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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
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Published Paper Details:
Multi-Agent Plagiarism-Free Content Rewriter Using Groq LLM and CrewAI
Authors
Sahil Mahesh Jamdade
Downlaod Center
Keywords
Plagiarism Reduction, Content Rewriting, Multi-Agent Systems, Groq Large Language Models, CrewAI, Natural Language Processing, Text Similarity Analysis, Academic Writing, AI-Based Content Generation.
Abstract
Plagiarism has become a growing concern in academic writing and digital content creation due to the easy availability
of online resources and the rapid use of artificial intelligence for text generation. While most existing systems focus only on
detecting plagiarism, they do not actively help users produce original and meaningful content. This paper presents a Multi-Agent
Plagiarism-Free Content Rewriter, an intelligent system designed to rewrite textual content while preserving its original meaning,
factual accuracy, and writing intent.The proposed system integrates Groq Large Language Models (LLMs) with a multi-agent
framework using CrewAI, where different agents collaboratively perform content extraction, rewriting, and refinement. The system
allows users to customize the tone and length of the rewritten content and supports multiple input formats such as text files, PDF
documents, and Word files. To assess originality, a lightweight plagiarism estimation method based on shingling and Jaccard
similarity is employed.
IJCRT's Publication Details
Unique Identification Number - IJCRT2605945
Paper ID - 308771
Author type - Indian Author
Page Number(s) - i418-i421
Pubished in - Volume 14 | Issue 5 | May 2026
DOI (Digital Object Identifier) -
No Of Downloads - 31
Author Country - India, 415501, Satara, Satara, 415501, Science and Technology
Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Published Paper PDF : - http://www.ijcrt.org/papers/IJCRT2605945
Published Paper URL: : - http://ijcrt.org/viewfull.php?&p_id=IJCRT2605945
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Sahil Mahesh Jamdade, "Multi-Agent Plagiarism-Free Content Rewriter Using Groq LLM and CrewAI", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.14, Issue 5, pp.i418-i421, May 2026, Available at :http://www.ijcrt.org/papers/IJCRT2605945.pdf
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The International Journal of Creative Research Thoughts (IJCRT) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies.
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International Journal of Creative Research Thoughts (IJCRT)
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Volume 14 | Issue 6
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Submit Manuscript Online Impact Factor: 7.97 Review Results : Within 02-03 Days Paper Publication : Within 02-03 Days
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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