Academic Plagiarism Detection: A Systematic Literature Review
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This article summarizes the research on computational methods to detect academic plagiarism by systematically reviewing 239 research papers published between 2013 and 2018. To structure the presentation of the research contributions, we propose novel technically oriented typologies for plagiarism prevention and detection efforts, the forms of academic plagiarism, and computational plagiarism detection methods. We show that academic plagiarism detection is a highly active research field. Over the period we review, the field has seen major advances regarding the automated detection of strongly obfuscated and thus hard-to-identify forms of academic plagiarism. These improvements mainly originate from better semantic text analysis methods, the investigation of non-textual content features, and the application of machine learning. We identify a research gap in the lack of methodologically thorough performance evaluations of plagiarism detection systems. Concluding from our analysis, we see the integration of heterogeneous analysis methods for textual and non-textual content features using machine learning as the most promising area for future research contributions to improve the detection of academic plagiarism further.
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Plagiarism detection has seen significant advancement with increased use of AI techniques, specifically semantic text analysis and machine learning algorithms.
“A recent systematic literature review (Foltýnek, Meuschke, & Gipp, 2019) showed significant advancement in plagiarism detection with the increased use of AI techniques -specifically, semantic text analysis methods (e.g., latent semantic analysis and word embeddings) and machine learning algorithms.”
From Assessment in the age of artificial intelligence (2022) · cites this paper as Foltýnek, Meuschke, & Gipp, 2019
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- Authors
- Foltýnek, T., Meuschke, N., & Gipp, B.
- Affiliations
- University of Wuppertal (DE)
- University of Wuppertal, Germany and University of Konstanz, Germany
- Venue
- ACM Computing Surveys
- Published
- 2019-10-16
- Volume
- 52
- Issue
- 6
- Pages
- 1-42
- ISSN
- 0360-0300 (ISSN-L)
- 1557-7341
- OpenAlex
- W2980420460
- Cited by
- 238
- References
- 163
- Citations by year
- 2026: 42 · 2025: 37 · 2024: 34 · 2023: 39 · 2022: 34 · 2021: 25 · 2020: 22 · 2019: 5
- FWCI
- 38.00
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- ACM Computing Surveys (publishedVersion, other-oa)
- KOPS (University of Konstanz) (submittedVersion, cc-by-sa)
- GRO (submittedVersion, cc-by)
- Funders
- European Social Fund (CZ.02.2.69/0.0/0.0/16_027/0007953)
- Topics
- Social Sciences › Safety Research › Academic integrity and plagiarism
- Physical Sciences › Computer Science › Information Systems › Software Engineering Research
- Physical Sciences › Computer Science › Information Systems › Spam and Phishing Detection
- Keywords
- plagiarism avoidance, semantic text analysis
About these checks
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.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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