Literary runaway: Increasingly more references cited per academic research article from 1980 to 2019
Open accessAbstract
References are employed in most academic research papers to give credits and to reflect scholarliness. With the upsurge in academic publications in recent decades, we are curious to know how the number of references cited per research article has changed across different disciplines over that time. The results of our study showed significant linear growth in reference density in eight disciplinary categories between 1980 and 2019 indexed in Web of Science. It appears that reference saturation is not yet in sight. Overall, the general increase in the number of publications and the advanced accessibility of the Internet and digitized documents may have promoted the growth in references in certain fields. However, the seemingly runaway tendency should be well appreciated and objectively assessed. We suggest that authors focus on their research itself rather than on political considerations during the process of writing, especially the selection of important references to cite.
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Reference lists have expanded rapidly across disciplines, making thorough manual verification unrealistic or infeasible.
“The growing scale of scholarly publishing further complicates this problem: reference lists have expanded rapidly across disciplines [12], making thorough manual verification unrealistic for”
From CiteAudit: You Cited It, But Did You Read It? A Benchmark for Verifying Scientific References in the LLM Era (2026) · cites this paper as [12]
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Cites
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Fitting Linear Mixed-Effects Models Using <b>lme4</b>
Bates, D., Mächler, M., Bolker, B., & Walker, S. (2015) · Journal of Statistical Software · doi:10.18637/jss.v067.i01 · Cited by 86,835 · see citing works
<b>lmerTest</b> Package: Tests in Linear Mixed Effects Models
Kuznetsova, A., Brockhoff, P. B., & Christensen, R. H. B. (2017) · Journal of Statistical Software · doi:10.18637/jss.v082.i13 · Cited by 24,346 · see citing works
Least-Squares Means: The R Package lsmeans
Lenth, R. (2016) · Journal of Statistical Software · doi:10.18637/jss.v069.i01 · Cited by 5,837 · see citing works
psych: Procedures for Personality and Psychological Research
Revelle, W. (2017) · Cited by 3,321 · see citing works
How to write and publish a scientific paper
Day, R. A. (1990) · Mathematics and Computers in Simulation · doi:10.1016/0378-4754(90)90195-o · Cited by 569 · see citing works
Lawrence, P. A. (2003) · Nature · doi:10.1038/422259a · Cited by 354 · see citing works
How to Write and Publish a Scientific Paper
Gastel, B., & Day, R. A. (2016) · doi:10.5040/9798400666926 · Cited by 208 · see citing works
Citations increase with manuscript length, author number, and references cited in ecology journals
Fox, C. W., Paine, C. E. T., & Sauterey, B. (2016) · Ecology and Evolution · doi:10.1002/ece3.2505 · Cited by 161 · see citing works
Webster, G. D., Jonason, P. K., & Schember, T. O. (2009) · Evolutionary Psychology · doi:10.1177/147470490900700301 · Cited by 101 · see citing works
Life Science’s Average Publishable Unit (APU) Has Increased over the Past Two Decades
Cordero, R. J. B., Leon-Rodriguez, C. M. D., Alvarado-Torres, J. K., Rodriguez, A. R., & Casadevall, A. (2016) · PLoS ONE · doi:10.1371/journal.pone.0156983 · Cited by 73 · see citing works
Is the relationship between numbers of references and paper lengths the same for all sciences?
Abt, H. A., & Garfield, E. (2002) · Journal of the American Society for Information Science and Technology · doi:10.1002/asi.10151 · Cited by 52 · see citing works
The influence of references per paper in the SCI to Impact Factors and the Matthew Effect
Biglu, M. H. (2007) · Scientometrics · doi:10.1007/s11192-007-1815-8 · Cited by 52 · see citing works
Predicting citations to journal articles: The ideal number of references
Lovaglia, M. J. (1991) · The American Sociologist · doi:10.1007/bf02691867 · Cited by 31 · see citing works
Growth in the number of references in engineering journal papers during the 1972–2013 period
Úcar, I., López-Fernandino, F., Rodríguez‐Ulibarri, P., Sesma-Sanchez, L., Urrea-Micó, V., & Sevilla, J. (2013) · Scientometrics · doi:10.1007/s11192-013-1113-6 · Cited by 30 · see citing works
Reference density trends in the major disciplines
Sánchez-Gil, S., Gorraiz, J. I., & Melero-Fuentes, D. (2017) · Journal of Informetrics · doi:10.1016/j.joi.2017.11.003 · Cited by 28 · see citing works
Number of references: a large-scale study of interval ratios
Nicolaisen, J., & Frandsen, T. F. (2020) · Scientometrics · doi:10.1007/s11192-020-03764-3 · Cited by 25 · see citing works
Krampen, G. (2009) · Scientometrics · doi:10.1007/s11192-009-0093-z · Cited by 22 · see citing works
Trends in biochemical literature
Garfield, E. (1979) · Trends in Biochemical Sciences · doi:10.1016/0968-0004(79)90288-3 · Cited by 21 · see citing works
A bibliometric analysis of linguistics in web of science
Arık, E. (2015) · Journal of Scientometric Research · doi:10.4103/2320-0057.156018 · Cited by 17 · see citing works
Yitzhaki, M., & Ben-Tamar, D. (1991) · Scientometrics · doi:10.1007/bf02019179 · Cited by 16 · see citing works
Should there be a recommended limit to the number of references in a scientific article?
Anger, J. (1999) · Sao Paulo Medical Journal · doi:10.1590/s1516-31801999000100010 · Cited by 5 · see citing works
Editorial: The average number of references per article published in Polymer Testing over the years
Jaunich, M. (2018) · Polymer Testing · doi:10.1016/j.polymertesting.2018.05.034 · Cited by 5 · see citing works
Flagged first, then by citations
1 of the 24 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- [13]Fox J, Weisberg S. An {R} Companion to Applied Regression, Third Edition. Thousand Oaks, CA, USA: Sage; 2019.
- [18]Lemon J. plotrix: A package in the red light district of R. R-News. 2006; 6: 8– 12.
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“Given that an article on average cites about 45 articles (Dai et al. 2021) and the judgment requires expertise, this is a challenging task.”
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- Authors
- Dai, C., Chen, Q., Wan, T., Liu, F., Gong, Y., & Wang, Q.
- Affiliations
- Hubei University (CN)
- Fairy Lake Botanical Garden (CN)
- Chinese Academy of Sciences (CN)
- Wuhan University (CN)
- Corresponding author
- Wang, Qingfeng
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2021-08-06
- Volume
- 16
- Issue
- 8
- Pages
- e0255849
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC8345841
- OpenAlex
- W3189135819
- Cited by
- 21
- References
- 24
- Citations by year
- 2026: 5 · 2025: 6 · 2024: 7 · 2023: 3
- FWCI
- 1.45
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Greater South Information System
- Funders
- Natural Science Foundation of Hubei Province (2019CFA066)
- National Science & Technology Fundamental Resources Investigation Program of China (2019FY101800)
- Innovation of Science and Technology Commission of Shenzhen (JSGG20140515164852417, JCYJ201206151530054)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › scientometrics and bibliometrics research
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Academic Writing and Publishing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychology Research and Bibliometrics
- Keywords
- citation practices, reference density, disciplinary differences, Web of Science, scientific publication trends, scholarly communication
- MeSH terms
- Humans, Publications, Publishing, Research, Writing, Bibliometrics
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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