Deep learning meets bibliometrics: A survey of citation function classification

Yang Zhang, Yufei Wang, Quan Z. Sheng, Lina Yao, Haihua Chen, Kai Wang, Adnan Mahmood, Wei Emma Zhang, Munazza Zaib, Subhash Sagar and Rongying Zhao

Journal of Informetrics, 2025, vol. 19, issue 1

Abstract: With the advent and progression of Natural Language Processing (NLP) methodologies, the domain of automatic citation function classification has gained popularity and considerable research efforts have been contributed to this task. Automatic citation function classification has a joint computational linguistic and bibliometrics background. However, due to the different expertise in both fields, there is rarely a comprehensive and unified analysis of this task. We provide a detailed and nuanced examination analysis of the evolution of citation function classification task from the dimensions of citation function annotation schemes, widely employed benchmarks, and computational models. We first present the origins and the development of the citation function classification task. From the perspective of multi-disciplinary integration, we then discuss how bibliometrics and NLP can be better combined to contribute to the citation function classification task. Finally, based on the deficiencies that we have found in the task, we suggest some promising prospects in both bibliometrics and NLP to be investigated.

Keywords: Citation function; Deep learning; Bibliometrics; Pretrained language model (search for similar items in EconPapers)
Date: 2025
References: Add references at CitEc
Citations:

Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S1751157724001202
Full text for ScienceDirect subscribers only

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:eee:infome:v:19:y:2025:i:1:s1751157724001202

DOI: 10.1016/j.joi.2024.101608

Access Statistics for this article

Journal of Informetrics is currently edited by Leo Egghe

More articles in Journal of Informetrics from Elsevier
Bibliographic data for series maintained by Catherine Liu ().