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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: April 2026
Volume 11 | Issue 4
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Impact Factor : 8.14
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| Paper Title: | AuthenWrite: An Intelligent Framework for Handwriting-Based Authorship Verification and Automated Academic Evaluation |
| Authors Name: | Mohammed Riyad , Muhammed Rabeeh A P , Vasudev , Hima Sujesh R K , Dr. Sreekesh Namboodiri T |
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IJRTI_210972
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| Published Paper Id: | IJRTI2604021 |
| Published In: | Volume 11 Issue 4, April-2026 |
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| Abstract: | The increasing volume of handwritten academic submissions in higher education has intensified the need for scalable, objective, and integrity-preserving evaluation systems. Traditional manual grading is time-consuming and prone to inconsistencies, while many automated grading systems fail to address handwritten authorship verification. To overcome these limitations, this work proposes AuthenWrite, an AI-driven frame- work that integrates handwriting authentication with automated content evaluation. A Siamese Convolutional Neural Network (CNN) is used to verify authorship by learning writer-specific handwriting features. Verified documents are then processed using Optical Character Recognition (OCR) to convert hand- written text into machine-readable form. The extracted content is semantically analyzed using Sentence-BERT embeddings and a vector-based retrieval mechanism. A retrieval-augmented Large Language Model (LLM) evaluates student responses against instructor-provided reference material. Finally, a weighted scor- ing mechanism combines handwriting confidence and semantic evaluation to generate final grades and feedback. The proposed system improves grading consistency, reduces instructor work- load, and strengthens academic integrity. |
| Keywords: | Handwriting Authentication, Siamese Neural Networks, Optical Character Recognition, Semantic Retrieval, Retrieval-Augmented Generation, Automated Grading |
| Cite Article: | "AuthenWrite: An Intelligent Framework for Handwriting-Based Authorship Verification and Automated Academic Evaluation", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2456-3315, Vol.11, Issue 4, page no.a151-a157, April-2026, Available :http://www.ijrti.org/papers/IJRTI2604021.pdf |
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2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2604021
Registration ID:210972
Published In: Volume 11 Issue 4, April-2026
DOI (Digital Object Identifier):
Page No: a151-a157 Country: Kannur, Kerala, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2604021 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2604021 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
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