, and prediction to aid researchers in identifying relevant research are …

Analytic potential of data: assessing reuse value

CL Palmer, NM Weber, MH Cragin - Proceedings of the 11th annual …, 2011 - dl.acm.org
Realizing the vision of networked data collections and services requires large bodies of
scientific data that can be used in new ways. Adapting the concept of epistemological …

Context-driven discoverability of research data

M Baglioni, P Manghi, A Mannocci - … conference on theory and practice of …, 2020 - Springer
Research data sharing has been proved to be key for accelerating scientific progress and
fostering interdisciplinary research; hence, the ability to search, discover and reuse data …