ISSN2320-2882
Impact Factor9.17
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Paper Title

Offline Text Matching and Plagiarism Detection

Authors

Akansha Uike , Shweta Tayade , Ankita Gulde , Aakanksha Tiwari , Priyanka Patil

Keywords

Plagiarism Detection, Offline Systems, Machine Learning, TF-IDF, Cosine Similarity, Text Similarity, NLP

Abstract

Plagiarism has become a significant concern in academic and content-driven environments due to the widespread availability of digital resources. Most existing plagiarism detection systems operate online and depend on cloud-based databases, raising issues related to data privacy, cost, and accessibility in low-connectivity environments. This paper presents an offline plagiarism detection system using machine learning techniques. The proposed system performs text preprocessing, feature extraction using TF-IDF, and similarity computation using cosine similarity to detect potential plagiarism within a locally maintained document repository. It generates similarity reports with percentage scores and highlights overlapping content for easy interpretation. Experimental evaluation demonstrates that the system effectively detects direct and partial plagiarism with acceptable accuracy in offline environments. The solution provides a privacy-preserving and cost-effective alternative suitable for educational institutions and organizations with limited internet access.

How To Cite

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IJCRT — journal style
"Offline Text Matching and Plagiarism Detection", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.14, Issue 3, page no.j242-j247, March 2026, Available :https://ijcrt.org/papers/IJCRT26A3113.pdf
APA — 7th edition
Uike, A., Tayade, S., Gulde, A., Tiwari, A., & Patil, P. (2026). Offline Text Matching and Plagiarism Detection. International Journal of Creative Research Thoughts, 14(3), j242-j247. https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3113
MLA — 9th edition
Uike, Akansha, et al. "Offline Text Matching and Plagiarism Detection." International Journal of Creative Research Thoughts, vol. 14, no. 3, 2026, pp. j242-j247, https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3113.
Chicago — 17th, bibliography
Uike, Akansha, et al. "Offline Text Matching and Plagiarism Detection." International Journal of Creative Research Thoughts 14, no. 3 (2026): j242-j247. https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3113.
Harvard — author–date
Uike, A. et al. (2026) 'Offline Text Matching and Plagiarism Detection', International Journal of Creative Research Thoughts, 14(3), pp. j242-j247. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3113
IEEE — numbered reference
A. Uike, S. Tayade, A. Gulde, A. Tiwari and P. Patil, "Offline Text Matching and Plagiarism Detection," IJCRT, vol. 14, no. 3, pp. j242-j247, Mar. 2026.
Vancouver — biomedical
Uike A, Tayade S, Gulde A, Tiwari A, Patil P. Offline Text Matching and Plagiarism Detection. IJCRT. 2026 Mar;14(3):j242-j247.
AMA — 11th edition
Uike A, Tayade S, Gulde A, Tiwari A, Patil P. Offline Text Matching and Plagiarism Detection. IJCRT. 2026;14(3):j242-j247. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3113
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT26A3113, author = {Akansha Uike and Shweta Tayade and Ankita Gulde and Aakanksha Tiwari and Priyanka Patil}, title = {Offline Text Matching and Plagiarism Detection}, journal = {International Journal of Creative Research Thoughts}, volume = {14}, number = {3}, pages = {j242-j247}, year = {2026}, month = {March}, issn = {2320-2882}, url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3113} }
RIS — EndNote, RefWorks
TY - JOUR AU - Uike, Akansha AU - Tayade, Shweta AU - Gulde, Ankita AU - Tiwari, Aakanksha AU - Patil, Priyanka TI - Offline Text Matching and Plagiarism Detection T2 - International Journal of Creative Research Thoughts JA - IJCRT VL - 14 IS - 3 PY - 2026 SN - 2320-2882 UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A3113 SP - j242-j247 ER -

Issue

Volume 14 Issue 3, March-2026
Pages : j242-j247

Article Information

Pages
j242-j247
Published
March 2026
Registration ID
IJCRT_304497
Published Paper ID
IJCRT26A3113
Research Area
Science and Technology
Author Type
Indian Author
Location
Amravati, Maharashtra, India
Licence
CC BY 4.0 · Open Access
ISSN & Impact Factor
2320-2882 · IF 9.17
Downloads
166

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International Journal of Creative Research Thoughts Published by IJCRT Publication
2320-2882 ISSN
9.17 Impact Factor
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Impact Factor 9.17, calculated from Google Scholar citation data — see how it is worked out.
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Licence

© 2026 — Authors hold the copyright of this article. This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0), which permits unrestricted use, distribution and reproduction in any medium, provided the original author and source are credited.
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Declarations

Funding

No external funding was received for this study.

Conflict of Interest

The authors declare that they have no conflict of interest.

Acknowledgements

The authors would like to thank the reviewers and the editorial board of International Journal of Creative Research Thoughts for their careful reading and constructive comments, and all colleagues who supported the preparation of this manuscript.

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